1.3.2_personalized_predictions_standard

Author

Saideep Gona

Published

November 22, 2023

Context

After training the Con-ENPACT model on variation in gene expression across the genome, it is good to also assess the accuracy on personalized variation. To do this, I can first generate Enformer predictions on the Aracena individuals I used for training.

Create list of individuals to predict on

Code

import pandas as pd
import os,sys
import numpy as np

aracena_input_dir = "/beagle3/haky/users/saideep/projects/aracena_modeling/enformer_predictions/aracena_preds/inputs_aracena"

expression_file = "/beagle3/haky/users/saideep/projects/aracena_modeling/Inputs/counts_matrices/fully_preprocessed_expression.txt"
gene_expression = pd.read_csv(expression_file,sep=" ",index_col=0)

Code

print(gene_expression)

                  AF04_NI   AF06_NI   AF08_NI   AF10_NI   AF12_NI   AF14_NI  \
ENSG00000000419  5.871940  5.846844  5.877507  5.892817  5.871173  5.899777   
ENSG00000000457  5.783946  5.769773  5.777695  5.790426  5.785080  5.767126   
ENSG00000000460  5.663780  5.721726  5.664383  5.675169  5.649731  5.678701   
ENSG00000000938  6.263036  6.078401  6.310270  6.320538  6.405607  6.178726   
ENSG00000000971  5.725372  5.638797  5.800460  5.760517  5.719643  5.628036   
...                   ...       ...       ...       ...       ...       ...   
ENSG00000273375  5.525075  5.533421  5.522807  5.521670  5.580386  5.546698   
ENSG00000273437  5.954038  5.880826  5.943112  5.903903  5.973992  5.903746   
ENSG00000273448  5.961036  5.889694  5.866356  5.918589  5.884075  5.851658   
ENSG00000273451  5.842139  5.819511  5.801606  5.820959  5.842988  5.841579   
ENSG00000273486  6.016760  6.054397  5.982572  5.948368  5.942734  5.964553   

                  AF16_NI   AF18_NI   AF20_NI   AF24_NI  ...  EU27_Flu  \
ENSG00000000419  5.900066  5.882456  5.897911  5.857030  ...  6.110405   
ENSG00000000457  5.764935  5.789674  5.782321  5.744484  ...  5.928161   
ENSG00000000460  5.681049  5.685596  5.678164  5.596906  ...  5.749985   
ENSG00000000938  6.198713  6.295261  6.601381  6.863180  ...  6.383820   
ENSG00000000971  5.716732  5.715015  5.699861  5.563936  ...  5.930159   
...                   ...       ...       ...       ...  ...       ...   
ENSG00000273375  5.522268  5.538654  5.536664  5.567892  ...  6.075650   
ENSG00000273437  5.924945  5.973490  5.978188  6.069586  ...  6.078604   
ENSG00000273448  5.852832  5.803038  5.761975  5.880018  ...  5.827440   
ENSG00000273451  5.832895  5.823004  5.845264  5.887021  ...  5.908824   
ENSG00000273486  6.056700  5.962063  6.009995  5.972177  ...  5.804890   

                 EU29_Flu  EU33_Flu  EU36_Flu  EU37_Flu  EU38_Flu  EU39_Flu  \
ENSG00000000419  6.127108  6.079198  6.092415  6.075396  6.100792  6.054913   
ENSG00000000457  5.996811  5.961843  5.961585  5.969045  5.956161  5.955102   
ENSG00000000460  5.753397  5.748012  5.759425  5.765416  5.761253  5.754227   
ENSG00000000938  6.307880  6.436620  6.299141  6.358798  6.270126  6.318051   
ENSG00000000971  5.960401  5.966091  5.863134  5.925531  5.931148  5.923052   
...                   ...       ...       ...       ...       ...       ...   
ENSG00000273375  5.995633  5.983429  6.023216  6.025530  6.017338  5.983677   
ENSG00000273437  6.023007  6.156043  6.137333  6.160999  6.060902  6.005687   
ENSG00000273448  5.849788  5.774861  5.878248  5.840902  5.842667  5.836127   
ENSG00000273451  5.772262  5.749629  5.813817  5.861250  5.827707  5.807748   
ENSG00000273486  5.864840  5.841384  5.866668  5.889861  5.870739  5.916505   

                 EU41_Flu  EU43_Flu  EU47_Flu  
ENSG00000000419  6.065254  6.061607  6.103552  
ENSG00000000457  5.927309  5.962068  5.950315  
ENSG00000000460  5.758449  5.743529  5.751714  
ENSG00000000938  6.228915  6.271140  6.213333  
ENSG00000000971  5.876075  5.921598  5.846136  
...                   ...       ...       ...  
ENSG00000273375  6.013681  5.971361  6.017758  
ENSG00000273437  6.041609  6.034422  6.104674  
ENSG00000273448  5.864099  5.842951  5.896119  
ENSG00000273451  5.849605  5.838825  5.806063  
ENSG00000273486  5.869735  5.884356  5.875525  

[13716 rows x 70 columns]

Code

individuals = set([x.split("_")[0] for x in gene_expression.columns])
print(individuals)
print(len(individuals))

vcf_inds = "Epi_AF04_NI_WGS_1_Epi_AF04_NI_WGS_1Epi_AF06_NI_WGS_1_Epi_AF06_NI_WGS_1      Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1     Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1 Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1   Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1 Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1 Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1     Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1     Epi_AF22_Flu_WGS_1_Epi_AF22_Flu_WGS_1       Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1   Epi_AF26_NI_WGS_1_Epi_AF26_NI_WGS_1Epi_AF28_NI_WGS_1_Epi_AF28_NI_WGS_1      Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1     Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1 Epi_AF36_Flu_WGS_1_Epi_AF36_Flu_WGS_1   Epi_AF38_NI_WGS_1_Epi_AF38_NI_WGS_1     Epi_EU03_NI_WGS_1_Epi_EU03_NI_WGS_1 Epi_EU05_NI_WGS_1_Epi_EU05_NI_WGS_1     Epi_EU07_NI_WGS_1_Epi_EU07_NI_WGS_1     Epi_EU09_Mock_WGS_1_Epi_EU09_Mock_WGS_1     Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1     Epi_EU15_NI_WGS_1_Epi_EU15_NI_WGS_1Epi_EU17_NI_WGS_1_Epi_EU17_NI_WGS_1      Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1     Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1       Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1     Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1     Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1 Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1   Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1   Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1 Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1     Epi_EU43_NI_WGS_1_Epi_EU43_NI_WGS_1Epi_EU47_NI_WGS_1_Epi_EU47_NI_WGS_1".split()
print(len(vcf_inds))

ind_counts = {}
for ind in vcf_inds:
    ind_counts[ind] = 0
    for exp_ind in individuals:
        if exp_ind in ind:
            ind_counts[ind] += 1


inds_pred = []
for ind in vcf_inds:
    if ind_counts[ind] == 1:
        inds_pred.append(ind)
    else:
        print(ind,ind_counts[ind])

print(inds_pred)
print(len(inds_pred))

{'EU13', 'EU07', 'EU19', 'EU15', 'AF28', 'AF12', 'EU29', 'AF24', 'AF34', 'EU37', 'EU27', 'AF26', 'AF08', 'AF30', 'AF10', 'EU36', 'AF18', 'EU43', 'EU03', 'EU21', 'AF06', 'AF04', 'AF14', 'EU17', 'AF16', 'AF20', 'EU09', 'EU22', 'EU41', 'EU47', 'EU33', 'EU39', 'EU38', 'EU05', 'EU25'}
35
31
Epi_AF04_NI_WGS_1_Epi_AF04_NI_WGS_1Epi_AF06_NI_WGS_1_Epi_AF06_NI_WGS_1 2
Epi_AF22_Flu_WGS_1_Epi_AF22_Flu_WGS_1 0
Epi_AF26_NI_WGS_1_Epi_AF26_NI_WGS_1Epi_AF28_NI_WGS_1_Epi_AF28_NI_WGS_1 2
Epi_AF36_Flu_WGS_1_Epi_AF36_Flu_WGS_1 0
Epi_AF38_NI_WGS_1_Epi_AF38_NI_WGS_1 0
Epi_EU15_NI_WGS_1_Epi_EU15_NI_WGS_1Epi_EU17_NI_WGS_1_Epi_EU17_NI_WGS_1 2
Epi_EU43_NI_WGS_1_Epi_EU43_NI_WGS_1Epi_EU47_NI_WGS_1_Epi_EU47_NI_WGS_1 2
['Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1', 'Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1', 'Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1', 'Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1', 'Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1', 'Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1', 'Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1', 'Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1', 'Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1', 'Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1', 'Epi_EU03_NI_WGS_1_Epi_EU03_NI_WGS_1', 'Epi_EU05_NI_WGS_1_Epi_EU05_NI_WGS_1', 'Epi_EU07_NI_WGS_1_Epi_EU07_NI_WGS_1', 'Epi_EU09_Mock_WGS_1_Epi_EU09_Mock_WGS_1', 'Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1', 'Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1', 'Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1', 'Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1', 'Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1', 'Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1', 'Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1', 'Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1', 'Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1', 'Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1']
24

Code

with open(os.path.join(aracena_input_dir,"individuals.txt"),"w") as f:
    f.write("\n".join(inds_pred))

Interval list

Code

tss_meta_file = "/beagle3/haky/users/saideep/projects/aracena_modeling/enformer_predictions/aracena_preds/inputs_aracena/canonical_TSS_full_metadata.txt"

tss_meta = pd.read_csv(tss_meta_file,sep=",",index_col=0)
tss_meta

	external_gene_name	chromosome_name	transcript_biotype	transcript_start	transcript_end	transcription_start_site	transcript_is_canonical	transcript_count	target_regions
ensembl_gene_id
ENSG00000160072	ATAD3B	1	protein_coding	1471765	1497848	1471765	1	6	chr1_1471765_1471767
ENSG00000142611	PRDM16	1	protein_coding	3069203	3438621	3069203	1	10	chr1_3069203_3069205
ENSG00000157911	PEX10	1	protein_coding	2403974	2412564	2412564	1	9	chr1_2412564_2412566
ENSG00000142655	PEX14	1	protein_coding	10474950	10630758	10474950	1	4	chr1_10474950_10474952
ENSG00000149527	PLCH2	1	protein_coding	2476289	2505532	2476289	1	8	chr1_2476289_2476291
...	...	...	...	...	...	...	...	...	...
ENSG00000233803	TSPY4	Y	protein_coding	9337464	9340278	9337464	1	5	chrY_9337464_9337466
ENSG00000226941	RBMY1J	Y	protein_coding	22403410	22417881	22403410	1	2	chrY_22403410_22403412
ENSG00000238074	TSPY9	Y	protein_coding	9487267	9490081	9487267	1	1	chrY_9487267_9487269
ENSG00000242875	RBMY1B	Y	protein_coding	21511338	21525786	21511338	1	2	chrY_21511338_21511340
ENSG00000234414	RBMY1A1	Y	protein_coding	21534879	21549326	21534879	1	2	chrY_21534879_21534881

19667 rows × 9 columns

Code

# Collect gene ids in the expression set and tss metadata

Code

genes_to_predict = set(gene_expression.index).intersection(set(tss_meta.index))

tss_meta_subset = tss_meta.loc[genes_to_predict,:]
tss_meta_subset["ensembl_gene_id"] = tss_meta_subset.index
print(tss_meta_subset)

                external_gene_name chromosome_name transcript_biotype  \
ensembl_gene_id                                                         
ENSG00000163823               CCR1               3     protein_coding   
ENSG00000118420              UBE3D               6     protein_coding   
ENSG00000170634              ACYP2               2     protein_coding   
ENSG00000109667             SLC2A9               4     protein_coding   
ENSG00000125458               NT5C              17     protein_coding   
...                            ...             ...                ...   
ENSG00000170836              PPM1D              17     protein_coding   
ENSG00000071054             MAP4K4               2     protein_coding   
ENSG00000139154              AEBP2              12     protein_coding   
ENSG00000128274             A4GALT              22     protein_coding   
ENSG00000197912               SPG7              16     protein_coding   

                 transcript_start  transcript_end  transcription_start_site  \
ensembl_gene_id                                                               
ENSG00000163823          46201711        46208313                  46208313   
ENSG00000118420          82892390        83065841                  83065841   
ENSG00000170634          53971113        54305300                  53971113   
ENSG00000109667           9826224        10021497                  10021497   
ENSG00000125458          75130228        75131742                  75131742   
...                           ...             ...                       ...   
ENSG00000170836          60600193        60666280                  60600193   
ENSG00000071054         101697707       101894690                 101697707   
ENSG00000139154          19439492        19522227                  19439492   
ENSG00000128274          42692121        42720870                  42720870   
ENSG00000197912          89508403        89557766                  89508403   

                 transcript_is_canonical  transcript_count  \
ensembl_gene_id                                              
ENSG00000163823                        1                 1   
ENSG00000118420                        1                 8   
ENSG00000170634                        1                 9   
ENSG00000109667                        1                13   
ENSG00000125458                        1                14   
...                                  ...               ...   
ENSG00000170836                        1                13   
ENSG00000071054                        1                18   
ENSG00000139154                        1                 9   
ENSG00000128274                        1                 7   
ENSG00000197912                        1                96   

                           target_regions  ensembl_gene_id  
ensembl_gene_id                                             
ENSG00000163823    chr3_46208313_46208315  ENSG00000163823  
ENSG00000118420    chr6_83065841_83065843  ENSG00000118420  
ENSG00000170634    chr2_53971113_53971115  ENSG00000170634  
ENSG00000109667    chr4_10021497_10021499  ENSG00000109667  
ENSG00000125458   chr17_75131742_75131744  ENSG00000125458  
...                                   ...              ...  
ENSG00000170836   chr17_60600193_60600195  ENSG00000170836  
ENSG00000071054  chr2_101697707_101697709  ENSG00000071054  
ENSG00000139154   chr12_19439492_19439494  ENSG00000139154  
ENSG00000128274   chr22_42720870_42720872  ENSG00000128274  
ENSG00000197912   chr16_89508403_89508405  ENSG00000197912  

[10818 rows x 10 columns]

Code

import pyliftover

lo = pyliftover.LiftOver('hg38', 'hg19')

tss_id_mapping = {}

lifted_over_tss = []
lifted_over_gene_ids = []
for gene_row in tss_meta_subset.iterrows():

    gene_chrom = "chr"+str(gene_row[1]["chromosome_name"])
    gene_tss = gene_row[1]["transcription_start_site"]
    # print(gene_row[1])
    try:
        gene_tss_hg19 = lo.convert_coordinate(gene_chrom,gene_tss)[0][1]
        lifted_over_tss.append(gene_chrom+"_"+str(gene_tss_hg19)+"_"+str(gene_tss_hg19+2))
        tss_id_mapping[gene_chrom+"_"+str(gene_tss_hg19)+"_"+str(gene_tss_hg19+2)] = gene_row[1]["ensembl_gene_id"]
        lifted_over_gene_ids.append(gene_row[1]["ensembl_gene_id"])
    except Exception as e:
        print(e)
        print(gene_chrom,gene_tss)
        continue

list index out of range
chr7 129144707
list index out of range
chr17 64449115
list index out of range
chr10 131901008
list index out of range
chr10 49942027
list index out of range
chrX 143636101
list index out of range
chrX 318796

Code

gene_tss_hg19 = lo.convert_coordinate(gene_chrom,gene_tss)[0][1]
print(gene_tss_hg19)

89574811

Code

len(lifted_over_tss)

Code

lifted_over_tss_towrite = [x for x in lifted_over_tss if not (x.startswith("chrX") or x.startswith("chrY"))]
with open(os.path.join(aracena_input_dir,"tss_intervals.txt"),"w") as f:
    f.write("\n".join(lifted_over_tss_towrite))

Split VCF by chrom

First, I performed phasing using the michigan imputation server - Make sure there is no “chr” in the chromosome names for using the michigan imputation server - Need to filter out indels for Enformer

Code


# for F in *.vcf.gz ; do zcat ${F} | awk '{if($0 !~ /^#/) print "chr"$0; else print $0}' > ${F}.chr.vcf ; done


# export PATH=$PATH:/beagle3/haky/users/saideep/software/bcftools-1.19/bin
# bcftools index -s bi-allelic-only.35Samples.noIPSC.hc.vqsr.filtered.rs.ID.annotated.v4.vcf.gz | cut -f 1 | while read C; do bcftools view -O z -o split.${C}.vcf.gz bi-allelic-only.35Samples.noIPSC.hc.vqsr.filtered.rs.ID.annotated.v4.vcf.gz "${C}" ; done
# for F in *.vcf.gz ; do   tabix -f -p vcf ${F}  ; done

# Filter snps only
# for F in *.gz.chr.vcf.gz ; do bcftools view -p -v snps -O z -o ${F}.snps.vcf ${F} ; done
# for F in *.snps.vcf ; do bgzip ${F} ; done
# for F in *.snps.vcf.gz ; do tabix ${F} ; done

# Remove imputed variants
# for F in *.snps.vcf.gz ; do bcftools view -e 'INFO/IMPUTED=1' ${F} > ${F}.noimputed.vcf ; done
# for F in *.noimputed.vcf ; do bgzip ${F} ; done
# for F in *.noimputed.vcf.gz ; do tabix ${F} ; done

Code

# lifted_over_tss_towrite
# print(len(inds_pred))

Collect results into singular table

Code

import h5py

path_to_predictions = "/beagle3/haky/users/saideep/projects/aracena_modeling/enformer_predictions/aracena_preds/predictions_folder/enformer_aracena_preds_genes/predictions_2024-01-10/enformer_predictions"
collected_preds_dir = "/beagle3/haky/users/saideep/projects/aracena_modeling/enformer_predictions/aracena_preds/collected_preds"


for ind in inds_pred:
    predictions_dict_haplo1 = {}
    predictions_dict_haplo2 = {}
    print(ind)

    if os.path.exists(os.path.join(collected_preds_dir, ind+"_haplo1.txt")):
        if os.path.exists(os.path.join(collected_preds_dir, ind+"_haplo2.txt")):
            continue
    for i,gene_tss in enumerate(lifted_over_tss_towrite):
        pred_file_h1 = os.path.join(path_to_predictions,ind,"haplotype1",gene_tss+"_predictions.h5")
        pred_file_h2 = os.path.join(path_to_predictions,ind,"haplotype2",gene_tss+"_predictions.h5")
        if not (os.path.exists(pred_file_h1) and os.path.exists(pred_file_h2)):
            continue

        if not (os.path.exists(pred_file_h1) and os.path.exists(pred_file_h2)):
            print("missing",pred_file_h1,pred_file_h2)
            continue

        with h5py.File(pred_file_h1,"r") as f:
            pred_h1 = f[gene_tss][:]
            predictions_dict_haplo1[ind+"."+gene_tss] = pred_h1.mean(axis=0)
        with h5py.File(pred_file_h2,"r") as f:
            pred_h2 = f[gene_tss][:]
            predictions_dict_haplo2[ind+"."+gene_tss] = pred_h2.mean(axis=0)

    predictions_dict = pd.DataFrame(predictions_dict_haplo1).T
    print(predictions_dict.shape)
    predictions_dict.to_csv(os.path.join(collected_preds_dir, ind+"_haplo1.txt"),sep="\t")
    predictions_dict = pd.DataFrame(predictions_dict_haplo2).T
    predictions_dict.to_csv(os.path.join(collected_preds_dir, ind+"_haplo2.txt"),sep="\t")

Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1
Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1
Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1
Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1
Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1
Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1
Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1
Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1
Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1
Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1
Epi_EU03_NI_WGS_1_Epi_EU03_NI_WGS_1
Epi_EU05_NI_WGS_1_Epi_EU05_NI_WGS_1
Epi_EU07_NI_WGS_1_Epi_EU07_NI_WGS_1
Epi_EU09_Mock_WGS_1_Epi_EU09_Mock_WGS_1
Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1
Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1
Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1
Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1
Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1
Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1
Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1
Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1
Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1
Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1

Now run 1.3.2_predict_for_personalized_predictions.qmd to make personalized predictions

Now read in personalized predictions and compare to ground truth

Flu

Code

predictions_dir = "/beagle3/haky/users/saideep/projects/aracena_modeling/enformer_predictions/aracena_preds/enpact_preds"

haplo1_preds_dfs = []
haplo2_preds_dfs = []
c=0
for ind in inds_pred:
    if not os.path.exists(os.path.join(predictions_dir,ind+"_haplo1_preds_RNAseq_Flu_personalized.txt")):
        continue
    if not os.path.exists(os.path.join(predictions_dir,ind+"_haplo2_preds_RNAseq_Flu_personalized.txt")):
        continue
    
    h1_cur = pd.read_csv(os.path.join(predictions_dir,ind+"_haplo1_preds_RNAseq_Flu_personalized.txt"),sep="\t",index_col=0)
    h2_cur = pd.read_csv(os.path.join(predictions_dir,ind+"_haplo2_preds_RNAseq_Flu_personalized.txt"),sep="\t",index_col=0)
    h1_cur.drop(index=h1_cur.index[0], axis=0, inplace=True)
    h2_cur.drop(index=h2_cur.index[0], axis=0, inplace=True)

    h1_cur["index_copy"] = h1_cur.index
    h1_cur[["ind","gene_region"]] = h1_cur["index_copy"].str.split('.', expand=True)
    h1_cur.index = h1_cur["gene_region"]
    h1_cur[ind] = h1_cur["lambda.min"]
    h1_cur.drop(columns=["index_copy","ind","gene_region","lambda.min"],inplace=True)

    h2_cur["index_copy"] = h2_cur.index
    h2_cur[["ind","gene_region"]] = h2_cur["index_copy"].str.split('.', expand=True)
    h2_cur.index = h2_cur["gene_region"]
    h2_cur[ind] = h2_cur["lambda.min"]
    h2_cur.drop(columns=["index_copy","ind","gene_region","lambda.min"],inplace=True)

    haplo1_preds_dfs.append(h1_cur)
    haplo2_preds_dfs.append(h2_cur)

    c+=1
    # if c==2:
    #     break
#

Code

h1_full = pd.concat(haplo1_preds_dfs, join="inner", axis=1)
h1_full

	Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1	Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1	Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1	Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1	Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1	Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1	Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1	Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1	Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1	Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1	...	Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1	Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1	Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1	Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1	Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1	Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1	Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1	Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1	Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1	Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1
gene_region
chr4_37828308_37828310	6.168278	6.264689	6.161586	6.256080	6.254683	6.260740	6.250353	6.273915	6.253663	6.236121	...	6.267210	6.159772	6.262945	6.156110	6.159965	6.167818	6.156506	6.156160	6.253585	6.287650
chr7_101460906_101460908	6.017654	6.015199	6.020369	6.016411	6.020135	6.010549	6.018199	6.025333	6.024592	6.026411	...	6.010357	6.017225	6.019867	6.017939	6.017851	6.025803	6.012820	6.021995	6.010567	6.025656
chr16_4526399_4526401	6.019263	6.029999	6.019548	6.024752	6.031207	6.019566	6.019454	6.031207	6.028020	6.027157	...	6.053596	6.053833	6.053833	6.053736	6.018049	6.019972	6.019531	6.017252	6.053833	6.053991
chr17_41116471_41116473	5.919925	5.921187	5.921530	5.916587	5.917392	5.919944	5.919931	5.916965	5.919401	5.920364	...	5.915153	5.915022	5.919925	5.919882	5.919931	5.920445	5.919957	5.917466	5.919925	5.919930
chr15_91565824_91565826	5.983891	5.986001	5.997114	5.985807	6.000108	5.996223	5.999517	5.994872	5.999705	5.996454	...	5.984035	5.984090	5.981587	5.982578	5.997728	5.983889	5.982720	5.996843	5.982878	5.992853
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
chr4_79697504_79697506	6.589764	6.568215	6.588393	6.576579	6.567217	6.588304	6.560853	6.588624	6.572480	6.574031	...	6.563484	6.561360	6.563646	6.563646	6.563484	6.562756	6.560712	6.563993	6.563484	6.569062
chr12_110719052_110719054	6.721767	6.720853	6.727954	6.721682	6.727621	6.718389	6.723341	6.721932	6.720472	6.727639	...	6.721602	6.721602	6.723191	6.721602	6.727639	6.727954	6.721602	6.721602	6.723191	6.721682
chr16_56966054_56966056	7.501353	7.489435	7.516090	7.505699	7.498423	7.517517	7.540007	7.500279	7.516338	7.534498	...	7.519360	7.501865	7.495006	7.501518	7.533882	7.494862	7.531288	7.490683	7.513852	7.516090
chr19_52490093_52490095	5.761304	5.761413	5.768621	5.767965	5.763284	5.767514	5.768165	5.767010	5.761760	5.767965	...	5.760471	5.760478	5.761482	5.761335	5.767503	5.761461	5.761378	5.766791	5.767480	5.761482
chr6_13712067_13712069	6.023864	6.028460	6.022921	6.028482	6.027018	6.022915	6.022095	6.021918	6.028134	6.041941	...	6.032945	6.025091	6.033873	6.025864	6.025940	6.040953	6.023091	6.017926	6.032804	6.033479

8807 rows × 24 columns

Code

h2_full = pd.concat(haplo2_preds_dfs, join="inner", axis=1)
h2_full

	Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1	Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1	Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1	Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1	Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1	Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1	Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1	Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1	Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1	Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1	...	Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1	Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1	Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1	Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1	Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1	Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1	Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1	Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1	Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1	Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1
gene_region
chr4_37828308_37828310	6.168278	6.264689	6.161586	6.256080	6.254683	6.260740	6.250353	6.273915	6.253663	6.236121	...	6.267210	6.159772	6.262945	6.156110	6.159965	6.167818	6.156506	6.156160	6.253585	6.287650
chr7_101460906_101460908	6.017654	6.015199	6.020369	6.016411	6.020135	6.010549	6.018199	6.025333	6.024592	6.026411	...	6.010357	6.017225	6.019867	6.017939	6.017851	6.025803	6.012820	6.021995	6.010567	6.025656
chr16_4526399_4526401	6.019263	6.029999	6.019548	6.024752	6.031207	6.019566	6.019454	6.031207	6.028020	6.027157	...	6.053596	6.053833	6.053833	6.053736	6.018049	6.019972	6.019531	6.017252	6.053833	6.053991
chr17_41116471_41116473	5.919925	5.921187	5.921530	5.916587	5.917392	5.919944	5.919931	5.916965	5.919401	5.920364	...	5.915153	5.915022	5.919925	5.919882	5.919931	5.920445	5.919957	5.917466	5.919925	5.919930
chr15_91565824_91565826	5.983891	5.986001	5.997114	5.985807	6.000108	5.996223	5.999517	5.994872	5.999705	5.996454	...	5.984035	5.984090	5.981587	5.982578	5.997728	5.983889	5.982720	5.996843	5.982878	5.992853
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
chr4_79697504_79697506	6.589764	6.568215	6.588393	6.576579	6.567217	6.588304	6.560853	6.588624	6.572480	6.574031	...	6.563484	6.561360	6.563646	6.563646	6.563484	6.562756	6.560712	6.563993	6.563484	6.569062
chr12_110719052_110719054	6.721767	6.720853	6.727954	6.721682	6.727621	6.718389	6.723341	6.721932	6.720472	6.727639	...	6.721602	6.721602	6.723191	6.721602	6.727639	6.727954	6.721602	6.721602	6.723191	6.721682
chr16_56966054_56966056	7.501353	7.489435	7.516090	7.505699	7.498423	7.517517	7.540007	7.500279	7.516338	7.534498	...	7.519360	7.501865	7.495006	7.501518	7.533882	7.494862	7.531288	7.490683	7.513852	7.516090
chr19_52490093_52490095	5.761304	5.761413	5.768621	5.767965	5.763284	5.767514	5.768165	5.767010	5.761760	5.767965	...	5.760471	5.760478	5.761482	5.761335	5.767503	5.761461	5.761378	5.766791	5.767480	5.761482
chr6_13712067_13712069	6.023864	6.028460	6.022921	6.028482	6.027018	6.022915	6.022095	6.021918	6.028134	6.041941	...	6.032945	6.025091	6.033873	6.025864	6.025940	6.040953	6.023091	6.017926	6.032804	6.033479

8807 rows × 24 columns

Code

summed_haplos = h1_full + h2_full
summed_haplos

	Epi_AF08_NI_WGS_1_Epi_AF08_NI_WGS_1	Epi_AF10_NI_WGS_1_Epi_AF10_NI_WGS_1	Epi_AF12_Flu_WGS_1_Epi_AF12_Flu_WGS_1	Epi_AF14_Mock_WGS_1_Epi_AF14_Mock_WGS_1	Epi_AF16_NI_WGS_1_Epi_AF16_NI_WGS_1	Epi_AF18_NI_WGS_1_Epi_AF18_NI_WGS_1	Epi_AF20_NI_WGS_1_Epi_AF20_NI_WGS_1	Epi_AF24_Flu_WGS_1_Epi_AF24_Flu_WGS_1	Epi_AF30_NI_WGS_1_Epi_AF30_NI_WGS_1	Epi_AF34_NI_WGS_1_Epi_AF34_NI_WGS_1	...	Epi_EU13_NI_WGS_1_Epi_EU13_NI_WGS_1	Epi_EU19_NI_WGS_1_Epi_EU19_NI_WGS_1	Epi_EU21_Flu_WGS_1_Epi_EU21_Flu_WGS_1	Epi_EU25_NI_WGS_1_Epi_EU25_NI_WGS_1	Epi_EU27_NI_WGS_1_Epi_EU27_NI_WGS_1	Epi_EU29_NI_WGS_1_Epi_EU29_NI_WGS_1	Epi_EU33_Flu_WGS_1_Epi_EU33_Flu_WGS_1	Epi_EU37_Flu_WGS_1_Epi_EU37_Flu_WGS_1	Epi_EU39_NI_WGS_1_Epi_EU39_NI_WGS_1	Epi_EU41_NI_WGS_1_Epi_EU41_NI_WGS_1
gene_region
chr4_37828308_37828310	12.336556	12.529377	12.323171	12.512159	12.509366	12.521480	12.500706	12.547830	12.507326	12.472242	...	12.534420	12.319544	12.525889	12.312219	12.319931	12.335636	12.313011	12.312319	12.507171	12.575300
chr7_101460906_101460908	12.035307	12.030398	12.040737	12.032822	12.040269	12.021097	12.036397	12.050667	12.049184	12.052822	...	12.020714	12.034449	12.039735	12.035878	12.035703	12.051607	12.025640	12.043990	12.021134	12.051312
chr16_4526399_4526401	12.038525	12.059998	12.039096	12.049504	12.062414	12.039132	12.038908	12.062414	12.056040	12.054314	...	12.107192	12.107665	12.107665	12.107471	12.036098	12.039945	12.039062	12.034504	12.107665	12.107983
chr17_41116471_41116473	11.839850	11.842375	11.843059	11.833174	11.834784	11.839889	11.839863	11.833930	11.838802	11.840729	...	11.830306	11.830045	11.839850	11.839764	11.839863	11.840891	11.839914	11.834933	11.839850	11.839861
chr15_91565824_91565826	11.967782	11.972002	11.994227	11.971614	12.000217	11.992446	11.999033	11.989745	11.999410	11.992907	...	11.968070	11.968179	11.963174	11.965155	11.995455	11.967779	11.965439	11.993686	11.965757	11.985706
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
chr4_79697504_79697506	13.179528	13.136430	13.176786	13.153158	13.134434	13.176609	13.121706	13.177249	13.144960	13.148061	...	13.126969	13.122720	13.127292	13.127292	13.126969	13.125512	13.121424	13.127986	13.126969	13.138123
chr12_110719052_110719054	13.443533	13.441706	13.455908	13.443365	13.455242	13.436779	13.446682	13.443864	13.440945	13.455279	...	13.443205	13.443205	13.446381	13.443205	13.455279	13.455908	13.443205	13.443205	13.446381	13.443365
chr16_56966054_56966056	15.002705	14.978869	15.032179	15.011397	14.996846	15.035034	15.080014	15.000559	15.032676	15.068996	...	15.038720	15.003729	14.990011	15.003036	15.067764	14.989724	15.062576	14.981367	15.027704	15.032179
chr19_52490093_52490095	11.522608	11.522827	11.537241	11.535929	11.526567	11.535027	11.536330	11.534021	11.523520	11.535929	...	11.520942	11.520956	11.522965	11.522671	11.535007	11.522923	11.522755	11.533582	11.534960	11.522965
chr6_13712067_13712069	12.047728	12.056919	12.045842	12.056963	12.054036	12.045829	12.044190	12.043836	12.056267	12.083882	...	12.065890	12.050181	12.067747	12.051728	12.051880	12.081906	12.046183	12.035852	12.065607	12.066958

8807 rows × 24 columns

Code

# Make column names standard
new_cols = [x.split("_")[1]+"_Flu" for x in summed_haplos.columns]
summed_haplos.columns = new_cols

Code

# Rename index to gene ids
notin=0
for x in summed_haplos.index:
    if x not in tss_id_mapping.keys():
        notin +=1
print(notin)

new_index = [tss_id_mapping[x] for x in summed_haplos.index]
print(new_index)
summed_haplos.index = new_index
summed_haplos

0
['ENSG00000169299', 'ENSG00000257923', 'ENSG00000103415', 'ENSG00000266967', 'ENSG00000184056', 'ENSG00000171843', 'ENSG00000269825', 'ENSG00000104522', 'ENSG00000150347', 'ENSG00000156650', 'ENSG00000105556', 'ENSG00000123427', 'ENSG00000126353', 'ENSG00000126458', 'ENSG00000135404', 'ENSG00000150753', 'ENSG00000182473', 'ENSG00000172586', 'ENSG00000119446', 'ENSG00000197555', 'ENSG00000128973', 'ENSG00000168807', 'ENSG00000175548', 'ENSG00000204524', 'ENSG00000078687', 'ENSG00000099917', 'ENSG00000183628', 'ENSG00000144744', 'ENSG00000182903', 'ENSG00000126773', 'ENSG00000239282', 'ENSG00000138095', 'ENSG00000205220', 'ENSG00000119969', 'ENSG00000122299', 'ENSG00000121897', 'ENSG00000186260', 'ENSG00000156983', 'ENSG00000115825', 'ENSG00000124181', 'ENSG00000171960', 'ENSG00000100298', 'ENSG00000134321', 'ENSG00000196954', 'ENSG00000137168', 'ENSG00000136634', 'ENSG00000137309', 'ENSG00000128815', 'ENSG00000196227', 'ENSG00000169554', 'ENSG00000146083', 'ENSG00000167220', 'ENSG00000186480', 'ENSG00000198816', 'ENSG00000109466', 'ENSG00000133935', 'ENSG00000113272', 'ENSG00000214113', 'ENSG00000151014', 'ENSG00000176623', 'ENSG00000124151', 'ENSG00000197714', 'ENSG00000170892', 'ENSG00000065427', 'ENSG00000165819', 'ENSG00000171475', 'ENSG00000197965', 'ENSG00000169193', 'ENSG00000196214', 'ENSG00000214087', 'ENSG00000100030', 'ENSG00000151414', 'ENSG00000155090', 'ENSG00000198561', 'ENSG00000165118', 'ENSG00000104388', 'ENSG00000197024', 'ENSG00000164934', 'ENSG00000184162', 'ENSG00000147316', 'ENSG00000164308', 'ENSG00000158941', 'ENSG00000215114', 'ENSG00000169495', 'ENSG00000109103', 'ENSG00000125746', 'ENSG00000232629', 'ENSG00000141428', 'ENSG00000171793', 'ENSG00000118680', 'ENSG00000141562', 'ENSG00000013364', 'ENSG00000204628', 'ENSG00000215041', 'ENSG00000005700', 'ENSG00000178234', 'ENSG00000183955', 'ENSG00000005189', 'ENSG00000131165', 'ENSG00000204856', 'ENSG00000168763', 'ENSG00000119392', 'ENSG00000120063', 'ENSG00000104361', 'ENSG00000105607', 'ENSG00000109762', 'ENSG00000099622', 'ENSG00000167785', 'ENSG00000105197', 'ENSG00000132952', 'ENSG00000168517', 'ENSG00000122507', 'ENSG00000254505', 'ENSG00000140199', 'ENSG00000178202', 'ENSG00000125618', 'ENSG00000066427', 'ENSG00000110841', 'ENSG00000138032', 'ENSG00000078081', 'ENSG00000172379', 'ENSG00000103489', 'ENSG00000160551', 'ENSG00000138326', 'ENSG00000163348', 'ENSG00000157020', 'ENSG00000104714', 'ENSG00000119688', 'ENSG00000239264', 'ENSG00000256453', 'ENSG00000136231', 'ENSG00000110057', 'ENSG00000155189', 'ENSG00000124067', 'ENSG00000159461', 'ENSG00000150776', 'ENSG00000185650', 'ENSG00000175602', 'ENSG00000101473', 'ENSG00000211450', 'ENSG00000137221', 'ENSG00000215193', 'ENSG00000136305', 'ENSG00000132773', 'ENSG00000111790', 'ENSG00000113971', 'ENSG00000152229', 'ENSG00000103479', 'ENSG00000168936', 'ENSG00000111231', 'ENSG00000005379', 'ENSG00000167257', 'ENSG00000066557', 'ENSG00000111737', 'ENSG00000115875', 'ENSG00000124491', 'ENSG00000138755', 'ENSG00000128245', 'ENSG00000196465', 'ENSG00000101557', 'ENSG00000087995', 'ENSG00000164663', 'ENSG00000163935', 'ENSG00000148985', 'ENSG00000136689', 'ENSG00000149658', 'ENSG00000138594', 'ENSG00000165669', 'ENSG00000100345', 'ENSG00000168066', 'ENSG00000107897', 'ENSG00000153037', 'ENSG00000160209', 'ENSG00000122986', 'ENSG00000112624', 'ENSG00000139436', 'ENSG00000188735', 'ENSG00000140749', 'ENSG00000119682', 'ENSG00000170473', 'ENSG00000165275', 'ENSG00000204577', 'ENSG00000015171', 'ENSG00000102547', 'ENSG00000147905', 'ENSG00000102879', 'ENSG00000157693', 'ENSG00000147324', 'ENSG00000176049', 'ENSG00000050344', 'ENSG00000131469', 'ENSG00000213859', 'ENSG00000197774', 'ENSG00000005007', 'ENSG00000042286', 'ENSG00000074319', 'ENSG00000176171', 'ENSG00000124145', 'ENSG00000087206', 'ENSG00000104808', 'ENSG00000186185', 'ENSG00000165233', 'ENSG00000112343', 'ENSG00000113441', 'ENSG00000127334', 'ENSG00000146963', 'ENSG00000119403', 'ENSG00000182541', 'ENSG00000130300', 'ENSG00000142409', 'ENSG00000205085', 'ENSG00000164902', 'ENSG00000250312', 'ENSG00000163513', 'ENSG00000104324', 'ENSG00000017427', 'ENSG00000076356', 'ENSG00000118518', 'ENSG00000116991', 'ENSG00000115317', 'ENSG00000136048', 'ENSG00000168872', 'ENSG00000185950', 'ENSG00000164897', 'ENSG00000140948', 'ENSG00000256087', 'ENSG00000132434', 'ENSG00000119638', 'ENSG00000109475', 'ENSG00000110092', 'ENSG00000109854', 'ENSG00000160410', 'ENSG00000147416', 'ENSG00000155438', 'ENSG00000031003', 'ENSG00000005194', 'ENSG00000005249', 'ENSG00000134571', 'ENSG00000143178', 'ENSG00000176148', 'ENSG00000188352', 'ENSG00000186017', 'ENSG00000104853', 'ENSG00000198920', 'ENSG00000133773', 'ENSG00000102699', 'ENSG00000122970', 'ENSG00000139921', 'ENSG00000125166', 'ENSG00000105371', 'ENSG00000108061', 'ENSG00000153310', 'ENSG00000173327', 'ENSG00000175182', 'ENSG00000182952', 'ENSG00000147586', 'ENSG00000113916', 'ENSG00000131503', 'ENSG00000081189', 'ENSG00000127946', 'ENSG00000148429', 'ENSG00000128059', 'ENSG00000100336', 'ENSG00000103018', 'ENSG00000108679', 'ENSG00000140307', 'ENSG00000204619', 'ENSG00000166266', 'ENSG00000166575', 'ENSG00000143437', 'ENSG00000109118', 'ENSG00000100564', 'ENSG00000108100', 'ENSG00000091164', 'ENSG00000166347', 'ENSG00000074855', 'ENSG00000127191', 'ENSG00000074935', 'ENSG00000120053', 'ENSG00000197879', 'ENSG00000128944', 'ENSG00000129187', 'ENSG00000141682', 'ENSG00000120616', 'ENSG00000099250', 'ENSG00000151748', 'ENSG00000109323', 'ENSG00000127418', 'ENSG00000071127', 'ENSG00000118855', 'ENSG00000114473', 'ENSG00000137776', 'ENSG00000120913', 'ENSG00000109501', 'ENSG00000096996', 'ENSG00000131242', 'ENSG00000161381', 'ENSG00000135930', 'ENSG00000196646', 'ENSG00000165792', 'ENSG00000170315', 'ENSG00000015475', 'ENSG00000138185', 'ENSG00000174151', 'ENSG00000100393', 'ENSG00000140941', 'ENSG00000103326', 'ENSG00000103066', 'ENSG00000170832', 'ENSG00000242574', 'ENSG00000140678', 'ENSG00000101057', 'ENSG00000091542', 'ENSG00000177971', 'ENSG00000166451', 'ENSG00000167470', 'ENSG00000101181', 'ENSG00000072736', 'ENSG00000112983', 'ENSG00000163660', 'ENSG00000103888', 'ENSG00000132768', 'ENSG00000056972', 'ENSG00000008516', 'ENSG00000159873', 'ENSG00000160695', 'ENSG00000168944', 'ENSG00000157216', 'ENSG00000121749', 'ENSG00000157954', 'ENSG00000158796', 'ENSG00000112079', 'ENSG00000224470', 'ENSG00000119285', 'ENSG00000140548', 'ENSG00000107862', 'ENSG00000065613', 'ENSG00000196544', 'ENSG00000117479', 'ENSG00000129460', 'ENSG00000105835', 'ENSG00000170323', 'ENSG00000153291', 'ENSG00000141564', 'ENSG00000101236', 'ENSG00000168000', 'ENSG00000185504', 'ENSG00000165516', 'ENSG00000007545', 'ENSG00000112297', 'ENSG00000154217', 'ENSG00000134480', 'ENSG00000123975', 'ENSG00000168090', 'ENSG00000161036', 'ENSG00000143889', 'ENSG00000172977', 'ENSG00000136197', 'ENSG00000133250', 'ENSG00000165997', 'ENSG00000168612', 'ENSG00000111269', 'ENSG00000172340', 'ENSG00000197608', 'ENSG00000146776', 'ENSG00000082996', 'ENSG00000106608', 'ENSG00000109618', 'ENSG00000183735', 'ENSG00000116668', 'ENSG00000132953', 'ENSG00000168228', 'ENSG00000168994', 'ENSG00000131845', 'ENSG00000152556', 'ENSG00000102804', 'ENSG00000031823', 'ENSG00000112578', 'ENSG00000257365', 'ENSG00000137094', 'ENSG00000106605', 'ENSG00000108515', 'ENSG00000112033', 'ENSG00000124762', 'ENSG00000196437', 'ENSG00000151332', 'ENSG00000114030', 'ENSG00000139618', 'ENSG00000164244', 'ENSG00000177303', 'ENSG00000083099', 'ENSG00000132109', 'ENSG00000171970', 'ENSG00000186814', 'ENSG00000014919', 'ENSG00000081181', 'ENSG00000126860', 'ENSG00000257103', 'ENSG00000095585', 'ENSG00000115568', 'ENSG00000107201', 'ENSG00000107372', 'ENSG00000141378', 'ENSG00000247596', 'ENSG00000213654', 'ENSG00000149923', 'ENSG00000132463', 'ENSG00000107736', 'ENSG00000197961', 'ENSG00000255302', 'ENSG00000169896', 'ENSG00000120337', 'ENSG00000241258', 'ENSG00000104671', 'ENSG00000188001', 'ENSG00000075292', 'ENSG00000166912', 'ENSG00000123505', 'ENSG00000139697', 'ENSG00000164978', 'ENSG00000100227', 'ENSG00000180185', 'ENSG00000125089', 'ENSG00000104824', 'ENSG00000139629', 'ENSG00000006704', 'ENSG00000176142', 'ENSG00000172053', 'ENSG00000139687', 'ENSG00000188868', 'ENSG00000164687', 'ENSG00000183044', 'ENSG00000141456', 'ENSG00000159692', 'ENSG00000161179', 'ENSG00000132323', 'ENSG00000154222', 'ENSG00000179295', 'ENSG00000100418', 'ENSG00000100221', 'ENSG00000217930', 'ENSG00000136807', 'ENSG00000161888', 'ENSG00000173821', 'ENSG00000170854', 'ENSG00000198265', 'ENSG00000130475', 'ENSG00000138674', 'ENSG00000095059', 'ENSG00000213203', 'ENSG00000145996', 'ENSG00000182400', 'ENSG00000033178', 'ENSG00000189091', 'ENSG00000051523', 'ENSG00000081320', 'ENSG00000135269', 'ENSG00000228083', 'ENSG00000160325', 'ENSG00000152213', 'ENSG00000067066', 'ENSG00000187583', 'ENSG00000188321', 'ENSG00000109670', 'ENSG00000100796', 'ENSG00000109756', 'ENSG00000185811', 'ENSG00000070367', 'ENSG00000055147', 'ENSG00000112874', 'ENSG00000108423', 'ENSG00000135709', 'ENSG00000188211', 'ENSG00000066084', 'ENSG00000115946', 'ENSG00000055332', 'ENSG00000110844', 'ENSG00000146416', 'ENSG00000167699', 'ENSG00000112592', 'ENSG00000128607', 'ENSG00000189283', 'ENSG00000173064', 'ENSG00000106344', 'ENSG00000117174', 'ENSG00000090659', 'ENSG00000146592', 'ENSG00000087274', 'ENSG00000139192', 'ENSG00000111012', 'ENSG00000164691', 'ENSG00000135074', 'ENSG00000121680', 'ENSG00000221926', 'ENSG00000108179', 'ENSG00000128604', 'ENSG00000106952', 'ENSG00000163956', 'ENSG00000165271', 'ENSG00000101460', 'ENSG00000120832', 'ENSG00000105186', 'ENSG00000113790', 'ENSG00000204463', 'ENSG00000100883', 'ENSG00000125652', 'ENSG00000134109', 'ENSG00000144747', 'ENSG00000174775', 'ENSG00000129473', 'ENSG00000163536', 'ENSG00000213676', 'ENSG00000244005', 'ENSG00000206562', 'ENSG00000205846', 'ENSG00000185070', 'ENSG00000118418', 'ENSG00000071082', 'ENSG00000131848', 'ENSG00000155755', 'ENSG00000151176', 'ENSG00000115762', 'ENSG00000168016', 'ENSG00000240303', 'ENSG00000172890', 'ENSG00000171428', 'ENSG00000130338', 'ENSG00000163297', 'ENSG00000152270', 'ENSG00000186666', 'ENSG00000120696', 'ENSG00000176182', 'ENSG00000204580', 'ENSG00000154277', 'ENSG00000149485', 'ENSG00000167850', 'ENSG00000103502', 'ENSG00000178814', 'ENSG00000061273', 'ENSG00000129562', 'ENSG00000197776', 'ENSG00000100897', 'ENSG00000198369', 'ENSG00000084676', 'ENSG00000075856', 'ENSG00000121274', 'ENSG00000172831', 'ENSG00000151320', 'ENSG00000149679', 'ENSG00000100906', 'ENSG00000135913', 'ENSG00000128915', 'ENSG00000170345', 'ENSG00000011243', 'ENSG00000100814', 'ENSG00000160588', 'ENSG00000122484', 'ENSG00000138182', 'ENSG00000130363', 'ENSG00000107890', 'ENSG00000181315', 'ENSG00000155229', 'ENSG00000244754', 'ENSG00000184428', 'ENSG00000182566', 'ENSG00000119950', 'ENSG00000121316', 'ENSG00000126934', 'ENSG00000148343', 'ENSG00000148840', 'ENSG00000134049', 'ENSG00000132275', 'ENSG00000174130', 'ENSG00000147647', 'ENSG00000100994', 'ENSG00000010244', 'ENSG00000113318', 'ENSG00000132842', 'ENSG00000012048', 'ENSG00000006327', 'ENSG00000120697', 'ENSG00000105245', 'ENSG00000130449', 'ENSG00000164091', 'ENSG00000158089', 'ENSG00000129625', 'ENSG00000120694', 'ENSG00000249437', 'ENSG00000090372', 'ENSG00000038532', 'ENSG00000173083', 'ENSG00000177034', 'ENSG00000257315', 'ENSG00000130856', 'ENSG00000131873', 'ENSG00000101109', 'ENSG00000128294', 'ENSG00000140264', 'ENSG00000164073', 'ENSG00000186638', 'ENSG00000008838', 'ENSG00000003147', 'ENSG00000104689', 'ENSG00000185033', 'ENSG00000123610', 'ENSG00000148606', 'ENSG00000169413', 'ENSG00000166326', 'ENSG00000049541', 'ENSG00000096401', 'ENSG00000138381', 'ENSG00000106351', 'ENSG00000110799', 'ENSG00000173786', 'ENSG00000133961', 'ENSG00000197208', 'ENSG00000164818', 'ENSG00000104872', 'ENSG00000173113', 'ENSG00000070061', 'ENSG00000229833', 'ENSG00000197016', 'ENSG00000104774', 'ENSG00000167930', 'ENSG00000137218', 'ENSG00000180884', 'ENSG00000198081', 'ENSG00000122971', 'ENSG00000100380', 'ENSG00000114982', 'ENSG00000100997', 'ENSG00000182117', 'ENSG00000126106', 'ENSG00000105793', 'ENSG00000068912', 'ENSG00000196937', 'ENSG00000048740', 'ENSG00000168092', 'ENSG00000172724', 'ENSG00000101246', 'ENSG00000007202', 'ENSG00000136643', 'ENSG00000064601', 'ENSG00000166793', 'ENSG00000137492', 'ENSG00000106346', 'ENSG00000130255', 'ENSG00000143479', 'ENSG00000152234', 'ENSG00000115145', 'ENSG00000133028', 'ENSG00000152620', 'ENSG00000140853', 'ENSG00000100209', 'ENSG00000197451', 'ENSG00000076003', 'ENSG00000156050', 'ENSG00000164877', 'ENSG00000087008', 'ENSG00000109929', 'ENSG00000130881', 'ENSG00000196935', 'ENSG00000221869', 'ENSG00000138760', 'ENSG00000170027', 'ENSG00000135549', 'ENSG00000130725', 'ENSG00000130734', 'ENSG00000002549', 'ENSG00000147789', 'ENSG00000183087', 'ENSG00000147570', 'ENSG00000111445', 'ENSG00000166352', 'ENSG00000114650', 'ENSG00000075336', 'ENSG00000213672', 'ENSG00000114026', 'ENSG00000137100', 'ENSG00000133313', 'ENSG00000184271', 'ENSG00000158122', 'ENSG00000168758', 'ENSG00000188486', 'ENSG00000198677', 'ENSG00000172830', 'ENSG00000164327', 'ENSG00000108344', 'ENSG00000138640', 'ENSG00000172296', 'ENSG00000164011', 'ENSG00000075618', 'ENSG00000111275', 'ENSG00000136938', 'ENSG00000100243', 'ENSG00000006451', 'ENSG00000178860', 'ENSG00000146282', 'ENSG00000163132', 'ENSG00000167658', 'ENSG00000059145', 'ENSG00000163444', 'ENSG00000140543', 'ENSG00000136514', 'ENSG00000072786', 'ENSG00000178665', 'ENSG00000163964', 'ENSG00000100982', 'ENSG00000139323', 'ENSG00000147889', 'ENSG00000123737', 'ENSG00000125630', 'ENSG00000180616', 'ENSG00000106153', 'ENSG00000164885', 'ENSG00000108469', 'ENSG00000114023', 'ENSG00000106268', 'ENSG00000150637', 'ENSG00000173085', 'ENSG00000102978', 'ENSG00000114383', 'ENSG00000112531', 'ENSG00000256294', 'ENSG00000132205', 'ENSG00000157500', 'ENSG00000167550', 'ENSG00000151136', 'ENSG00000119718', 'ENSG00000146386', 'ENSG00000140931', 'ENSG00000109680', 'ENSG00000187840', 'ENSG00000164252', 'ENSG00000107957', 'ENSG00000101444', 'ENSG00000025434', 'ENSG00000107581', 'ENSG00000170242', 'ENSG00000168734', 'ENSG00000140876', 'ENSG00000069329', 'ENSG00000148925', 'ENSG00000179104', 'ENSG00000027697', 'ENSG00000182685', 'ENSG00000111011', 'ENSG00000122705', 'ENSG00000004897', 'ENSG00000035664', 'ENSG00000081307', 'ENSG00000032389', 'ENSG00000007237', 'ENSG00000138286', 'ENSG00000124275', 'ENSG00000092010', 'ENSG00000171307', 'ENSG00000100288', 'ENSG00000119899', 'ENSG00000214160', 'ENSG00000198663', 'ENSG00000197958', 'ENSG00000081923', 'ENSG00000166295', 'ENSG00000167994', 'ENSG00000118162', 'ENSG00000087157', 'ENSG00000005238', 'ENSG00000254986', 'ENSG00000156853', 'ENSG00000109674', 'ENSG00000129465', 'ENSG00000157036', 'ENSG00000149781', 'ENSG00000237765', 'ENSG00000126653', 'ENSG00000163517', 'ENSG00000081386', 'ENSG00000058091', 'ENSG00000186660', 'ENSG00000185722', 'ENSG00000101624', 'ENSG00000120868', 'ENSG00000148290', 'ENSG00000197345', 'ENSG00000175387', 'ENSG00000171861', 'ENSG00000163590', 'ENSG00000183833', 'ENSG00000124784', 'ENSG00000102908', 'ENSG00000104960', 'ENSG00000171703', 'ENSG00000107798', 'ENSG00000204482', 'ENSG00000156976', 'ENSG00000171045', 'ENSG00000085831', 'ENSG00000105058', 'ENSG00000149273', 'ENSG00000161016', 'ENSG00000177697', 'ENSG00000132676', 'ENSG00000100330', 'ENSG00000140382', 'ENSG00000213614', 'ENSG00000102445', 'ENSG00000123179', 'ENSG00000176903', 'ENSG00000009413', 'ENSG00000135766', 'ENSG00000148187', 'ENSG00000080503', 'ENSG00000196233', 'ENSG00000080546', 'ENSG00000167261', 'ENSG00000077312', 'ENSG00000187239', 'ENSG00000135972', 'ENSG00000180767', 'ENSG00000136536', 'ENSG00000160218', 'ENSG00000141858', 'ENSG00000185880', 'ENSG00000158792', 'ENSG00000198700', 'ENSG00000088367', 'ENSG00000178127', 'ENSG00000161267', 'ENSG00000204427', 'ENSG00000164105', 'ENSG00000113594', 'ENSG00000116903', 'ENSG00000100813', 'ENSG00000138190', 'ENSG00000159714', 'ENSG00000070214', 'ENSG00000197948', 'ENSG00000005844', 'ENSG00000040633', 'ENSG00000185522', 'ENSG00000189308', 'ENSG00000145284', 'ENSG00000131381', 'ENSG00000087460', 'ENSG00000119720', 'ENSG00000136003', 'ENSG00000122512', 'ENSG00000143367', 'ENSG00000185905', 'ENSG00000118762', 'ENSG00000147457', 'ENSG00000188647', 'ENSG00000167528', 'ENSG00000161813', 'ENSG00000148229', 'ENSG00000171316', 'ENSG00000165948', 'ENSG00000139291', 'ENSG00000013275', 'ENSG00000131966', 'ENSG00000089280', 'ENSG00000170619', 'ENSG00000135525', 'ENSG00000052802', 'ENSG00000101745', 'ENSG00000112081', 'ENSG00000114867', 'ENSG00000160305', 'ENSG00000119640', 'ENSG00000146833', 'ENSG00000135392', 'ENSG00000124214', 'ENSG00000205670', 'ENSG00000196329', 'ENSG00000248483', 'ENSG00000090520', 'ENSG00000107537', 'ENSG00000154781', 'ENSG00000137513', 'ENSG00000095319', 'ENSG00000084070', 'ENSG00000099904', 'ENSG00000101146', 'ENSG00000018699', 'ENSG00000141098', 'ENSG00000147526', 'ENSG00000196455', 'ENSG00000132170', 'ENSG00000067836', 'ENSG00000125249', 'ENSG00000179335', 'ENSG00000148842', 'ENSG00000095209', 'ENSG00000164649', 'ENSG00000213563', 'ENSG00000118515', 'ENSG00000105383', 'ENSG00000172594', 'ENSG00000169439', 'ENSG00000014824', 'ENSG00000172270', 'ENSG00000134186', 'ENSG00000157637', 'ENSG00000166503', 'ENSG00000139625', 'ENSG00000030066', 'ENSG00000152492', 'ENSG00000063854', 'ENSG00000110330', 'ENSG00000125449', 'ENSG00000106299', 'ENSG00000167088', 'ENSG00000215440', 'ENSG00000015133', 'ENSG00000155287', 'ENSG00000145016', 'ENSG00000085511', 'ENSG00000174600', 'ENSG00000116793', 'ENSG00000126814', 'ENSG00000153140', 'ENSG00000122861', 'ENSG00000116127', 'ENSG00000173852', 'ENSG00000083642', 'ENSG00000121406', 'ENSG00000108239', 'ENSG00000120949', 'ENSG00000176715', 'ENSG00000171109', 'ENSG00000196776', 'ENSG00000099901', 'ENSG00000118412', 'ENSG00000129195', 'ENSG00000151413', 'ENSG00000100360', 'ENSG00000204267', 'ENSG00000134324', 'ENSG00000138641', 'ENSG00000100591', 'ENSG00000135535', 'ENSG00000177885', 'ENSG00000150593', 'ENSG00000134899', 'ENSG00000101265', 'ENSG00000065000', 'ENSG00000182134', 'ENSG00000196715', 'ENSG00000105619', 'ENSG00000198039', 'ENSG00000102738', 'ENSG00000125650', 'ENSG00000151092', 'ENSG00000119927', 'ENSG00000058866', 'ENSG00000137770', 'ENSG00000137133', 'ENSG00000080200', 'ENSG00000150768', 'ENSG00000138363', 'ENSG00000168214', 'ENSG00000214941', 'ENSG00000176177', 'ENSG00000163584', 'ENSG00000138413', 'ENSG00000180979', 'ENSG00000137752', 'ENSG00000106009', 'ENSG00000075539', 'ENSG00000241878', 'ENSG00000126787', 'ENSG00000177951', 'ENSG00000104205', 'ENSG00000104974', 'ENSG00000136492', 'ENSG00000148943', 'ENSG00000160229', 'ENSG00000167513', 'ENSG00000204569', 'ENSG00000083828', 'ENSG00000141458', 'ENSG00000119929', 'ENSG00000022277', 'ENSG00000134574', 'ENSG00000173214', 'ENSG00000182923', 'ENSG00000186350', 'ENSG00000197013', 'ENSG00000165476', 'ENSG00000203485', 'ENSG00000196597', 'ENSG00000104343', 'ENSG00000109943', 'ENSG00000197969', 'ENSG00000175573', 'ENSG00000103174', 'ENSG00000111271', 'ENSG00000148362', 'ENSG00000189159', 'ENSG00000124802', 'ENSG00000078668', 'ENSG00000169508', 'ENSG00000126883', 'ENSG00000135722', 'ENSG00000187116', 'ENSG00000175538', 'ENSG00000103202', 'ENSG00000141933', 'ENSG00000176845', 'ENSG00000198785', 'ENSG00000072682', 'ENSG00000148341', 'ENSG00000253352', 'ENSG00000198874', 'ENSG00000048649', 'ENSG00000155158', 'ENSG00000184743', 'ENSG00000120860', 'ENSG00000206561', 'ENSG00000166938', 'ENSG00000172171', 'ENSG00000165389', 'ENSG00000168056', 'ENSG00000165934', 'ENSG00000216490', 'ENSG00000103932', 'ENSG00000118046', 'ENSG00000165527', 'ENSG00000205208', 'ENSG00000104918', 'ENSG00000211456', 'ENSG00000173530', 'ENSG00000240857', 'ENSG00000197857', 'ENSG00000149806', 'ENSG00000187535', 'ENSG00000113716', 'ENSG00000120802', 'ENSG00000105053', 'ENSG00000185339', 'ENSG00000146576', 'ENSG00000118058', 'ENSG00000218739', 'ENSG00000196365', 'ENSG00000196072', 'ENSG00000089351', 'ENSG00000110934', 'ENSG00000008517', 'ENSG00000175305', 'ENSG00000112249', 'ENSG00000109814', 'ENSG00000120457', 'ENSG00000172661', 'ENSG00000175221', 'ENSG00000151651', 'ENSG00000169813', 'ENSG00000170525', 'ENSG00000152558', 'ENSG00000154309', 'ENSG00000181938', 'ENSG00000221821', 'ENSG00000182957', 'ENSG00000131507', 'ENSG00000196118', 'ENSG00000137216', 'ENSG00000112137', 'ENSG00000143398', 'ENSG00000065320', 'ENSG00000145191', 'ENSG00000221988', 'ENSG00000182858', 'ENSG00000144736', 'ENSG00000161654', 'ENSG00000179091', 'ENSG00000204103', 'ENSG00000033050', 'ENSG00000138964', 'ENSG00000107223', 'ENSG00000136937', 'ENSG00000119685', 'ENSG00000124614', 'ENSG00000172315', 'ENSG00000173762', 'ENSG00000127951', 'ENSG00000187049', 'ENSG00000126246', 'ENSG00000087253', 'ENSG00000137312', 'ENSG00000145216', 'ENSG00000198231', 'ENSG00000134769', 'ENSG00000085377', 'ENSG00000106399', 'ENSG00000145220', 'ENSG00000100219', 'ENSG00000035720', 'ENSG00000100060', 'ENSG00000138744', 'ENSG00000133800', 'ENSG00000110697', 'ENSG00000128383', 'ENSG00000168301', 'ENSG00000086544', 'ENSG00000105701', 'ENSG00000109736', 'ENSG00000163975', 'ENSG00000155256', 'ENSG00000171574', 'ENSG00000140443', 'ENSG00000114626', 'ENSG00000204084', 'ENSG00000140950', 'ENSG00000166788', 'ENSG00000158106', 'ENSG00000137806', 'ENSG00000179344', 'ENSG00000151553', 'ENSG00000071073', 'ENSG00000129534', 'ENSG00000116062', 'ENSG00000103550', 'ENSG00000026508', 'ENSG00000148200', 'ENSG00000112511', 'ENSG00000136273', 'ENSG00000136603', 'ENSG00000167191', 'ENSG00000167468', 'ENSG00000081913', 'ENSG00000181638', 'ENSG00000198408', 'ENSG00000076513', 'ENSG00000170100', 'ENSG00000107829', 'ENSG00000128563', 'ENSG00000174109', 'ENSG00000137274', 'ENSG00000198093', 'ENSG00000135916', 'ENSG00000134780', 'ENSG00000132182', 'ENSG00000112667', 'ENSG00000101266', 'ENSG00000142892', 'ENSG00000100379', 'ENSG00000170296', 'ENSG00000028116', 'ENSG00000165046', 'ENSG00000179943', 'ENSG00000076641', 'ENSG00000141568', 'ENSG00000021776', 'ENSG00000154655', 'ENSG00000148835', 'ENSG00000181826', 'ENSG00000140006', 'ENSG00000164116', 'ENSG00000186918', 'ENSG00000166377', 'ENSG00000141560', 'ENSG00000169071', 'ENSG00000183621', 'ENSG00000100335', 'ENSG00000238083', 'ENSG00000073008', 'ENSG00000187735', 'ENSG00000095970', 'ENSG00000120437', 'ENSG00000088854', 'ENSG00000090470', 'ENSG00000119669', 'ENSG00000175691', 'ENSG00000077420', 'ENSG00000115042', 'ENSG00000103356', 'ENSG00000110395', 'ENSG00000167207', 'ENSG00000158793', 'ENSG00000106546', 'ENSG00000146457', 'ENSG00000100395', 'ENSG00000040341', 'ENSG00000170776', 'ENSG00000105576', 'ENSG00000184384', 'ENSG00000120685', 'ENSG00000106012', 'ENSG00000250479', 'ENSG00000177426', 'ENSG00000155115', 'ENSG00000185627', 'ENSG00000189114', 'ENSG00000123268', 'ENSG00000108406', 'ENSG00000109107', 'ENSG00000160602', 'ENSG00000168268', 'ENSG00000185947', 'ENSG00000112339', 'ENSG00000108588', 'ENSG00000175826', 'ENSG00000167508', 'ENSG00000112210', 'ENSG00000137509', 'ENSG00000103111', 'ENSG00000139168', 'ENSG00000120708', 'ENSG00000167136', 'ENSG00000164117', 'ENSG00000182512', 'ENSG00000005812', 'ENSG00000069482', 'ENSG00000174307', 'ENSG00000101384', 'ENSG00000185324', 'ENSG00000132824', 'ENSG00000198945', 'ENSG00000147853', 'ENSG00000139354', 'ENSG00000185909', 'ENSG00000267796', 'ENSG00000122557', 'ENSG00000007392', 'ENSG00000178996', 'ENSG00000086730', 'ENSG00000110429', 'ENSG00000163527', 'ENSG00000127914', 'ENSG00000140743', 'ENSG00000204525', 'ENSG00000120742', 'ENSG00000103145', 'ENSG00000188677', 'ENSG00000182934', 'ENSG00000168067', 'ENSG00000106804', 'ENSG00000165568', 'ENSG00000147883', 'ENSG00000083812', 'ENSG00000128274', 'ENSG00000131100', 'ENSG00000265681', 'ENSG00000139597', 'ENSG00000104613', 'ENSG00000178425', 'ENSG00000204592', 'ENSG00000114054', 'ENSG00000213462', 'ENSG00000198730', 'ENSG00000051382', 'ENSG00000125810', 'ENSG00000054983', 'ENSG00000185480', 'ENSG00000173638', 'ENSG00000162236', 'ENSG00000151470', 'ENSG00000163453', 'ENSG00000068489', 'ENSG00000166164', 'ENSG00000174705', 'ENSG00000111196', 'ENSG00000185507', 'ENSG00000128731', 'ENSG00000141644', 'ENSG00000121741', 'ENSG00000149292', 'ENSG00000070366', 'ENSG00000143127', 'ENSG00000100578', 'ENSG00000156234', 'ENSG00000097021', 'ENSG00000100387', 'ENSG00000073712', 'ENSG00000130520', 'ENSG00000100077', 'ENSG00000127362', 'ENSG00000167460', 'ENSG00000105738', 'ENSG00000125821', 'ENSG00000112299', 'ENSG00000168496', 'ENSG00000180233', 'ENSG00000104047', 'ENSG00000117153', 'ENSG00000114395', 'ENSG00000184922', 'ENSG00000164024', 'ENSG00000141380', 'ENSG00000139496', 'ENSG00000071655', 'ENSG00000120008', 'ENSG00000164053', 'ENSG00000130684', 'ENSG00000104529', 'ENSG00000101224', 'ENSG00000084234', 'ENSG00000138592', 'ENSG00000108187', 'ENSG00000159111', 'ENSG00000105810', 'ENSG00000137571', 'ENSG00000160293', 'ENSG00000154059', 'ENSG00000169251', 'ENSG00000198363', 'ENSG00000113810', 'ENSG00000214046', 'ENSG00000179271', 'ENSG00000125735', 'ENSG00000084652', 'ENSG00000188177', 'ENSG00000103485', 'ENSG00000175806', 'ENSG00000171631', 'ENSG00000169683', 'ENSG00000090905', 'ENSG00000197601', 'ENSG00000065413', 'ENSG00000122545', 'ENSG00000206190', 'ENSG00000167792', 'ENSG00000100055', 'ENSG00000178573', 'ENSG00000163746', 'ENSG00000147614', 'ENSG00000163734', 'ENSG00000100575', 'ENSG00000141699', 'ENSG00000149480', 'ENSG00000168172', 'ENSG00000140987', 'ENSG00000174227', 'ENSG00000139718', 'ENSG00000180340', 'ENSG00000176340', 'ENSG00000077254', 'ENSG00000068784', 'ENSG00000101150', 'ENSG00000167851', 'ENSG00000148926', 'ENSG00000109919', 'ENSG00000116670', 'ENSG00000168779', 'ENSG00000176473', 'ENSG00000107130', 'ENSG00000135426', 'ENSG00000137106', 'ENSG00000074842', 'ENSG00000124574', 'ENSG00000102886', 'ENSG00000153815', 'ENSG00000126858', 'ENSG00000155096', 'ENSG00000156042', 'ENSG00000169964', 'ENSG00000184209', 'ENSG00000064886', 'ENSG00000166579', 'ENSG00000197150', 'ENSG00000136158', 'ENSG00000104626', 'ENSG00000079385', 'ENSG00000150093', 'ENSG00000111913', 'ENSG00000198429', 'ENSG00000123144', 'ENSG00000125877', 'ENSG00000164953', 'ENSG00000120875', 'ENSG00000119013', 'ENSG00000107371', 'ENSG00000085788', 'ENSG00000106397', 'ENSG00000103549', 'ENSG00000143228', 'ENSG00000145703', 'ENSG00000100764', 'ENSG00000126226', 'ENSG00000065060', 'ENSG00000179119', 'ENSG00000105514', 'ENSG00000196981', 'ENSG00000100523', 'ENSG00000213079', 'ENSG00000119801', 'ENSG00000124733', 'ENSG00000120539', 'ENSG00000115840', 'ENSG00000171314', 'ENSG00000101347', 'ENSG00000132423', 'ENSG00000121691', 'ENSG00000136104', 'ENSG00000004142', 'ENSG00000059378', 'ENSG00000164465', 'ENSG00000066827', 'ENSG00000150403', 'ENSG00000149657', 'ENSG00000130598', 'ENSG00000180694', 'ENSG00000197782', 'ENSG00000171302', 'ENSG00000186352', 'ENSG00000087884', 'ENSG00000127328', 'ENSG00000163577', 'ENSG00000196814', 'ENSG00000196453', 'ENSG00000149503', 'ENSG00000139842', 'ENSG00000077458', 'ENSG00000266173', 'ENSG00000099381', 'ENSG00000153975', 'ENSG00000104231', 'ENSG00000078902', 'ENSG00000164919', 'ENSG00000075975', 'ENSG00000110921', 'ENSG00000062650', 'ENSG00000180957', 'ENSG00000104518', 'ENSG00000101132', 'ENSG00000108590', 'ENSG00000105136', 'ENSG00000114767', 'ENSG00000001631', 'ENSG00000138621', 'ENSG00000204713', 'ENSG00000048342', 'ENSG00000175324', 'ENSG00000167325', 'ENSG00000081665', 'ENSG00000110079', 'ENSG00000165487', 'ENSG00000176102', 'ENSG00000160221', 'ENSG00000100938', 'ENSG00000089737', 'ENSG00000130024', 'ENSG00000015532', 'ENSG00000083896', 'ENSG00000256060', 'ENSG00000140450', 'ENSG00000175756', 'ENSG00000105755', 'ENSG00000137713', 'ENSG00000123213', 'ENSG00000240038', 'ENSG00000184402', 'ENSG00000072274', 'ENSG00000077238', 'ENSG00000087589', 'ENSG00000197798', 'ENSG00000105397', 'ENSG00000113273', 'ENSG00000167674', 'ENSG00000135363', 'ENSG00000177565', 'ENSG00000183475', 'ENSG00000204616', 'ENSG00000165113', 'ENSG00000150991', 'ENSG00000145375', 'ENSG00000120833', 'ENSG00000115421', 'ENSG00000176619', 'ENSG00000007376', 'ENSG00000137692', 'ENSG00000179526', 'ENSG00000105339', 'ENSG00000114391', 'ENSG00000197619', 'ENSG00000122783', 'ENSG00000140368', 'ENSG00000183765', 'ENSG00000164136', 'ENSG00000163814', 'ENSG00000166130', 'ENSG00000127526', 'ENSG00000179010', 'ENSG00000119650', 'ENSG00000162191', 'ENSG00000197020', 'ENSG00000159147', 'ENSG00000161203', 'ENSG00000085063', 'ENSG00000122547', 'ENSG00000054967', 'ENSG00000139163', 'ENSG00000151623', 'ENSG00000156467', 'ENSG00000105879', 'ENSG00000164970', 'ENSG00000138468', 'ENSG00000162695', 'ENSG00000214274', 'ENSG00000135362', 'ENSG00000135953', 'ENSG00000213928', 'ENSG00000253710', 'ENSG00000088448', 'ENSG00000167702', 'ENSG00000188676', 'ENSG00000112425', 'ENSG00000123349', 'ENSG00000026751', 'ENSG00000161980', 'ENSG00000188130', 'ENSG00000145354', 'ENSG00000171928', 'ENSG00000137054', 'ENSG00000135486', 'ENSG00000131375', 'ENSG00000138134', 'ENSG00000165935', 'ENSG00000127483', 'ENSG00000138834', 'ENSG00000153046', 'ENSG00000160791', 'ENSG00000128513', 'ENSG00000183647', 'ENSG00000138764', 'ENSG00000253729', 'ENSG00000184988', 'ENSG00000001167', 'ENSG00000114861', 'ENSG00000145391', 'ENSG00000050405', 'ENSG00000197045', 'ENSG00000185418', 'ENSG00000204315', 'ENSG00000034713', 'ENSG00000100296', 'ENSG00000072422', 'ENSG00000091157', 'ENSG00000128708', 'ENSG00000204469', 'ENSG00000204217', 'ENSG00000092148', 'ENSG00000188313', 'ENSG00000090006', 'ENSG00000244462', 'ENSG00000124587', 'ENSG00000151503', 'ENSG00000096060', 'ENSG00000119977', 'ENSG00000126264', 'ENSG00000060069', 'ENSG00000136152', 'ENSG00000188186', 'ENSG00000164933', 'ENSG00000164164', 'ENSG00000198301', 'ENSG00000205339', 'ENSG00000141258', 'ENSG00000041988', 'ENSG00000162065', 'ENSG00000172889', 'ENSG00000012061', 'ENSG00000148356', 'ENSG00000169981', 'ENSG00000229474', 'ENSG00000089157', 'ENSG00000204574', 'ENSG00000243716', 'ENSG00000072840', 'ENSG00000170348', 'ENSG00000197321', 'ENSG00000119844', 'ENSG00000002016', 'ENSG00000146729', 'ENSG00000146830', 'ENSG00000140391', 'ENSG00000179409', 'ENSG00000148308', 'ENSG00000180543', 'ENSG00000074201', 'ENSG00000101474', 'ENSG00000185000', 'ENSG00000099290', 'ENSG00000110080', 'ENSG00000170791', 'ENSG00000198858', 'ENSG00000011405', 'ENSG00000108262', 'ENSG00000162032', 'ENSG00000140030', 'ENSG00000242259', 'ENSG00000165171', 'ENSG00000242498', 'ENSG00000105771', 'ENSG00000161202', 'ENSG00000130724', 'ENSG00000105640', 'ENSG00000124731', 'ENSG00000004487', 'ENSG00000073849', 'ENSG00000143409', 'ENSG00000156802', 'ENSG00000175048', 'ENSG00000167264', 'ENSG00000163541', 'ENSG00000128185', 'ENSG00000110958', 'ENSG00000167315', 'ENSG00000166529', 'ENSG00000124635', 'ENSG00000113615', 'ENSG00000035928', 'ENSG00000164162', 'ENSG00000134108', 'ENSG00000133103', 'ENSG00000118420', 'ENSG00000185215', 'ENSG00000139546', 'ENSG00000149346', 'ENSG00000070540', 'ENSG00000159840', 'ENSG00000129351', 'ENSG00000153786', 'ENSG00000078401', 'ENSG00000188938', 'ENSG00000006607', 'ENSG00000128594', 'ENSG00000100292', 'ENSG00000110435', 'ENSG00000152804', 'ENSG00000182359', 'ENSG00000189045', 'ENSG00000198833', 'ENSG00000136279', 'ENSG00000129657', 'ENSG00000074695', 'ENSG00000171867', 'ENSG00000134779', 'ENSG00000161542', 'ENSG00000171453', 'ENSG00000198898', 'ENSG00000110107', 'ENSG00000187792', 'ENSG00000132313', 'ENSG00000174799', 'ENSG00000129472', 'ENSG00000006534', 'ENSG00000076382', 'ENSG00000155313', 'ENSG00000075624', 'ENSG00000205560', 'ENSG00000152818', 'ENSG00000010626', 'ENSG00000171492', 'ENSG00000126822', 'ENSG00000152457', 'ENSG00000126790', 'ENSG00000176485', 'ENSG00000165959', 'ENSG00000152147', 'ENSG00000166669', 'ENSG00000088876', 'ENSG00000213533', 'ENSG00000106785', 'ENSG00000112739', 'ENSG00000160613', 'ENSG00000129084', 'ENSG00000112110', 'ENSG00000183049', 'ENSG00000129055', 'ENSG00000180626', 'ENSG00000111186', 'ENSG00000132300', 'ENSG00000062822', 'ENSG00000095739', 'ENSG00000142453', 'ENSG00000144827', 'ENSG00000198799', 'ENSG00000107281', 'ENSG00000136861', 'ENSG00000105127', 'ENSG00000109536', 'ENSG00000196547', 'ENSG00000223496', 'ENSG00000180011', 'ENSG00000172269', 'ENSG00000121864', 'ENSG00000197919', 'ENSG00000131196', 'ENSG00000064687', 'ENSG00000100425', 'ENSG00000111215', 'ENSG00000166971', 'ENSG00000171766', 'ENSG00000172123', 'ENSG00000181852', 'ENSG00000144674', 'ENSG00000155545', 'ENSG00000175467', 'ENSG00000174233', 'ENSG00000169733', 'ENSG00000135114', 'ENSG00000184708', 'ENSG00000105671', 'ENSG00000125868', 'ENSG00000164548', 'ENSG00000167065', 'ENSG00000110218', 'ENSG00000101161', 'ENSG00000166689', 'ENSG00000188636', 'ENSG00000163644', 'ENSG00000164096', 'ENSG00000167840', 'ENSG00000013588', 'ENSG00000169740', 'ENSG00000181007', 'ENSG00000140090', 'ENSG00000174684', 'ENSG00000044090', 'ENSG00000006125', 'ENSG00000108312', 'ENSG00000141994', 'ENSG00000011028', 'ENSG00000173599', 'ENSG00000169718', 'ENSG00000118900', 'ENSG00000106105', 'ENSG00000154079', 'ENSG00000127952', 'ENSG00000064545', 'ENSG00000116580', 'ENSG00000049883', 'ENSG00000171443', 'ENSG00000114125', 'ENSG00000168569', 'ENSG00000151348', 'ENSG00000086475', 'ENSG00000184939', 'ENSG00000154001', 'ENSG00000135473', 'ENSG00000140379', 'ENSG00000156162', 'ENSG00000168002', 'ENSG00000086288', 'ENSG00000118217', 'ENSG00000166685', 'ENSG00000163539', 'ENSG00000186470', 'ENSG00000103994', 'ENSG00000164066', 'ENSG00000120896', 'ENSG00000165914', 'ENSG00000133835', 'ENSG00000184232', 'ENSG00000118894', 'ENSG00000237440', 'ENSG00000110768', 'ENSG00000100426', 'ENSG00000165434', 'ENSG00000144668', 'ENSG00000180329', 'ENSG00000105516', 'ENSG00000132640', 'ENSG00000256771', 'ENSG00000068097', 'ENSG00000164440', 'ENSG00000105726', 'ENSG00000111640', 'ENSG00000142089', 'ENSG00000185262', 'ENSG00000148296', 'ENSG00000256223', 'ENSG00000130997', 'ENSG00000126524', 'ENSG00000100239', 'ENSG00000173545', 'ENSG00000133872', 'ENSG00000134905', 'ENSG00000243660', 'ENSG00000017797', 'ENSG00000197563', 'ENSG00000144895', 'ENSG00000163902', 'ENSG00000090487', 'ENSG00000103490', 'ENSG00000166439', 'ENSG00000078699', 'ENSG00000125445', 'ENSG00000159479', 'ENSG00000115310', 'ENSG00000172985', 'ENSG00000183426', 'ENSG00000169957', 'ENSG00000023516', 'ENSG00000174132', 'ENSG00000107902', 'ENSG00000182325', 'ENSG00000154447', 'ENSG00000157111', 'ENSG00000100142', 'ENSG00000161960', 'ENSG00000179361', 'ENSG00000137038', 'ENSG00000139899', 'ENSG00000168802', 'ENSG00000128284', 'ENSG00000156990', 'ENSG00000240053', 'ENSG00000048471', 'ENSG00000008394', 'ENSG00000198829', 'ENSG00000153015', 'ENSG00000147459', 'ENSG00000184924', 'ENSG00000187109', 'ENSG00000167815', 'ENSG00000088298', 'ENSG00000197375', 'ENSG00000124575', 'ENSG00000198791', 'ENSG00000154099', 'ENSG00000166024', 'ENSG00000145494', 'ENSG00000167333', 'ENSG00000125386', 'ENSG00000100417', 'ENSG00000164597', 'ENSG00000198373', 'ENSG00000172578', 'ENSG00000108509', 'ENSG00000108298', 'ENSG00000145723', 'ENSG00000101040', 'ENSG00000150527', 'ENSG00000139266', 'ENSG00000095380', 'ENSG00000099875', 'ENSG00000101190', 'ENSG00000109171', 'ENSG00000140406', 'ENSG00000104427', 'ENSG00000167645', 'ENSG00000184432', 'ENSG00000159110', 'ENSG00000170540', 'ENSG00000179152', 'ENSG00000074370', 'ENSG00000104093', 'ENSG00000111605', 'ENSG00000130779', 'ENSG00000163636', 'ENSG00000198876', 'ENSG00000137288', 'ENSG00000163406', 'ENSG00000160917', 'ENSG00000175213', 'ENSG00000165915', 'ENSG00000132612', 'ENSG00000169398', 'ENSG00000162368', 'ENSG00000232810', 'ENSG00000058262', 'ENSG00000006625', 'ENSG00000125869', 'ENSG00000204310', 'ENSG00000170917', 'ENSG00000022840', 'ENSG00000114648', 'ENSG00000110514', 'ENSG00000141959', 'ENSG00000175274', 'ENSG00000119397', 'ENSG00000184277', 'ENSG00000168995', 'ENSG00000167770', 'ENSG00000198538', 'ENSG00000161618', 'ENSG00000179761', 'ENSG00000185963', 'ENSG00000070669', 'ENSG00000133789', 'ENSG00000127870', 'ENSG00000105711', 'ENSG00000141504', 'ENSG00000012171', 'ENSG00000175040', 'ENSG00000100281', 'ENSG00000134759', 'ENSG00000146263', 'ENSG00000146535', 'ENSG00000100802', 'ENSG00000073584', 'ENSG00000167779', 'ENSG00000139343', 'ENSG00000122254', 'ENSG00000123143', 'ENSG00000159374', 'ENSG00000175356', 'ENSG00000108960', 'ENSG00000109572', 'ENSG00000170915', 'ENSG00000178852', 'ENSG00000178966', 'ENSG00000170322', 'ENSG00000187187', 'ENSG00000110074', 'ENSG00000106144', 'ENSG00000163682', 'ENSG00000166562', 'ENSG00000169925', 'ENSG00000139132', 'ENSG00000173621', 'ENSG00000124217', 'ENSG00000119599', 'ENSG00000109667', 'ENSG00000100979', 'ENSG00000122741', 'ENSG00000137601', 'ENSG00000131042', 'ENSG00000145604', 'ENSG00000124535', 'ENSG00000101194', 'ENSG00000101751', 'ENSG00000135077', 'ENSG00000152061', 'ENSG00000198018', 'ENSG00000198420', 'ENSG00000180354', 'ENSG00000169504', 'ENSG00000152484', 'ENSG00000185022', 'ENSG00000198646', 'ENSG00000101898', 'ENSG00000168273', 'ENSG00000137547', 'ENSG00000161692', 'ENSG00000119318', 'ENSG00000181004', 'ENSG00000109805', 'ENSG00000177051', 'ENSG00000196549', 'ENSG00000129521', 'ENSG00000186583', 'ENSG00000100577', 'ENSG00000018869', 'ENSG00000171049', 'ENSG00000121621', 'ENSG00000198133', 'ENSG00000163257', 'ENSG00000067369', 'ENSG00000198283', 'ENSG00000154723', 'ENSG00000124098', 'ENSG00000128394', 'ENSG00000100439', 'ENSG00000106477', 'ENSG00000106829', 'ENSG00000177646', 'ENSG00000143951', 'ENSG00000163714', 'ENSG00000158373', 'ENSG00000011451', 'ENSG00000100129', 'ENSG00000135378', 'ENSG00000123358', 'ENSG00000143067', 'ENSG00000224877', 'ENSG00000107816', 'ENSG00000023697', 'ENSG00000103168', 'ENSG00000157456', 'ENSG00000158669', 'ENSG00000179918', 'ENSG00000124120', 'ENSG00000088888', 'ENSG00000264364', 'ENSG00000158042', 'ENSG00000196867', 'ENSG00000117868', 'ENSG00000204237', 'ENSG00000102753', 'ENSG00000164134', 'ENSG00000112118', 'ENSG00000143157', 'ENSG00000100079', 'ENSG00000099338', 'ENSG00000129083', 'ENSG00000196663', 'ENSG00000197381', 'ENSG00000167186', 'ENSG00000107679', 'ENSG00000137575', 'ENSG00000142252', 'ENSG00000176714', 'ENSG00000213047', 'ENSG00000119760', 'ENSG00000151576', 'ENSG00000122140', 'ENSG00000140995', 'ENSG00000168374', 'ENSG00000085265', 'ENSG00000187446', 'ENSG00000130511', 'ENSG00000165140', 'ENSG00000166922', 'ENSG00000167703', 'ENSG00000189298', 'ENSG00000175220', 'ENSG00000083290', 'ENSG00000171115', 'ENSG00000100023', 'ENSG00000141556', 'ENSG00000134830', 'ENSG00000176994', 'ENSG00000183484', 'ENSG00000168036', 'ENSG00000169018', 'ENSG00000064995', 'ENSG00000039523', 'ENSG00000104783', 'ENSG00000166881', 'ENSG00000088682', 'ENSG00000108523', 'ENSG00000135245', 'ENSG00000117362', 'ENSG00000158623', 'ENSG00000166803', 'ENSG00000119906', 'ENSG00000108953', 'ENSG00000168461', 'ENSG00000106246', 'ENSG00000168237', 'ENSG00000088356', 'ENSG00000167775', 'ENSG00000161800', 'ENSG00000137500', 'ENSG00000135999', 'ENSG00000082641', 'ENSG00000158406', 'ENSG00000197111', 'ENSG00000150687', 'ENSG00000180155', 'ENSG00000137266', 'ENSG00000174720', 'ENSG00000148175', 'ENSG00000172785', 'ENSG00000096070', 'ENSG00000049449', 'ENSG00000117222', 'ENSG00000124357', 'ENSG00000164463', 'ENSG00000197081', 'ENSG00000065882', 'ENSG00000119865', 'ENSG00000140718', 'ENSG00000146453', 'ENSG00000140365', 'ENSG00000099219', 'ENSG00000187189', 'ENSG00000105483', 'ENSG00000157617', 'ENSG00000116701', 'ENSG00000198836', 'ENSG00000131871', 'ENSG00000004799', 'ENSG00000100342', 'ENSG00000125995', 'ENSG00000151364', 'ENSG00000244165', 'ENSG00000134057', 'ENSG00000070413', 'ENSG00000134318', 'ENSG00000147873', 'ENSG00000154957', 'ENSG00000182919', 'ENSG00000185917', 'ENSG00000155016', 'ENSG00000160307', 'ENSG00000163939', 'ENSG00000188785', 'ENSG00000149257', 'ENSG00000176731', 'ENSG00000198961', 'ENSG00000196220', 'ENSG00000161204', 'ENSG00000185122', 'ENSG00000198917', 'ENSG00000105821', 'ENSG00000008283', 'ENSG00000197054', 'ENSG00000114251', 'ENSG00000122515', 'ENSG00000155275', 'ENSG00000119681', 'ENSG00000172366', 'ENSG00000152315', 'ENSG00000107651', 'ENSG00000161057', 'ENSG00000109458', 'ENSG00000095321', 'ENSG00000239305', 'ENSG00000181027', 'ENSG00000164124', 'ENSG00000087470', 'ENSG00000196152', 'ENSG00000099624', 'ENSG00000136319', 'ENSG00000115548', 'ENSG00000151093', 'ENSG00000165115', 'ENSG00000242028', 'ENSG00000125656', 'ENSG00000174749', 'ENSG00000130305', 'ENSG00000119979', 'ENSG00000125901', 'ENSG00000197343', 'ENSG00000176046', 'ENSG00000141279', 'ENSG00000140280', 'ENSG00000104738', 'ENSG00000136738', 'ENSG00000176225', 'ENSG00000132963', 'ENSG00000163611', 'ENSG00000139405', 'ENSG00000114388', 'ENSG00000140367', 'ENSG00000113649', 'ENSG00000153944', 'ENSG00000143537', 'ENSG00000113569', 'ENSG00000104331', 'ENSG00000145919', 'ENSG00000163946', 'ENSG00000198668', 'ENSG00000049860', 'ENSG00000173145', 'ENSG00000125827', 'ENSG00000226742', 'ENSG00000146828', 'ENSG00000047932', 'ENSG00000121104', 'ENSG00000197043', 'ENSG00000186716', 'ENSG00000173875', 'ENSG00000140983', 'ENSG00000116478', 'ENSG00000179820', 'ENSG00000185513', 'ENSG00000152380', 'ENSG00000096063', 'ENSG00000107874', 'ENSG00000179981', 'ENSG00000136827', 'ENSG00000166889', 'ENSG00000103507', 'ENSG00000112312', 'ENSG00000147996', 'ENSG00000043462', 'ENSG00000139637', 'ENSG00000180596', 'ENSG00000138448', 'ENSG00000159128', 'ENSG00000107938', 'ENSG00000168003', 'ENSG00000101558', 'ENSG00000132664', 'ENSG00000183323', 'ENSG00000113712', 'ENSG00000135503', 'ENSG00000136518', 'ENSG00000100599', 'ENSG00000219626', 'ENSG00000204070', 'ENSG00000101307', 'ENSG00000108946', 'ENSG00000139344', 'ENSG00000166986', 'ENSG00000148411', 'ENSG00000223547', 'ENSG00000174442', 'ENSG00000164088', 'ENSG00000089063', 'ENSG00000204977', 'ENSG00000099821', 'ENSG00000073050', 'ENSG00000114316', 'ENSG00000140968', 'ENSG00000111665', 'ENSG00000145431', 'ENSG00000129450', 'ENSG00000093000', 'ENSG00000254470', 'ENSG00000106355', 'ENSG00000119661', 'ENSG00000153443', 'ENSG00000161955', 'ENSG00000174007', 'ENSG00000174516', 'ENSG00000187531', 'ENSG00000127720', 'ENSG00000171860', 'ENSG00000189180', 'ENSG00000227124', 'ENSG00000137404', 'ENSG00000175155', 'ENSG00000072818', 'ENSG00000139083', 'ENSG00000104731', 'ENSG00000119616', 'ENSG00000105497', 'ENSG00000177076', 'ENSG00000188243', 'ENSG00000184517', 'ENSG00000105443', 'ENSG00000000419', 'ENSG00000133111', 'ENSG00000023892', 'ENSG00000126453', 'ENSG00000100462', 'ENSG00000167112', 'ENSG00000162961', 'ENSG00000188725', 'ENSG00000171940', 'ENSG00000065883', 'ENSG00000197324', 'ENSG00000151726', 'ENSG00000119596', 'ENSG00000130749', 'ENSG00000136933', 'ENSG00000122490', 'ENSG00000092208', 'ENSG00000039650', 'ENSG00000156026', 'ENSG00000221968', 'ENSG00000095906', 'ENSG00000166888', 'ENSG00000114503', 'ENSG00000102897', 'ENSG00000136888', 'ENSG00000131378', 'ENSG00000139514', 'ENSG00000186088', 'ENSG00000171813', 'ENSG00000110104', 'ENSG00000151849', 'ENSG00000255529', 'ENSG00000163945', 'ENSG00000164087', 'ENSG00000196074', 'ENSG00000051620', 'ENSG00000151422', 'ENSG00000189319', 'ENSG00000102580', 'ENSG00000109381', 'ENSG00000166411', 'ENSG00000160216', 'ENSG00000113161', 'ENSG00000093183', 'ENSG00000183354', 'ENSG00000156521', 'ENSG00000060558', 'ENSG00000135334', 'ENSG00000174776', 'ENSG00000131899', 'ENSG00000132359', 'ENSG00000154359', 'ENSG00000162522', 'ENSG00000198346', 'ENSG00000136830', 'ENSG00000136235', 'ENSG00000167977', 'ENSG00000153914', 'ENSG00000184898', 'ENSG00000136875', 'ENSG00000179922', 'ENSG00000135372', 'ENSG00000145293', 'ENSG00000212128', 'ENSG00000122566', 'ENSG00000243927', 'ENSG00000136720', 'ENSG00000198909', 'ENSG00000185101', 'ENSG00000196628', 'ENSG00000154930', 'ENSG00000077147', 'ENSG00000196678', 'ENSG00000064655', 'ENSG00000174483', 'ENSG00000085382', 'ENSG00000113013', 'ENSG00000171723', 'ENSG00000036672', 'ENSG00000108799', 'ENSG00000133246', 'ENSG00000110696', 'ENSG00000064961', 'ENSG00000087903', 'ENSG00000187741', 'ENSG00000130487', 'ENSG00000136932', 'ENSG00000165533', 'ENSG00000107960', 'ENSG00000118369', 'ENSG00000163605', 'ENSG00000198053', 'ENSG00000145736', 'ENSG00000104419', 'ENSG00000185246', 'ENSG00000044115', 'ENSG00000188895', 'ENSG00000176834', 'ENSG00000118564', 'ENSG00000110422', 'ENSG00000138081', 'ENSG00000196417', 'ENSG00000134184', 'ENSG00000159335', 'ENSG00000020922', 'ENSG00000197971', 'ENSG00000155111', 'ENSG00000169570', 'ENSG00000115232', 'ENSG00000166762', 'ENSG00000185238', 'ENSG00000104164', 'ENSG00000178935', 'ENSG00000145945', 'ENSG00000221963', 'ENSG00000123091', 'ENSG00000164169', 'ENSG00000174996', 'ENSG00000198331', 'ENSG00000260916', 'ENSG00000106615', 'ENSG00000148288', 'ENSG00000166471', 'ENSG00000111052', 'ENSG00000117523', 'ENSG00000154144', 'ENSG00000159884', 'ENSG00000135956', 'ENSG00000135931', 'ENSG00000131931', 'ENSG00000205362', 'ENSG00000115677', 'ENSG00000171466', 'ENSG00000037897', 'ENSG00000153006', 'ENSG00000114779', 'ENSG00000091127', 'ENSG00000139154', 'ENSG00000084207', 'ENSG00000164751', 'ENSG00000169288', 'ENSG00000141574', 'ENSG00000008130', 'ENSG00000155506', 'ENSG00000141480', 'ENSG00000168286', 'ENSG00000131470', 'ENSG00000067221', 'ENSG00000145388', 'ENSG00000117899', 'ENSG00000012779', 'ENSG00000012124', 'ENSG00000204351', 'ENSG00000188229', 'ENSG00000111252', 'ENSG00000112659', 'ENSG00000166974', 'ENSG00000154803', 'ENSG00000132432', 'ENSG00000134575', 'ENSG00000196371', 'ENSG00000103343', 'ENSG00000176058', 'ENSG00000099331', 'ENSG00000178700', 'ENSG00000096968', 'ENSG00000139318', 'ENSG00000109079', 'ENSG00000110108', 'ENSG00000129691', 'ENSG00000144802', 'ENSG00000138378', 'ENSG00000120253', 'ENSG00000064652', 'ENSG00000110066', 'ENSG00000170471', 'ENSG00000112773', 'ENSG00000103042', 'ENSG00000146676', 'ENSG00000114127', 'ENSG00000173706', 'ENSG00000197122', 'ENSG00000136828', 'ENSG00000155252', 'ENSG00000198466', 'ENSG00000110665', 'ENSG00000111358', 'ENSG00000165879', 'ENSG00000141580', 'ENSG00000146834', 'ENSG00000107175', 'ENSG00000054965', 'ENSG00000148572', 'ENSG00000181061', 'ENSG00000241106', 'ENSG00000145020', 'ENSG00000133895', 'ENSG00000004059', 'ENSG00000113141', 'ENSG00000188897', 'ENSG00000073350', 'ENSG00000087299', 'ENSG00000130695', 'ENSG00000142512', 'ENSG00000175768', 'ENSG00000182362', 'ENSG00000125458', 'ENSG00000183624', 'ENSG00000174080', 'ENSG00000163812', 'ENSG00000140259', 'ENSG00000117859', 'ENSG00000137563', 'ENSG00000170909', 'ENSG00000108443', 'ENSG00000115419', 'ENSG00000008083', 'ENSG00000110851', 'ENSG00000074706', 'ENSG00000122884', 'ENSG00000130347', 'ENSG00000137757', 'ENSG00000099326', 'ENSG00000004139', 'ENSG00000069275', 'ENSG00000166821', 'ENSG00000175505', 'ENSG00000171103', 'ENSG00000176401', 'ENSG00000126368', 'ENSG00000166333', 'ENSG00000065665', 'ENSG00000085721', 'ENSG00000042088', 'ENSG00000179094', 'ENSG00000105677', 'ENSG00000151090', 'ENSG00000101104', 'ENSG00000181284', 'ENSG00000113648', 'ENSG00000165501', 'ENSG00000120519', 'ENSG00000010818', 'ENSG00000115902', 'ENSG00000116005', 'ENSG00000100503', 'ENSG00000149798', 'ENSG00000178999', 'ENSG00000126391', 'ENSG00000167967', 'ENSG00000008018', 'ENSG00000154124', 'ENSG00000128567', 'ENSG00000213516', 'ENSG00000163882', 'ENSG00000171051', 'ENSG00000149591', 'ENSG00000100246', 'ENSG00000173041', 'ENSG00000002822', 'ENSG00000076108', 'ENSG00000138623', 'ENSG00000100084', 'ENSG00000128908', 'ENSG00000164898', 'ENSG00000170260', 'ENSG00000177311', 'ENSG00000127399', 'ENSG00000152439', 'ENSG00000010292', 'ENSG00000110324', 'ENSG00000163161', 'ENSG00000204946', 'ENSG00000136146', 'ENSG00000021762', 'ENSG00000141506', 'ENSG00000182208', 'ENSG00000164920', 'ENSG00000023608', 'ENSG00000088543', 'ENSG00000159069', 'ENSG00000135624', 'ENSG00000074755', 'ENSG00000198246', 'ENSG00000179832', 'ENSG00000089335', 'ENSG00000092470', 'ENSG00000184465', 'ENSG00000198276', 'ENSG00000066382', 'ENSG00000123360', 'ENSG00000123338', 'ENSG00000114942', 'ENSG00000126804', 'ENSG00000104691', 'ENSG00000167625', 'ENSG00000136522', 'ENSG00000124496', 'ENSG00000060688', 'ENSG00000151012', 'ENSG00000130731', 'ENSG00000167414', 'ENSG00000072858', 'ENSG00000151806', 'ENSG00000152766', 'ENSG00000116044', 'ENSG00000136436', 'ENSG00000272325', 'ENSG00000114573', 'ENSG00000136160', 'ENSG00000256525', 'ENSG00000011114', 'ENSG00000134294', 'ENSG00000196235', 'ENSG00000138180', 'ENSG00000137474', 'ENSG00000122008', 'ENSG00000197818', 'ENSG00000170634', 'ENSG00000105618', 'ENSG00000072401', 'ENSG00000115207', 'ENSG00000100714', 'ENSG00000174276', 'ENSG00000149131', 'ENSG00000093167', 'ENSG00000135297', 'ENSG00000160014', 'ENSG00000128581', 'ENSG00000186174', 'ENSG00000167637', 'ENSG00000168874', 'ENSG00000071051', 'ENSG00000167740', 'ENSG00000155100', 'ENSG00000108984', 'ENSG00000196700', 'ENSG00000123992', 'ENSG00000104219', 'ENSG00000132600', 'ENSG00000159905', 'ENSG00000022976', 'ENSG00000174780', 'ENSG00000127445', 'ENSG00000146733', 'ENSG00000185104', 'ENSG00000204228', 'ENSG00000091831', 'ENSG00000128791', 'ENSG00000103544', 'ENSG00000115355', 'ENSG00000151532', 'ENSG00000184117', 'ENSG00000177614', 'ENSG00000103160', 'ENSG00000107796', 'ENSG00000011258', 'ENSG00000138303', 'ENSG00000137824', 'ENSG00000110925', 'ENSG00000142173', 'ENSG00000119509', 'ENSG00000070610', 'ENSG00000070047', 'ENSG00000105376', 'ENSG00000108691', 'ENSG00000231389', 'ENSG00000213066', 'ENSG00000174165', 'ENSG00000092964', 'ENSG00000076351', 'ENSG00000125124', 'ENSG00000055950', 'ENSG00000137760', 'ENSG00000187474', 'ENSG00000054611', 'ENSG00000100749', 'ENSG00000196605', 'ENSG00000219545', 'ENSG00000188283', 'ENSG00000134215', 'ENSG00000103199', 'ENSG00000173276', 'ENSG00000116663', 'ENSG00000104320', 'ENSG00000111684', 'ENSG00000177721', 'ENSG00000077097', 'ENSG00000072415', 'ENSG00000146247', 'ENSG00000164916', 'ENSG00000187742', 'ENSG00000169228', 'ENSG00000134897', 'ENSG00000227500', 'ENSG00000137507', 'ENSG00000097007', 'ENSG00000136810', 'ENSG00000107566', 'ENSG00000178252', 'ENSG00000183813', 'ENSG00000103150', 'ENSG00000105355', 'ENSG00000022567', 'ENSG00000137642', 'ENSG00000138442', 'ENSG00000011600', 'ENSG00000082397', 'ENSG00000004866', 'ENSG00000144218', 'ENSG00000185798', 'ENSG00000125755', 'ENSG00000108840', 'ENSG00000058729', 'ENSG00000072134', 'ENSG00000104980', 'ENSG00000198900', 'ENSG00000114013', 'ENSG00000162430', 'ENSG00000104147', 'ENSG00000166200', 'ENSG00000106049', 'ENSG00000107554', 'ENSG00000169062', 'ENSG00000111725', 'ENSG00000142303', 'ENSG00000213593', 'ENSG00000154582', 'ENSG00000154229', 'ENSG00000173226', 'ENSG00000063177', 'ENSG00000166866', 'ENSG00000165475', 'ENSG00000116514', 'ENSG00000166750', 'ENSG00000077984', 'ENSG00000168300', 'ENSG00000135218', 'ENSG00000124688', 'ENSG00000167705', 'ENSG00000105429', 'ENSG00000119408', 'ENSG00000182700', 'ENSG00000140471', 'ENSG00000167965', 'ENSG00000221923', 'ENSG00000078369', 'ENSG00000104979', 'ENSG00000160679', 'ENSG00000150459', 'ENSG00000154710', 'ENSG00000159459', 'ENSG00000178502', 'ENSG00000231500', 'ENSG00000244607', 'ENSG00000183688', 'ENSG00000163322', 'ENSG00000256053', 'ENSG00000147533', 'ENSG00000050393', 'ENSG00000059691', 'ENSG00000169991', 'ENSG00000071189', 'ENSG00000187954', 'ENSG00000091947', 'ENSG00000170113', 'ENSG00000165678', 'ENSG00000197763', 'ENSG00000103855', 'ENSG00000114354', 'ENSG00000123353', 'ENSG00000204348', 'ENSG00000065029', 'ENSG00000123444', 'ENSG00000110315', 'ENSG00000162819', 'ENSG00000092295', 'ENSG00000180992', 'ENSG00000084444', 'ENSG00000167863', 'ENSG00000173611', 'ENSG00000244274', 'ENSG00000117593', 'ENSG00000204954', 'ENSG00000099203', 'ENSG00000100211', 'ENSG00000139117', 'ENSG00000125812', 'ENSG00000237190', 'ENSG00000166595', 'ENSG00000139112', 'ENSG00000164674', 'ENSG00000127527', 'ENSG00000105229', 'ENSG00000155975', 'ENSG00000128881', 'ENSG00000136098', 'ENSG00000185189', 'ENSG00000125304', 'ENSG00000136824', 'ENSG00000110031', 'ENSG00000170271', 'ENSG00000184602', 'ENSG00000000457', 'ENSG00000186496', 'ENSG00000101335', 'ENSG00000100453', 'ENSG00000124813', 'ENSG00000163808', 'ENSG00000137880', 'ENSG00000154743', 'ENSG00000175073', 'ENSG00000148814', 'ENSG00000197050', 'ENSG00000101220', 'ENSG00000134955', 'ENSG00000146701', 'ENSG00000127663', 'ENSG00000148700', 'ENSG00000133997', 'ENSG00000164631', 'ENSG00000083520', 'ENSG00000134440', 'ENSG00000163235', 'ENSG00000243364', 'ENSG00000170037', 'ENSG00000048140', 'ENSG00000047849', 'ENSG00000204498', 'ENSG00000145365', 'ENSG00000137101', 'ENSG00000136490', 'ENSG00000104894', 'ENSG00000109270', 'ENSG00000074966', 'ENSG00000179958', 'ENSG00000102554', 'ENSG00000124942', 'ENSG00000135336', 'ENSG00000176386', 'ENSG00000148090', 'ENSG00000183208', 'ENSG00000105373', 'ENSG00000176209', 'ENSG00000151665', 'ENSG00000164266', 'ENSG00000125149', 'ENSG00000144224', 'ENSG00000107968', 'ENSG00000156374', 'ENSG00000104381', 'ENSG00000167604', 'ENSG00000100056', 'ENSG00000073605', 'ENSG00000067064', 'ENSG00000120265', 'ENSG00000204604', 'ENSG00000184371', 'ENSG00000163918', 'ENSG00000089775', 'ENSG00000119777', 'ENSG00000157916', 'ENSG00000165055', 'ENSG00000255112', 'ENSG00000156411', 'ENSG00000127452', 'ENSG00000137449', 'ENSG00000169375', 'ENSG00000196502', 'ENSG00000162390', 'ENSG00000166710', 'ENSG00000011304', 'ENSG00000128340', 'ENSG00000096717', 'ENSG00000167258', 'ENSG00000032219', 'ENSG00000043093', 'ENSG00000159259', 'ENSG00000160392', 'ENSG00000178878', 'ENSG00000048162', 'ENSG00000105617', 'ENSG00000177606', 'ENSG00000253719', 'ENSG00000146192', 'ENSG00000140553', 'ENSG00000164713', 'ENSG00000112695', 'ENSG00000134463', 'ENSG00000061918', 'ENSG00000172292', 'ENSG00000148730', 'ENSG00000166233', 'ENSG00000033327', 'ENSG00000136940', 'ENSG00000140526', 'ENSG00000185088', 'ENSG00000152518', 'ENSG00000115233', 'ENSG00000107819', 'ENSG00000127995', 'ENSG00000101193', 'ENSG00000103429', 'ENSG00000138398', 'ENSG00000198169', 'ENSG00000174840', 'ENSG00000183155', 'ENSG00000135476', 'ENSG00000174106', 'ENSG00000114450', 'ENSG00000111671', 'ENSG00000065268', 'ENSG00000161921', 'ENSG00000140519', 'ENSG00000091622', 'ENSG00000100027', 'ENSG00000197183', 'ENSG00000146731', 'ENSG00000197712', 'ENSG00000064393', 'ENSG00000168116', 'ENSG00000135537', 'ENSG00000188986', 'ENSG00000080371', 'ENSG00000114480', 'ENSG00000196781', 'ENSG00000111266', 'ENSG00000112303', 'ENSG00000023171', 'ENSG00000169429', 'ENSG00000149231', 'ENSG00000141030', 'ENSG00000188827', 'ENSG00000159579', 'ENSG00000166913', 'ENSG00000136811', 'ENSG00000129255', 'ENSG00000124795', 'ENSG00000153339', 'ENSG00000130669', 'ENSG00000171130', 'ENSG00000214517', 'ENSG00000090060', 'ENSG00000163947', 'ENSG00000108551', 'ENSG00000010165', 'ENSG00000129696', 'ENSG00000215021', 'ENSG00000166557', 'ENSG00000197599', 'ENSG00000198546', 'ENSG00000108587', 'ENSG00000106052', 'ENSG00000185361', 'ENSG00000130311', 'ENSG00000205744', 'ENSG00000183773', 'ENSG00000121579', 'ENSG00000128833', 'ENSG00000100150', 'ENSG00000082269', 'ENSG00000078246', 'ENSG00000134077', 'ENSG00000140350', 'ENSG00000059769', 'ENSG00000070269', 'ENSG00000119915', 'ENSG00000103264', 'ENSG00000170653', 'ENSG00000178623', 'ENSG00000101773', 'ENSG00000173482', 'ENSG00000239857', 'ENSG00000165943', 'ENSG00000075303', 'ENSG00000196391', 'ENSG00000267680', 'ENSG00000182504', 'ENSG00000145414', 'ENSG00000095787', 'ENSG00000166845', 'ENSG00000244405', 'ENSG00000117318', 'ENSG00000006744', 'ENSG00000198056', 'ENSG00000148824', 'ENSG00000104133', 'ENSG00000136908', 'ENSG00000141425', 'ENSG00000047056', 'ENSG00000132254', 'ENSG00000113240', 'ENSG00000089220', 'ENSG00000269720', 'ENSG00000140750', 'ENSG00000132024', 'ENSG00000139644', 'ENSG00000172331', 'ENSG00000174744', 'ENSG00000105856', 'ENSG00000001561', 'ENSG00000144647', 'ENSG00000164938', 'ENSG00000151914', 'ENSG00000128191', 'ENSG00000113761', 'ENSG00000042317', 'ENSG00000166997', 'ENSG00000149428', 'ENSG00000125430', 'ENSG00000137726', 'ENSG00000117632', 'ENSG00000119574', 'ENSG00000130638', 'ENSG00000172466', 'ENSG00000111540', 'ENSG00000112419', 'ENSG00000196684', 'ENSG00000092140', 'ENSG00000099899', 'ENSG00000050730', 'ENSG00000187097', 'ENSG00000121892', 'ENSG00000147421', 'ENSG00000196199', 'ENSG00000112640', 'ENSG00000149600', 'ENSG00000196724', 'ENSG00000137413', 'ENSG00000115866', 'ENSG00000088833', 'ENSG00000132823', 'ENSG00000069966', 'ENSG00000119965', 'ENSG00000140521', 'ENSG00000100365', 'ENSG00000178035', 'ENSG00000142459', 'ENSG00000092531', 'ENSG00000100592', 'ENSG00000092200', 'ENSG00000125971', 'ENSG00000107282', 'ENSG00000177663', 'ENSG00000148120', 'ENSG00000185345', 'ENSG00000135845', 'ENSG00000081791', 'ENSG00000173221', 'ENSG00000168615', 'ENSG00000213762', 'ENSG00000100285', 'ENSG00000164253', 'ENSG00000126215', 'ENSG00000178607', 'ENSG00000147471', 'ENSG00000061938', 'ENSG00000123545', 'ENSG00000169499', 'ENSG00000138071', 'ENSG00000146232', 'ENSG00000145860', 'ENSG00000159216', 'ENSG00000169696', 'ENSG00000034152', 'ENSG00000104679', 'ENSG00000186073', 'ENSG00000059804', 'ENSG00000130522', 'ENSG00000104312', 'ENSG00000189067', 'ENSG00000149582', 'ENSG00000092929', 'ENSG00000107104', 'ENSG00000157429', 'ENSG00000176853', 'ENSG00000144659', 'ENSG00000126581', 'ENSG00000101346', 'ENSG00000135951', 'ENSG00000197153', 'ENSG00000168556', 'ENSG00000148358', 'ENSG00000005243', 'ENSG00000196591', 'ENSG00000069974', 'ENSG00000146109', 'ENSG00000204130', 'ENSG00000064225', 'ENSG00000115107', 'ENSG00000118557', 'ENSG00000149418', 'ENSG00000198356', 'ENSG00000067596', 'ENSG00000148773', 'ENSG00000170632', 'ENSG00000197632', 'ENSG00000107443', 'ENSG00000166507', 'ENSG00000204231', 'ENSG00000124422', 'ENSG00000101367', 'ENSG00000237541', 'ENSG00000173110', 'ENSG00000103423', 'ENSG00000077684', 'ENSG00000105364', 'ENSG00000143624', 'ENSG00000133247', 'ENSG00000135316', 'ENSG00000198355', 'ENSG00000070756', 'ENSG00000086232', 'ENSG00000176533', 'ENSG00000138821', 'ENSG00000006007', 'ENSG00000028839', 'ENSG00000172738', 'ENSG00000132356', 'ENSG00000085999', 'ENSG00000044574', 'ENSG00000164543', 'ENSG00000171735', 'ENSG00000112294', 'ENSG00000169490', 'ENSG00000105722', 'ENSG00000119431', 'ENSG00000123124', 'ENSG00000135823', 'ENSG00000159314', 'ENSG00000118849', 'ENSG00000135720', 'ENSG00000152332', 'ENSG00000214753', 'ENSG00000142867', 'ENSG00000159055', 'ENSG00000126602', 'ENSG00000154832', 'ENSG00000185432', 'ENSG00000158019', 'ENSG00000157601', 'ENSG00000111602', 'ENSG00000160233', 'ENSG00000165494', 'ENSG00000110090', 'ENSG00000244731', 'ENSG00000171241', 'ENSG00000168818', 'ENSG00000155393', 'ENSG00000151465', 'ENSG00000185608', 'ENSG00000143382', 'ENSG00000146540', 'ENSG00000134265', 'ENSG00000149823', 'ENSG00000221838', 'ENSG00000128272', 'ENSG00000152689', 'ENSG00000214026', 'ENSG00000005206', 'ENSG00000135905', 'ENSG00000136732', 'ENSG00000122729', 'ENSG00000161981', 'ENSG00000197102', 'ENSG00000172766', 'ENSG00000119421', 'ENSG00000133706', 'ENSG00000074266', 'ENSG00000147654', 'ENSG00000169282', 'ENSG00000112658', 'ENSG00000133794', 'ENSG00000136122', 'ENSG00000177047', 'ENSG00000130714', 'ENSG00000182552', 'ENSG00000168610', 'ENSG00000154262', 'ENSG00000172840', 'ENSG00000005810', 'ENSG00000170456', 'ENSG00000085514', 'ENSG00000099377', 'ENSG00000198933', 'ENSG00000107560', 'ENSG00000164346', 'ENSG00000047579', 'ENSG00000131652', 'ENSG00000220201', 'ENSG00000164002', 'ENSG00000104267', 'ENSG00000062725', 'ENSG00000134313', 'ENSG00000139197', 'ENSG00000230989', 'ENSG00000105708', 'ENSG00000121690', 'ENSG00000120314', 'ENSG00000161091', 'ENSG00000174837', 'ENSG00000198826', 'ENSG00000198951', 'ENSG00000106366', 'ENSG00000130726', 'ENSG00000055163', 'ENSG00000166887', 'ENSG00000169220', 'ENSG00000204220', 'ENSG00000130755', 'ENSG00000119862', 'ENSG00000173153', 'ENSG00000155926', 'ENSG00000172409', 'ENSG00000110497', 'ENSG00000113448', 'ENSG00000159588', 'ENSG00000141441', 'ENSG00000186654', 'ENSG00000184863', 'ENSG00000197566', 'ENSG00000103035', 'ENSG00000154845', 'ENSG00000101413', 'ENSG00000144468', 'ENSG00000065559', 'ENSG00000136051', 'ENSG00000149547', 'ENSG00000106636', 'ENSG00000128891', 'ENSG00000103942', 'ENSG00000113387', 'ENSG00000151116', 'ENSG00000143653', 'ENSG00000102781', 'ENSG00000213585', 'ENSG00000153814', 'ENSG00000197062', 'ENSG00000103569', 'ENSG00000185164', 'ENSG00000170004', 'ENSG00000100532', 'ENSG00000262814', 'ENSG00000140374', 'ENSG00000120333', 'ENSG00000167881', 'ENSG00000013288', 'ENSG00000204516', 'ENSG00000087087', 'ENSG00000173848', 'ENSG00000124766', 'ENSG00000152782', 'ENSG00000106565', 'ENSG00000235863', 'ENSG00000014257', 'ENSG00000073921', 'ENSG00000150995', 'ENSG00000186130', 'ENSG00000104043', 'ENSG00000163626', 'ENSG00000114796', 'ENSG00000103043', 'ENSG00000103876', 'ENSG00000145819', 'ENSG00000177084', 'ENSG00000183077', 'ENSG00000106028', 'ENSG00000105063', 'ENSG00000164941', 'ENSG00000111801', 'ENSG00000164062', 'ENSG00000172006', 'ENSG00000239306', 'ENSG00000164403', 'ENSG00000145012', 'ENSG00000181649', 'ENSG00000243943', 'ENSG00000166825', 'ENSG00000154642', 'ENSG00000109065', 'ENSG00000120910', 'ENSG00000163655', 'ENSG00000165185', 'ENSG00000140943', 'ENSG00000106603', 'ENSG00000179889', 'ENSG00000164430', 'ENSG00000197756', 'ENSG00000138386', 'ENSG00000039560', 'ENSG00000132591', 'ENSG00000132155', 'ENSG00000198242', 'ENSG00000129007', 'ENSG00000105854', 'ENSG00000165732', 'ENSG00000096654', 'ENSG00000205138', 'ENSG00000108342', 'ENSG00000129667', 'ENSG00000141499', 'ENSG00000138107', 'ENSG00000176396', 'ENSG00000168566', 'ENSG00000175463', 'ENSG00000175575', 'ENSG00000171204', 'ENSG00000100600', 'ENSG00000184164', 'ENSG00000136997', 'ENSG00000148634', 'ENSG00000099797', 'ENSG00000121552', 'ENSG00000109689', 'ENSG00000148450', 'ENSG00000171863', 'ENSG00000123159', 'ENSG00000132383', 'ENSG00000100865', 'ENSG00000155304', 'ENSG00000129347', 'ENSG00000138050', 'ENSG00000215375', 'ENSG00000011143', 'ENSG00000133574', 'ENSG00000179115', 'ENSG00000130193', 'ENSG00000197548', 'ENSG00000155719', 'ENSG00000173065', 'ENSG00000035499', 'ENSG00000025796', 'ENSG00000131368', 'ENSG00000108055', 'ENSG00000151779', 'ENSG00000109685', 'ENSG00000136280', 'ENSG00000121067', 'ENSG00000148248', 'ENSG00000126262', 'ENSG00000071246', 'ENSG00000167461', 'ENSG00000018510', 'ENSG00000119711', 'ENSG00000091592', 'ENSG00000112367', 'ENSG00000136943', 'ENSG00000137166', 'ENSG00000147439', 'ENSG00000164830', 'ENSG00000174748', 'ENSG00000166816', 'ENSG00000149792', 'ENSG00000125734', 'ENSG00000091409', 'ENSG00000153560', 'ENSG00000136444', 'ENSG00000019485', 'ENSG00000101216', 'ENSG00000122068', 'ENSG00000132382', 'ENSG00000177675', 'ENSG00000152465', 'ENSG00000152253', 'ENSG00000164086', 'ENSG00000120688', 'ENSG00000143199', 'ENSG00000064726', 'ENSG00000140474', 'ENSG00000139684', 'ENSG00000130766', 'ENSG00000167700', 'ENSG00000205323', 'ENSG00000100124', 'ENSG00000096093', 'ENSG00000136840', 'ENSG00000141956', 'ENSG00000186187', 'ENSG00000011422', 'ENSG00000112473', 'ENSG00000185813', 'ENSG00000167535', 'ENSG00000145730', 'ENSG00000115947', 'ENSG00000106086', 'ENSG00000072062', 'ENSG00000240849', 'ENSG00000134851', 'ENSG00000104885', 'ENSG00000164975', 'ENSG00000108387', 'ENSG00000123810', 'ENSG00000009335', 'ENSG00000114770', 'ENSG00000090447', 'ENSG00000149716', 'ENSG00000103353', 'ENSG00000243678', 'ENSG00000103056', 'ENSG00000134333', 'ENSG00000254469', 'ENSG00000138678', 'ENSG00000111961', 'ENSG00000108829', 'ENSG00000087191', 'ENSG00000038002', 'ENSG00000101017', 'ENSG00000154040', 'ENSG00000133275', 'ENSG00000156127', 'ENSG00000110660', 'ENSG00000075420', 'ENSG00000197785', 'ENSG00000100804', 'ENSG00000130592', 'ENSG00000167995', 'ENSG00000139173', 'ENSG00000137040', 'ENSG00000134452', 'ENSG00000106290', 'ENSG00000188690', 'ENSG00000198740', 'ENSG00000164118', 'ENSG00000166801', 'ENSG00000111885', 'ENSG00000188167', 'ENSG00000112406', 'ENSG00000103037', 'ENSG00000235106', 'ENSG00000131116', 'ENSG00000183665', 'ENSG00000157510', 'ENSG00000111331', 'ENSG00000196458', 'ENSG00000119383', 'ENSG00000178761', 'ENSG00000196865', 'ENSG00000149150', 'ENSG00000126870', 'ENSG00000134470', 'ENSG00000184887', 'ENSG00000103769', 'ENSG00000118689', 'ENSG00000180304', 'ENSG00000204611', 'ENSG00000019144', 'ENSG00000128039', 'ENSG00000204371', 'ENSG00000175866', 'ENSG00000197323', 'ENSG00000187266', 'ENSG00000160877', 'ENSG00000185670', 'ENSG00000075415', 'ENSG00000165209', 'ENSG00000204590', 'ENSG00000101337', 'ENSG00000185745', 'ENSG00000232859', 'ENSG00000056558', 'ENSG00000172795', 'ENSG00000128271', 'ENSG00000150867', 'ENSG00000159267', 'ENSG00000172992', 'ENSG00000217555', 'ENSG00000007255', 'ENSG00000143368', 'ENSG00000182326', 'ENSG00000178338', 'ENSG00000140545', 'ENSG00000115271', 'ENSG00000047188', 'ENSG00000108669', 'ENSG00000147419', 'ENSG00000143702', 'ENSG00000091039', 'ENSG00000151466', 'ENSG00000159685', 'ENSG00000109184', 'ENSG00000145332', 'ENSG00000156599', 'ENSG00000110200', 'ENSG00000164032', 'ENSG00000175376', 'ENSG00000133321', 'ENSG00000140955', 'ENSG00000131149', 'ENSG00000115459', 'ENSG00000155792', 'ENSG00000166263', 'ENSG00000092529', 'ENSG00000150627', 'ENSG00000090054', 'ENSG00000170190', 'ENSG00000172765', 'ENSG00000118193', 'ENSG00000004660', 'ENSG00000175606', 'ENSG00000111490', 'ENSG00000106560', 'ENSG00000204568', 'ENSG00000100478', 'ENSG00000112130', 'ENSG00000076053', 'ENSG00000135048', 'ENSG00000110711', 'ENSG00000185130', 'ENSG00000080823', 'ENSG00000170185', 'ENSG00000153048', 'ENSG00000177463', 'ENSG00000047410', 'ENSG00000255150', 'ENSG00000173511', 'ENSG00000112701', 'ENSG00000127603', 'ENSG00000183060', 'ENSG00000086504', 'ENSG00000076554', 'ENSG00000139531', 'ENSG00000103253', 'ENSG00000142444', 'ENSG00000141219', 'ENSG00000160201', 'ENSG00000014123', 'ENSG00000197579', 'ENSG00000248098', 'ENSG00000166747', 'ENSG00000182481', 'ENSG00000115091', 'ENSG00000164620', 'ENSG00000184979', 'ENSG00000123066', 'ENSG00000145107', 'ENSG00000077514', 'ENSG00000134243', 'ENSG00000160111', 'ENSG00000179241', 'ENSG00000114738', 'ENSG00000176208', 'ENSG00000179476', 'ENSG00000135070', 'ENSG00000181038', 'ENSG00000177666', 'ENSG00000105404', 'ENSG00000155957', 'ENSG00000178719', 'ENSG00000135249', 'ENSG00000172469', 'ENSG00000185024', 'ENSG00000109911', 'ENSG00000197386', 'ENSG00000131374', 'ENSG00000198189', 'ENSG00000198502', 'ENSG00000112759', 'ENSG00000174718', 'ENSG00000175931', 'ENSG00000228300', 'ENSG00000122218', 'ENSG00000076043', 'ENSG00000163320', 'ENSG00000128283', 'ENSG00000123416', 'ENSG00000185669', 'ENSG00000174564', 'ENSG00000214954', 'ENSG00000172893', 'ENSG00000101546', 'ENSG00000115514', 'ENSG00000103707', 'ENSG00000213123', 'ENSG00000099992', 'ENSG00000133805', 'ENSG00000197329', 'ENSG00000142552', 'ENSG00000129515', 'ENSG00000176597', 'ENSG00000114742', 'ENSG00000173264', 'ENSG00000162882', 'ENSG00000163681', 'ENSG00000169217', 'ENSG00000129353', 'ENSG00000129116', 'ENSG00000130703', 'ENSG00000107551', 'ENSG00000174125', 'ENSG00000172046', 'ENSG00000102595', 'ENSG00000169221', 'ENSG00000124641', 'ENSG00000164022', 'ENSG00000103222', 'ENSG00000080822', 'ENSG00000155660', 'ENSG00000234444', 'ENSG00000182141', 'ENSG00000164329', 'ENSG00000120438', 'ENSG00000153214', 'ENSG00000131398', 'ENSG00000131773', 'ENSG00000175322', 'ENSG00000121058', 'ENSG00000178467', 'ENSG00000159593', 'ENSG00000105963', 'ENSG00000068383', 'ENSG00000189190', 'ENSG00000188811', 'ENSG00000127220', 'ENSG00000009307', 'ENSG00000078070', 'ENSG00000029363', 'ENSG00000148384', 'ENSG00000114841', 'ENSG00000109111', 'ENSG00000113369', 'ENSG00000114416', 'ENSG00000126803', 'ENSG00000106244', 'ENSG00000213139', 'ENSG00000136754', 'ENSG00000116574', 'ENSG00000187257', 'ENSG00000155906', 'ENSG00000136250', 'ENSG00000174804', 'ENSG00000092871', 'ENSG00000101639', 'ENSG00000078140', 'ENSG00000196526', 'ENSG00000213741', 'ENSG00000101577', 'ENSG00000114346', 'ENSG00000011275', 'ENSG00000147912', 'ENSG00000177728', 'ENSG00000187522', 'ENSG00000169379', 'ENSG00000180370', 'ENSG00000175938', 'ENSG00000099139', 'ENSG00000169248', 'ENSG00000160953', 'ENSG00000144566', 'ENSG00000108468', 'ENSG00000136052', 'ENSG00000001630', 'ENSG00000258890', 'ENSG00000168769', 'ENSG00000185946', 'ENSG00000100441', 'ENSG00000167302', 'ENSG00000153208', 'ENSG00000163785', 'ENSG00000113407', 'ENSG00000090581', 'ENSG00000171311', 'ENSG00000136295', 'ENSG00000067955', 'ENSG00000167380', 'ENSG00000171223', 'ENSG00000180628', 'ENSG00000111912', 'ENSG00000019995', 'ENSG00000063046', 'ENSG00000108424', 'ENSG00000130758', 'ENSG00000184220', 'ENSG00000248333', 'ENSG00000174579', 'ENSG00000130803', 'ENSG00000134072', 'ENSG00000158480', 'ENSG00000184470', 'ENSG00000138794', 'ENSG00000141569', 'ENSG00000171467', 'ENSG00000243667', 'ENSG00000165684', 'ENSG00000104375', 'ENSG00000204576', 'ENSG00000028137', 'ENSG00000104756', 'ENSG00000129925', 'ENSG00000162745', 'ENSG00000165629', 'ENSG00000112357', 'ENSG00000104356', 'ENSG00000186166', 'ENSG00000125871', 'ENSG00000103254', 'ENSG00000123384', 'ENSG00000142185', 'ENSG00000136159', 'ENSG00000137814', 'ENSG00000119689', 'ENSG00000170265', 'ENSG00000184967', 'ENSG00000129250', 'ENSG00000083838', 'ENSG00000156928', 'ENSG00000197140', 'ENSG00000139668', 'ENSG00000125520', 'ENSG00000171858', 'ENSG00000111674', 'ENSG00000184381', 'ENSG00000125740', 'ENSG00000160299', 'ENSG00000122565', 'ENSG00000079335', 'ENSG00000144524', 'ENSG00000103152', 'ENSG00000156304', 'ENSG00000093010', 'ENSG00000213995', 'ENSG00000115828', 'ENSG00000150456', 'ENSG00000162078', 'ENSG00000136371', 'ENSG00000167113', 'ENSG00000148297', 'ENSG00000137815', 'ENSG00000127125', 'ENSG00000128050', 'ENSG00000117984', 'ENSG00000122035', 'ENSG00000140319', 'ENSG00000166167', 'ENSG00000167986', 'ENSG00000064012', 'ENSG00000161533', 'ENSG00000100647', 'ENSG00000116906', 'ENSG00000197119', 'ENSG00000005020', 'ENSG00000105393', 'ENSG00000180346', 'ENSG00000151704', 'ENSG00000112335', 'ENSG00000185085', 'ENSG00000102760', 'ENSG00000148803', 'ENSG00000154839', 'ENSG00000082512', 'ENSG00000089818', 'ENSG00000159079', 'ENSG00000138069', 'ENSG00000125772', 'ENSG00000160563', 'ENSG00000198742', 'ENSG00000171227', 'ENSG00000138496', 'ENSG00000105926', 'ENSG00000156873', 'ENSG00000125885', 'ENSG00000197405', 'ENSG00000124532', 'ENSG00000125826', 'ENSG00000170191', 'ENSG00000177989', 'ENSG00000185129', 'ENSG00000164951', 'ENSG00000119242', 'ENSG00000172939', 'ENSG00000119725', 'ENSG00000244045', 'ENSG00000083799', 'ENSG00000181016', 'ENSG00000058056', 'ENSG00000205133', 'ENSG00000122483', 'ENSG00000122386', 'ENSG00000123080', 'ENSG00000225830', 'ENSG00000020256', 'ENSG00000124541', 'ENSG00000089876', 'ENSG00000107669', 'ENSG00000104825', 'ENSG00000132386', 'ENSG00000180776', 'ENSG00000105552', 'ENSG00000163877', 'ENSG00000163820', 'ENSG00000169255', 'ENSG00000141582', 'ENSG00000242802', 'ENSG00000166145', 'ENSG00000155330', 'ENSG00000131759', 'ENSG00000170734', 'ENSG00000187790', 'ENSG00000166847', 'ENSG00000176410', 'ENSG00000124256', 'ENSG00000089009', 'ENSG00000120948', 'ENSG00000143748', 'ENSG00000177054', 'ENSG00000171208', 'ENSG00000120963', 'ENSG00000183486', 'ENSG00000141570', 'ENSG00000142632', 'ENSG00000165322', 'ENSG00000177932', 'ENSG00000156384', 'ENSG00000175489', 'ENSG00000100568', 'ENSG00000213445', 'ENSG00000100075', 'ENSG00000073737', 'ENSG00000179750', 'ENSG00000120925', 'ENSG00000243317', 'ENSG00000166794', 'ENSG00000163686', 'ENSG00000173442', 'ENSG00000139579', 'ENSG00000177576', 'ENSG00000183751', 'ENSG00000127586', 'ENSG00000142065', 'ENSG00000142102', 'ENSG00000105173', 'ENSG00000132424', 'ENSG00000117335', 'ENSG00000100852', 'ENSG00000169189', 'ENSG00000107164', 'ENSG00000138796', 'ENSG00000111785', 'ENSG00000101350', 'ENSG00000122417', 'ENSG00000197771', 'ENSG00000172748', 'ENSG00000124172', 'ENSG00000169180', 'ENSG00000129235', 'ENSG00000139428', 'ENSG00000111142', 'ENSG00000177352', 'ENSG00000102606', 'ENSG00000175564', 'ENSG00000168101', 'ENSG00000088812', 'ENSG00000162148', 'ENSG00000132478', 'ENSG00000137767', 'ENSG00000172354', 'ENSG00000205629', 'ENSG00000164615', 'ENSG00000198911', 'ENSG00000127989', 'ENSG00000198315', 'ENSG00000110455', 'ENSG00000118007', 'ENSG00000157014', 'ENSG00000183513', 'ENSG00000005059', 'ENSG00000250571', 'ENSG00000198042', 'ENSG00000196693', 'ENSG00000187118', 'ENSG00000254093', 'ENSG00000181074', 'ENSG00000101421', 'ENSG00000118816', 'ENSG00000087245', 'ENSG00000138085', 'ENSG00000107929', 'ENSG00000197728', 'ENSG00000133739', 'ENSG00000141002', 'ENSG00000056586', 'ENSG00000171606', 'ENSG00000120533', 'ENSG00000068745', 'ENSG00000089127', 'ENSG00000175106', 'ENSG00000164949', 'ENSG00000149932', 'ENSG00000103642', 'ENSG00000149357', 'ENSG00000104695', 'ENSG00000127666', 'ENSG00000167618', 'ENSG00000129932', 'ENSG00000166260', 'ENSG00000107745', 'ENSG00000166479', 'ENSG00000172809', 'ENSG00000111727', 'ENSG00000180488', 'ENSG00000108175', 'ENSG00000109320', 'ENSG00000008294', 'ENSG00000130748', 'ENSG00000119900', 'ENSG00000152939', 'ENSG00000135093', 'ENSG00000132740', 'ENSG00000180357', 'ENSG00000100519', 'ENSG00000143224', 'ENSG00000163683', 'ENSG00000140395', 'ENSG00000072864', 'ENSG00000164258', 'ENSG00000173905', 'ENSG00000177628', 'ENSG00000182768', 'ENSG00000198000', 'ENSG00000073331', 'ENSG00000147872', 'ENSG00000141497', 'ENSG00000110876', 'ENSG00000117682', 'ENSG00000197746', 'ENSG00000168653', 'ENSG00000124299', 'ENSG00000242612', 'ENSG00000142687', 'ENSG00000087053', 'ENSG00000198924', 'ENSG00000182095', 'ENSG00000113580', 'ENSG00000071994', 'ENSG00000130203', 'ENSG00000147576', 'ENSG00000106537', 'ENSG00000111530', 'ENSG00000212127', 'ENSG00000176014', 'ENSG00000140836', 'ENSG00000107738', 'ENSG00000111711', 'ENSG00000156804', 'ENSG00000166321', 'ENSG00000159917', 'ENSG00000100031', 'ENSG00000157450', 'ENSG00000162642', 'ENSG00000119705', 'ENSG00000177575', 'ENSG00000112855', 'ENSG00000123908', 'ENSG00000100364', 'ENSG00000177685', 'ENSG00000105085', 'ENSG00000165886', 'ENSG00000111726', 'ENSG00000204435', 'ENSG00000113068', 'ENSG00000066455', 'ENSG00000083097', 'ENSG00000117228', 'ENSG00000198901', 'ENSG00000144909', 'ENSG00000005075', 'ENSG00000162616', 'ENSG00000139645', 'ENSG00000133612', 'ENSG00000133318', 'ENSG00000101152', 'ENSG00000152749', 'ENSG00000163312', 'ENSG00000170145', 'ENSG00000167523', 'ENSG00000178685', 'ENSG00000151552', 'ENSG00000136819', 'ENSG00000163617', 'ENSG00000132661', 'ENSG00000174238', 'ENSG00000025772', 'ENSG00000132153', 'ENSG00000211584', 'ENSG00000176974', 'ENSG00000024048', 'ENSG00000169926', 'ENSG00000177030', 'ENSG00000167766', 'ENSG00000136986', 'ENSG00000173517', 'ENSG00000139890', 'ENSG00000104660', 'ENSG00000100100', 'ENSG00000187866', 'ENSG00000139437', 'ENSG00000175595', 'ENSG00000090061', 'ENSG00000183172', 'ENSG00000137185', 'ENSG00000001036', 'ENSG00000075142', 'ENSG00000197044', 'ENSG00000114446', 'ENSG00000241468', 'ENSG00000100097', 'ENSG00000204397', 'ENSG00000263002', 'ENSG00000066422', 'ENSG00000077348', 'ENSG00000164054', 'ENSG00000213886', 'ENSG00000099800', 'ENSG00000160932', 'ENSG00000099282', 'ENSG00000138801', 'ENSG00000085274', 'ENSG00000181631', 'ENSG00000122550', 'ENSG00000138639', 'ENSG00000136783', 'ENSG00000144043', 'ENSG00000136870', 'ENSG00000178691', 'ENSG00000140263', 'ENSG00000174547', 'ENSG00000205659', 'ENSG00000020426', 'ENSG00000073792', 'ENSG00000168394', 'ENSG00000122862', 'ENSG00000138101', 'ENSG00000221983', 'ENSG00000088035', 'ENSG00000135407', 'ENSG00000177613', 'ENSG00000163659', 'ENSG00000161298', 'ENSG00000089195', 'ENSG00000146802', 'ENSG00000124198', 'ENSG00000162231', 'ENSG00000125434', 'ENSG00000166189', 'ENSG00000004468', 'ENSG00000107077', 'ENSG00000197622', 'ENSG00000110344', 'ENSG00000166855', 'ENSG00000196866', 'ENSG00000108733', 'ENSG00000130312', 'ENSG00000100711', 'ENSG00000149269', 'ENSG00000257727', 'ENSG00000169710', 'ENSG00000166136', 'ENSG00000104635', 'ENSG00000063176', 'ENSG00000136448', 'ENSG00000100528', 'ENSG00000118620', 'ENSG00000179583', 'ENSG00000128585', 'ENSG00000140829', 'ENSG00000186001', 'ENSG00000064607', 'ENSG00000141524', 'ENSG00000224389', 'ENSG00000170759', 'ENSG00000249115', 'ENSG00000088826', 'ENSG00000162139', 'ENSG00000174628', 'ENSG00000123064', 'ENSG00000099999', 'ENSG00000121064', 'ENSG00000106080', 'ENSG00000213889', 'ENSG00000159433', 'ENSG00000129422', 'ENSG00000198952', 'ENSG00000224531', 'ENSG00000204149', 'ENSG00000158716', 'ENSG00000166128', 'ENSG00000179988', 'ENSG00000182240', 'ENSG00000103852', 'ENSG00000155366', 'ENSG00000139218', 'ENSG00000177294', 'ENSG00000094916', 'ENSG00000145358', 'ENSG00000168421', 'ENSG00000145833', 'ENSG00000136463', 'ENSG00000121594', 'ENSG00000196123', 'ENSG00000104805', 'ENSG00000170955', 'ENSG00000095951', 'ENSG00000039319', 'ENSG00000139974', 'ENSG00000163093', 'ENSG00000162836', 'ENSG00000173988', 'ENSG00000167900', 'ENSG00000063245', 'ENSG00000111328', 'ENSG00000205189', 'ENSG00000167969', 'ENSG00000134046', 'ENSG00000137574', 'ENSG00000254415', 'ENSG00000111321', 'ENSG00000119917', 'ENSG00000189134', 'ENSG00000129071', 'ENSG00000198001', 'ENSG00000105559', 'ENSG00000135775', 'ENSG00000140564', 'ENSG00000167522', 'ENSG00000188060', 'ENSG00000017260', 'ENSG00000178974', 'ENSG00000184500', 'ENSG00000145907', 'ENSG00000070010', 'ENSG00000139651', 'ENSG00000243156', 'ENSG00000205356', 'ENSG00000102780', 'ENSG00000182636', 'ENSG00000100300', 'ENSG00000156675', 'ENSG00000172175', 'ENSG00000109606', 'ENSG00000167397', 'ENSG00000167394', 'ENSG00000163923', 'ENSG00000068028', 'ENSG00000132436', 'ENSG00000117597', 'ENSG00000074660', 'ENSG00000156030', 'ENSG00000181523', 'ENSG00000152700', 'ENSG00000033011', 'ENSG00000102870', 'ENSG00000178295', 'ENSG00000204136', 'ENSG00000166446', 'ENSG00000148908', 'ENSG00000138835', 'ENSG00000181751', 'ENSG00000143442', 'ENSG00000127463', 'ENSG00000133422', 'ENSG00000122678', 'ENSG00000158470', 'ENSG00000114735', 'ENSG00000177595', 'ENSG00000170903', 'ENSG00000145782', 'ENSG00000187024', 'ENSG00000167797', 'ENSG00000146670', 'ENSG00000079215', 'ENSG00000053918', 'ENSG00000170175', 'ENSG00000066697', 'ENSG00000188026', 'ENSG00000010318', 'ENSG00000106178', 'ENSG00000118705', 'ENSG00000075399', 'ENSG00000010361', 'ENSG00000188641', 'ENSG00000110492', 'ENSG00000120709', 'ENSG00000169682', 'ENSG00000229809', 'ENSG00000087088', 'ENSG00000166311', 'ENSG00000122390', 'ENSG00000170340', 'ENSG00000150457', 'ENSG00000004864', 'ENSG00000148677', 'ENSG00000164733', 'ENSG00000162222', 'ENSG00000136111', 'ENSG00000038219', 'ENSG00000125726', 'ENSG00000100122', 'ENSG00000105202', 'ENSG00000135317', 'ENSG00000178386', 'ENSG00000149782', 'ENSG00000169246', 'ENSG00000119185', 'ENSG00000148843', 'ENSG00000120686', 'ENSG00000186635', 'ENSG00000197272', 'ENSG00000189144', 'ENSG00000144649', 'ENSG00000153395', 'ENSG00000120992', 'ENSG00000183255', 'ENSG00000112305', 'ENSG00000071054', 'ENSG00000120656', 'ENSG00000154978', 'ENSG00000137877', 'ENSG00000112697', 'ENSG00000160688', 'ENSG00000063180', 'ENSG00000161265', 'ENSG00000111678', 'ENSG00000205581', 'ENSG00000144214', 'ENSG00000032742', 'ENSG00000182985', 'ENSG00000213793', 'ENSG00000165832', 'ENSG00000176024', 'ENSG00000125945', 'ENSG00000129467', 'ENSG00000168411', 'ENSG00000075239', 'ENSG00000126261', 'ENSG00000205937', 'ENSG00000143742', 'ENSG00000205808', 'ENSG00000128951', 'ENSG00000100284', 'ENSG00000124588', 'ENSG00000185340', 'ENSG00000055955', 'ENSG00000109099', 'ENSG00000094914', 'ENSG00000139508', 'ENSG00000115414', 'ENSG00000163106', 'ENSG00000168488', 'ENSG00000171792', 'ENSG00000198964', 'ENSG00000103381', 'ENSG00000156958', 'ENSG00000125843', 'ENSG00000155849', 'ENSG00000101247', 'ENSG00000186111', 'ENSG00000147854', 'ENSG00000165733', 'ENSG00000181467', 'ENSG00000136867', 'ENSG00000140105', 'ENSG00000160746', 'ENSG00000100104', 'ENSG00000160439', 'ENSG00000110955', 'ENSG00000027075', 'ENSG00000186446', 'ENSG00000144021', 'ENSG00000178789', 'ENSG00000018189', 'ENSG00000071205', 'ENSG00000154945', 'ENSG00000152223', 'ENSG00000158079', 'ENSG00000198718', 'ENSG00000073111', 'ENSG00000160013', 'ENSG00000240682', 'ENSG00000123609', 'ENSG00000055070', 'ENSG00000104856', 'ENSG00000127774', 'ENSG00000204514', 'ENSG00000100304', 'ENSG00000234545', 'ENSG00000074416', 'ENSG00000146757', 'ENSG00000146425', 'ENSG00000068971', 'ENSG00000157212', 'ENSG00000198089', 'ENSG00000115365', 'ENSG00000130303', 'ENSG00000241370', 'ENSG00000171791', 'ENSG00000146918', 'ENSG00000184060', 'ENSG00000127824', 'ENSG00000183684', 'ENSG00000206418', 'ENSG00000106683', 'ENSG00000156642', 'ENSG00000196652', 'ENSG00000132964', 'ENSG00000145287', 'ENSG00000144228', 'ENSG00000143106', 'ENSG00000187713', 'ENSG00000204120', 'ENSG00000169762', 'ENSG00000108370', 'ENSG00000125505', 'ENSG00000198498', 'ENSG00000177058', 'ENSG00000169826', 'ENSG00000177096', 'ENSG00000137714', 'ENSG00000011295', 'ENSG00000119487', 'ENSG00000185728', 'ENSG00000106976', 'ENSG00000198919', 'ENSG00000008405', 'ENSG00000111850', 'ENSG00000173193', 'ENSG00000198554', 'ENSG00000006634', 'ENSG00000177427', 'ENSG00000168062', 'ENSG00000108559', 'ENSG00000127980', 'ENSG00000169019', 'ENSG00000146872', 'ENSG00000150961', 'ENSG00000204852', 'ENSG00000104325', 'ENSG00000129028', 'ENSG00000158467', 'ENSG00000171448', 'ENSG00000204104', 'ENSG00000147687', 'ENSG00000196535', 'ENSG00000156858', 'ENSG00000173334', 'ENSG00000163904', 'ENSG00000122877', 'ENSG00000177239', 'ENSG00000164587', 'ENSG00000075275', 'ENSG00000141034', 'ENSG00000178188', 'ENSG00000197362', 'ENSG00000147955', 'ENSG00000205730', 'ENSG00000066933', 'ENSG00000243789', 'ENSG00000100201', 'ENSG00000052749', 'ENSG00000149177', 'ENSG00000138380', 'ENSG00000187630', 'ENSG00000107864', 'ENSG00000117305', 'ENSG00000169139', 'ENSG00000197256', 'ENSG00000104450', 'ENSG00000116774', 'ENSG00000171503', 'ENSG00000130299', 'ENSG00000165714', 'ENSG00000204599', 'ENSG00000083937', 'ENSG00000088038', 'ENSG00000135047', 'ENSG00000072518', 'ENSG00000181220', 'ENSG00000166435', 'ENSG00000179593', 'ENSG00000101439', 'ENSG00000178226', 'ENSG00000133328', 'ENSG00000168385', 'ENSG00000102710', 'ENSG00000169105', 'ENSG00000171552', 'ENSG00000100162', 'ENSG00000087269', 'ENSG00000133884', 'ENSG00000149554', 'ENSG00000146707', 'ENSG00000114439', 'ENSG00000164104', 'ENSG00000008853', 'ENSG00000197713', 'ENSG00000171943', 'ENSG00000163625', 'ENSG00000047315', 'ENSG00000161929', 'ENSG00000162645', 'ENSG00000158864', 'ENSG00000169021', 'ENSG00000180008', 'ENSG00000054148', 'ENSG00000126775', 'ENSG00000225663', 'ENSG00000125703', 'ENSG00000141401', 'ENSG00000127419', 'ENSG00000185883', 'ENSG00000135828', 'ENSG00000179151', 'ENSG00000105204', 'ENSG00000166860', 'ENSG00000133112', 'ENSG00000165923', 'ENSG00000128590', 'ENSG00000101084', 'ENSG00000089094', 'ENSG00000162654', 'ENSG00000141391', 'ENSG00000175701', 'ENSG00000183864', 'ENSG00000175970', 'ENSG00000001629', 'ENSG00000163026', 'ENSG00000133703', 'ENSG00000100412', 'ENSG00000144959', 'ENSG00000175792', 'ENSG00000105656', 'ENSG00000171634', 'ENSG00000136478', 'ENSG00000058799', 'ENSG00000167110', 'ENSG00000101654', 'ENSG00000197162', 'ENSG00000204681', 'ENSG00000133048', 'ENSG00000078487', 'ENSG00000080802', 'ENSG00000184897', 'ENSG00000196839', 'ENSG00000204161', 'ENSG00000198853', 'ENSG00000138614', 'ENSG00000152454', 'ENSG00000180834', 'ENSG00000168538', 'ENSG00000079332', 'ENSG00000126351', 'ENSG00000145979', 'ENSG00000141434', 'ENSG00000008256', 'ENSG00000135049', 'ENSG00000144115', 'ENSG00000119203', 'ENSG00000196639', 'ENSG00000148690', 'ENSG00000037474', 'ENSG00000139233', 'ENSG00000140992', 'ENSG00000184497', 'ENSG00000125787', 'ENSG00000137338', 'ENSG00000075790', 'ENSG00000169087', 'ENSG00000159788', 'ENSG00000183828', 'ENSG00000099330', 'ENSG00000048828', 'ENSG00000106665', 'ENSG00000158636', 'ENSG00000056050', 'ENSG00000003509', 'ENSG00000166965', 'ENSG00000175054', 'ENSG00000197355', 'ENSG00000113749', 'ENSG00000065491', 'ENSG00000137876', 'ENSG00000186074', 'ENSG00000184903', 'ENSG00000137076', 'ENSG00000157224', 'ENSG00000134369', 'ENSG00000158417', 'ENSG00000131943', 'ENSG00000128849', 'ENSG00000167904', 'ENSG00000178209', 'ENSG00000153879', 'ENSG00000163251', 'ENSG00000055208', 'ENSG00000105329', 'ENSG00000100325', 'ENSG00000125384', 'ENSG00000161551', 'ENSG00000091527', 'ENSG00000185658', 'ENSG00000089639', 'ENSG00000165474', 'ENSG00000198176', 'ENSG00000010072', 'ENSG00000149016', 'ENSG00000136108', 'ENSG00000145916', 'ENSG00000135046', 'ENSG00000173273', 'ENSG00000108465', 'ENSG00000135540', 'ENSG00000149091', 'ENSG00000166170', 'ENSG00000149089', 'ENSG00000169245', 'ENSG00000127804', 'ENSG00000012660', 'ENSG00000140848', 'ENSG00000160298', 'ENSG00000100726', 'ENSG00000232112', 'ENSG00000118503', 'ENSG00000159228', 'ENSG00000148154', 'ENSG00000157349', 'ENSG00000167193', 'ENSG00000175066', 'ENSG00000108604', 'ENSG00000158555', 'ENSG00000181444', 'ENSG00000119041', 'ENSG00000135801', 'ENSG00000183283', 'ENSG00000124177', 'ENSG00000198736', 'ENSG00000166401', 'ENSG00000111843', 'ENSG00000049618', 'ENSG00000182310', 'ENSG00000088832', 'ENSG00000165490', 'ENSG00000008710', 'ENSG00000110721', 'ENSG00000028203', 'ENSG00000197646', 'ENSG00000178695', 'ENSG00000156253', 'ENSG00000164010', 'ENSG00000211455', 'ENSG00000100632', 'ENSG00000068796', 'ENSG00000171988', 'ENSG00000027847', 'ENSG00000164125', 'ENSG00000127922', 'ENSG00000107262', 'ENSG00000171169', 'ENSG00000148153', 'ENSG00000163818', 'ENSG00000100461', 'ENSG00000197063', 'ENSG00000136802', 'ENSG00000108883', 'ENSG00000056097', 'ENSG00000074657', 'ENSG00000065150', 'ENSG00000105778', 'ENSG00000123106', 'ENSG00000148337', 'ENSG00000171617', 'ENSG00000205531', 'ENSG00000067715', 'ENSG00000108219', 'ENSG00000156603', 'ENSG00000164506', 'ENSG00000184983', 'ENSG00000069943', 'ENSG00000123200', 'ENSG00000198060', 'ENSG00000077782', 'ENSG00000130560', 'ENSG00000178038', 'ENSG00000103194', 'ENSG00000171681', 'ENSG00000139624', 'ENSG00000178971', 'ENSG00000152455', 'ENSG00000070423', 'ENSG00000135040', 'ENSG00000115935', 'ENSG00000162227', 'ENSG00000165410', 'ENSG00000182168', 'ENSG00000108641', 'ENSG00000151702', 'ENSG00000091640', 'ENSG00000187555', 'ENSG00000004399', 'ENSG00000166033', 'ENSG00000152082', 'ENSG00000186827', 'ENSG00000141252', 'ENSG00000163512', 'ENSG00000103966', 'ENSG00000132326', 'ENSG00000168904', 'ENSG00000085491', 'ENSG00000100580', 'ENSG00000050130', 'ENSG00000036054', 'ENSG00000122674', 'ENSG00000101182', 'ENSG00000131876', 'ENSG00000109445', 'ENSG00000008513', 'ENSG00000213977', 'ENSG00000177700', 'ENSG00000122696', 'ENSG00000106799', 'ENSG00000138138', 'ENSG00000152422', 'ENSG00000242247', 'ENSG00000124209', 'ENSG00000135597', 'ENSG00000170846', 'ENSG00000154265', 'ENSG00000167992', 'ENSG00000137628', 'ENSG00000164040', 'ENSG00000235453', 'ENSG00000135205', 'ENSG00000173456', 'ENSG00000176986', 'ENSG00000004975', 'ENSG00000147535', 'ENSG00000100603', 'ENSG00000117877', 'ENSG00000130640', 'ENSG00000119048', 'ENSG00000185475', 'ENSG00000163281', 'ENSG00000181513', 'ENSG00000123700', 'ENSG00000109189', 'ENSG00000164828', 'ENSG00000100226', 'ENSG00000146223', 'ENSG00000214226', 'ENSG00000168256', 'ENSG00000134884', 'ENSG00000100445', 'ENSG00000110717', 'ENSG00000034533', 'ENSG00000165406', 'ENSG00000106211', 'ENSG00000197008', 'ENSG00000072803', 'ENSG00000198722', 'ENSG00000141627', 'ENSG00000165312', 'ENSG00000179950', 'ENSG00000197586', 'ENSG00000147669', 'ENSG00000167447', 'ENSG00000130270', 'ENSG00000148719', 'ENSG00000184840', 'ENSG00000177707', 'ENSG00000177225', 'ENSG00000099364', 'ENSG00000187676', 'ENSG00000171522', 'ENSG00000168255', 'ENSG00000205045', 'ENSG00000196792', 'ENSG00000105849', 'ENSG00000070770', 'ENSG00000112877', 'ENSG00000167716', 'ENSG00000173451', 'ENSG00000135637', 'ENSG00000243477', 'ENSG00000259494', 'ENSG00000029364', 'ENSG00000169679', 'ENSG00000137055', 'ENSG00000076248', 'ENSG00000196588', 'ENSG00000125875', 'ENSG00000064313', 'ENSG00000159063', 'ENSG00000182022', 'ENSG00000164896', 'ENSG00000196116', 'ENSG00000091651', 'ENSG00000138459', 'ENSG00000014216', 'ENSG00000111581', 'ENSG00000269343', 'ENSG00000157353', 'ENSG00000133195', 'ENSG00000178177', 'ENSG00000136261', 'ENSG00000198604', 'ENSG00000005882', 'ENSG00000015153', 'ENSG00000047578', 'ENSG00000166851', 'ENSG00000100601', 'ENSG00000112200', 'ENSG00000140612', 'ENSG00000151247', 'ENSG00000162402', 'ENSG00000136682', 'ENSG00000196943', 'ENSG00000213398', 'ENSG00000159202', 'ENSG00000149308', 'ENSG00000166920', 'ENSG00000173744', 'ENSG00000153767', 'ENSG00000181827', 'ENSG00000198848', 'ENSG00000183576', 'ENSG00000133119', 'ENSG00000197061', 'ENSG00000132950', 'ENSG00000137310', 'ENSG00000153066', 'ENSG00000171848', 'ENSG00000107643', 'ENSG00000104973', 'ENSG00000162129', 'ENSG00000124370', 'ENSG00000162298', 'ENSG00000158545', 'ENSG00000160336', 'ENSG00000113658', 'ENSG00000119314', 'ENSG00000028528', 'ENSG00000100697', 'ENSG00000106868', 'ENSG00000105341', 'ENSG00000128016', 'ENSG00000100316', 'ENSG00000149084', 'ENSG00000146409', 'ENSG00000183520', 'ENSG00000181963', 'ENSG00000112787', 'ENSG00000141086', 'ENSG00000117448', 'ENSG00000181404', 'ENSG00000131067', 'ENSG00000162144', 'ENSG00000172403', 'ENSG00000137710', 'ENSG00000104131', 'ENSG00000103540', 'ENSG00000013375', 'ENSG00000179299', 'ENSG00000136026', 'ENSG00000062598', 'ENSG00000153989', 'ENSG00000182810', 'ENSG00000132394', 'ENSG00000137731', 'ENSG00000105875', 'ENSG00000205436', 'ENSG00000136404', 'ENSG00000124702', 'ENSG00000143643', 'ENSG00000165644', 'ENSG00000243646', 'ENSG00000169026', 'ENSG00000136935', 'ENSG00000073803', 'ENSG00000104823', 'ENSG00000143418', 'ENSG00000100722', 'ENSG00000108518', 'ENSG00000116161', 'ENSG00000248592', 'ENSG00000013523', 'ENSG00000134882', 'ENSG00000120049', 'ENSG00000166501', 'ENSG00000129636', 'ENSG00000157895', 'ENSG00000203666', 'ENSG00000012232', 'ENSG00000115758', 'ENSG00000135587', 'ENSG00000104517', 'ENSG00000100258', 'ENSG00000168014', 'ENSG00000161277', 'ENSG00000130517', 'ENSG00000266714', 'ENSG00000103197', 'ENSG00000115486', 'ENSG00000196757', 'ENSG00000197461', 'ENSG00000204394', 'ENSG00000057608', 'ENSG00000131018', 'ENSG00000087301', 'ENSG00000127022', 'ENSG00000154237', 'ENSG00000167615', 'ENSG00000253251', 'ENSG00000067560', 'ENSG00000174738', 'ENSG00000184557', 'ENSG00000087085', 'ENSG00000140396', 'ENSG00000126216', 'ENSG00000138757', 'ENSG00000121057', 'ENSG00000129993', 'ENSG00000125457', 'ENSG00000088325', 'ENSG00000101160', 'ENSG00000129493', 'ENSG00000134107', 'ENSG00000147601', 'ENSG00000197249', 'ENSG00000047621', 'ENSG00000077150', 'ENSG00000215712', 'ENSG00000145990', 'ENSG00000171643', 'ENSG00000182670', 'ENSG00000125347', 'ENSG00000111880', 'ENSG00000198055', 'ENSG00000120942', 'ENSG00000167515', 'ENSG00000167987', 'ENSG00000133466', 'ENSG00000178694', 'ENSG00000213186', 'ENSG00000179912', 'ENSG00000140939', 'ENSG00000255837', 'ENSG00000179218', 'ENSG00000106415', 'ENSG00000125753', 'ENSG00000067167', 'ENSG00000132017', 'ENSG00000068885', 'ENSG00000189306', 'ENSG00000144580', 'ENSG00000213020', 'ENSG00000177302', 'ENSG00000168575', 'ENSG00000168495', 'ENSG00000081014', 'ENSG00000137494', 'ENSG00000163788', 'ENSG00000123739', 'ENSG00000172638', 'ENSG00000108474', 'ENSG00000198690', 'ENSG00000089248', 'ENSG00000198142', 'ENSG00000134954', 'ENSG00000164236', 'ENSG00000118514', 'ENSG00000129197', 'ENSG00000259431', 'ENSG00000065154', 'ENSG00000083814', 'ENSG00000102898', 'ENSG00000163138', 'ENSG00000105829', 'ENSG00000124444', 'ENSG00000104903', 'ENSG00000122591', 'ENSG00000140988', 'ENSG00000079257', 'ENSG00000025770', 'ENSG00000103091', 'ENSG00000105327', 'ENSG00000113300', 'ENSG00000125107', 'ENSG00000168876', 'ENSG00000092841', 'ENSG00000121716', 'ENSG00000125977', 'ENSG00000181135', 'ENSG00000112167', 'ENSG00000167978', 'ENSG00000057663', 'ENSG00000099284', 'ENSG00000178567', 'ENSG00000186104', 'ENSG00000196821', 'ENSG00000119396', 'ENSG00000002834', 'ENSG00000111729', 'ENSG00000119912', 'ENSG00000196126', 'ENSG00000115020', 'ENSG00000141127', 'ENSG00000156860', 'ENSG00000138777', 'ENSG00000113811', 'ENSG00000172663', 'ENSG00000130595', 'ENSG00000137996', 'ENSG00000095370', 'ENSG00000160961', 'ENSG00000165660', 'ENSG00000002919', 'ENSG00000173548', 'ENSG00000060762', 'ENSG00000171700', 'ENSG00000121879', 'ENSG00000110077', 'ENSG00000100294', 'ENSG00000055211', 'ENSG00000196787', 'ENSG00000187193', 'ENSG00000168781', 'ENSG00000125454', 'ENSG00000026297', 'ENSG00000049656', 'ENSG00000114541', 'ENSG00000174282', 'ENSG00000114902', 'ENSG00000124160', 'ENSG00000137842', 'ENSG00000156970', 'ENSG00000213402', 'ENSG00000072571', 'ENSG00000070614', 'ENSG00000120217', 'ENSG00000167291', 'ENSG00000055609', 'ENSG00000145850', 'ENSG00000183696', 'ENSG00000130717', 'ENSG00000101365', 'ENSG00000108819', 'ENSG00000100139', 'ENSG00000155034', 'ENSG00000170906', 'ENSG00000187994', 'ENSG00000087074', 'ENSG00000112972', 'ENSG00000005100', 'ENSG00000125375', 'ENSG00000174243', 'ENSG00000135164', 'ENSG00000176946', 'ENSG00000004777', 'ENSG00000170142', 'ENSG00000184281', 'ENSG00000127184', 'ENSG00000121039', 'ENSG00000104863', 'ENSG00000238227', 'ENSG00000109084', 'ENSG00000148291', 'ENSG00000009790', 'ENSG00000116857', 'ENSG00000170876', 'ENSG00000197837', 'ENSG00000198843', 'ENSG00000152127', 'ENSG00000128512', 'ENSG00000165983', 'ENSG00000172775', 'ENSG00000065308', 'ENSG00000176658', 'ENSG00000129933', 'ENSG00000165304', 'ENSG00000113140', 'ENSG00000113851', 'ENSG00000100596', 'ENSG00000135018', 'ENSG00000089902', 'ENSG00000089048', 'ENSG00000141646', 'ENSG00000122687', 'ENSG00000169155', 'ENSG00000197142', 'ENSG00000198682', 'ENSG00000064201', 'ENSG00000100918', 'ENSG00000105135', 'ENSG00000155307', 'ENSG00000213799', 'ENSG00000078674', 'ENSG00000163121', 'ENSG00000149809', 'ENSG00000169032', 'ENSG00000162972', 'ENSG00000100234', 'ENSG00000152133', 'ENSG00000100934', 'ENSG00000119535', 'ENSG00000124459', 'ENSG00000134061', 'ENSG00000145439', 'ENSG00000134419', 'ENSG00000070476', 'ENSG00000181894', 'ENSG00000114209', 'ENSG00000058063', 'ENSG00000101752', 'ENSG00000166181', 'ENSG00000124767', 'ENSG00000196150', 'ENSG00000109083', 'ENSG00000138613', 'ENSG00000185989', 'ENSG00000114784', 'ENSG00000057657', 'ENSG00000075240', 'ENSG00000185721', 'ENSG00000092439', 'ENSG00000166734', 'ENSG00000140332', 'ENSG00000139679', 'ENSG00000198642', 'ENSG00000157992', 'ENSG00000180917', 'ENSG00000196305', 'ENSG00000196642', 'ENSG00000166532', 'ENSG00000181885', 'ENSG00000198931', 'ENSG00000236287', 'ENSG00000112031', 'ENSG00000114529', 'ENSG00000173960', 'ENSG00000088451', 'ENSG00000122707', 'ENSG00000100991', 'ENSG00000124782', 'ENSG00000154813', 'ENSG00000187688', 'ENSG00000092094', 'ENSG00000077235', 'ENSG00000123146', 'ENSG00000152348', 'ENSG00000197580', 'ENSG00000139620', 'ENSG00000169203', 'ENSG00000087263', 'ENSG00000105499', 'ENSG00000172081', 'ENSG00000182944', 'ENSG00000110367', 'ENSG00000128309', 'ENSG00000140326', 'ENSG00000106591', 'ENSG00000153823', 'ENSG00000138246', 'ENSG00000196510', 'ENSG00000154767', 'ENSG00000100526', 'ENSG00000126267', 'ENSG00000178927', 'ENSG00000138778', 'ENSG00000173890', 'ENSG00000113522', 'ENSG00000187796', 'ENSG00000071243', 'ENSG00000128923', 'ENSG00000166927', 'ENSG00000129128', 'ENSG00000112576', 'ENSG00000118496', 'ENSG00000063322', 'ENSG00000163697', 'ENSG00000110013', 'ENSG00000141027', 'ENSG00000100442', 'ENSG00000181991', 'ENSG00000138600', 'ENSG00000156502', 'ENSG00000169020', 'ENSG00000049089', 'ENSG00000139180', 'ENSG00000023041', 'ENSG00000079308', 'ENSG00000159592', 'ENSG00000125733', 'ENSG00000168546', 'ENSG00000179331', 'ENSG00000114302', 'ENSG00000006695', 'ENSG00000130204', 'ENSG00000167862', 'ENSG00000178921', 'ENSG00000159176', 'ENSG00000135211', 'ENSG00000169184', 'ENSG00000173889', 'ENSG00000112282', 'ENSG00000147679', 'ENSG00000140153', 'ENSG00000133874', 'ENSG00000166133', 'ENSG00000163378', 'ENSG00000174013', 'ENSG00000196914', 'ENSG00000100220', 'ENSG00000070761', 'ENSG00000136699', 'ENSG00000134852', 'ENSG00000105325', 'ENSG00000165898', 'ENSG00000172728', 'ENSG00000055130', 'ENSG00000130589', 'ENSG00000099995', 'ENSG00000169919', 'ENSG00000138135', 'ENSG00000146587', 'ENSG00000073169', 'ENSG00000197157', 'ENSG00000163684', 'ENSG00000120256', 'ENSG00000168806', 'ENSG00000106066', 'ENSG00000165916', 'ENSG00000110011', 'ENSG00000129355', 'ENSG00000153250', 'ENSG00000167671', 'ENSG00000112242', 'ENSG00000198556', 'ENSG00000156113', 'ENSG00000198563', 'ENSG00000137802', 'ENSG00000167004', 'ENSG00000100083', 'ENSG00000233927', 'ENSG00000123095', 'ENSG00000170542', 'ENSG00000160256', 'ENSG00000163900', 'ENSG00000125870', 'ENSG00000102763', 'ENSG00000148339', 'ENSG00000177943', 'ENSG00000104763', 'ENSG00000006282', 'ENSG00000147650', 'ENSG00000115484', 'ENSG00000064666', 'ENSG00000073060', 'ENSG00000121413', 'ENSG00000137198', 'ENSG00000172888', 'ENSG00000154310', 'ENSG00000141429', 'ENSG00000125967', 'ENSG00000102572', 'ENSG00000169564', 'ENSG00000269404', 'ENSG00000080824', 'ENSG00000065802', 'ENSG00000133302', 'ENSG00000174903', 'ENSG00000138316', 'ENSG00000231852', 'ENSG00000122873', 'ENSG00000188612', 'ENSG00000067182', 'ENSG00000170222', 'ENSG00000114744', 'ENSG00000103148', 'ENSG00000126457', 'ENSG00000175115', 'ENSG00000106034', 'ENSG00000104447', 'ENSG00000185621', 'ENSG00000204356', 'ENSG00000103005', 'ENSG00000173653', 'ENSG00000063241', 'ENSG00000068903', 'ENSG00000179454', 'ENSG00000140022', 'ENSG00000138231', 'ENSG00000166908', 'ENSG00000185885', 'ENSG00000110274', 'ENSG00000105568', 'ENSG00000127884', 'ENSG00000145734', 'ENSG00000112304', 'ENSG00000070882', 'ENSG00000113924', 'ENSG00000174917', 'ENSG00000135698', 'ENSG00000147894', 'ENSG00000167487', 'ENSG00000172273', 'ENSG00000130513', 'ENSG00000175550', 'ENSG00000078304', 'ENSG00000073711', 'ENSG00000150316', 'ENSG00000165861', 'ENSG00000164985', 'ENSG00000163633', 'ENSG00000101391', 'ENSG00000065833', 'ENSG00000185115', 'ENSG00000197121', 'ENSG00000125148', 'ENSG00000007129', 'ENSG00000197747', 'ENSG00000137764', 'ENSG00000026025', 'ENSG00000074356', 'ENSG00000152193', 'ENSG00000072364', 'ENSG00000173598', 'ENSG00000132965', 'ENSG00000163568', 'ENSG00000185477', 'ENSG00000170312', 'ENSG00000182154', 'ENSG00000110906', 'ENSG00000131849', 'ENSG00000162341', 'ENSG00000100109', 'ENSG00000166002', 'ENSG00000089057', 'ENSG00000182197', 'ENSG00000090013', 'ENSG00000002933', 'ENSG00000138279', 'ENSG00000090661', 'ENSG00000125503', 'ENSG00000090612', 'ENSG00000213983', 'ENSG00000145050', 'ENSG00000198792', 'ENSG00000102871', 'ENSG00000175893', 'ENSG00000053747', 'ENSG00000103335', 'ENSG00000131203', 'ENSG00000166016', 'ENSG00000076201', 'ENSG00000197928', 'ENSG00000126254', 'ENSG00000099991', 'ENSG00000112149', 'ENSG00000140740', 'ENSG00000107614', 'ENSG00000142937', 'ENSG00000176476', 'ENSG00000109861', 'ENSG00000061987', 'ENSG00000125247', 'ENSG00000108433', 'ENSG00000105983', 'ENSG00000026103', 'ENSG00000140416', 'ENSG00000165801', 'ENSG00000073614', 'ENSG00000175283', 'ENSG00000107036', 'ENSG00000157538', 'ENSG00000155621', 'ENSG00000080345', 'ENSG00000136527', 'ENSG00000129484', 'ENSG00000122641', 'ENSG00000167562', 'ENSG00000173812', 'ENSG00000127511', 'ENSG00000132801', 'ENSG00000105866', 'ENSG00000241973', 'ENSG00000135390', 'ENSG00000047365', 'ENSG00000136156', 'ENSG00000131013', 'ENSG00000010270', 'ENSG00000198522', 'ENSG00000204520', 'ENSG00000170325', 'ENSG00000177706', 'ENSG00000159352', 'ENSG00000177548', 'ENSG00000187815', 'ENSG00000204560', 'ENSG00000042753', 'ENSG00000177192', 'ENSG00000117385', 'ENSG00000125779', 'ENSG00000163703', 'ENSG00000012822', 'ENSG00000141424', 'ENSG00000144746', 'ENSG00000160408', 'ENSG00000168137', 'ENSG00000166275', 'ENSG00000196968', 'ENSG00000104408', 'ENSG00000225697', 'ENSG00000115268', 'ENSG00000177733', 'ENSG00000167130', 'ENSG00000148950', 'ENSG00000091490', 'ENSG00000089006', 'ENSG00000170638', 'ENSG00000114853', 'ENSG00000157796', 'ENSG00000198589', 'ENSG00000186298', 'ENSG00000153790', 'ENSG00000198270', 'ENSG00000129245', 'ENSG00000099977', 'ENSG00000116030', 'ENSG00000126746', 'ENSG00000242550', 'ENSG00000146067', 'ENSG00000111679', 'ENSG00000177842', 'ENSG00000181090', 'ENSG00000111752', 'ENSG00000154783', 'ENSG00000198453', 'ENSG00000124207', 'ENSG00000125970', 'ENSG00000070814', 'ENSG00000130222', 'ENSG00000124831', 'ENSG00000082153', 'ENSG00000187513', 'ENSG00000060749', 'ENSG00000122958', 'ENSG00000090266', 'ENSG00000215305', 'ENSG00000126861', 'ENSG00000102805', 'ENSG00000178397', 'ENSG00000048405', 'ENSG00000121578', 'ENSG00000145912', 'ENSG00000213246', 'ENSG00000064763', 'ENSG00000173914', 'ENSG00000111224', 'ENSG00000131747', 'ENSG00000108774', 'ENSG00000177868', 'ENSG00000182087', 'ENSG00000128534', 'ENSG00000103591', 'ENSG00000140092', 'ENSG00000173757', 'ENSG00000189164', 'ENSG00000060982', 'ENSG00000172336', 'ENSG00000184305', 'ENSG00000141655', 'ENSG00000100985', 'ENSG00000090861', 'ENSG00000106803', 'ENSG00000128626', 'ENSG00000131475', 'ENSG00000141452', 'ENSG00000185686', 'ENSG00000177542', 'ENSG00000099810', 'ENSG00000135643', 'ENSG00000180901', 'ENSG00000006062', 'ENSG00000137936', 'ENSG00000130414', 'ENSG00000196476', 'ENSG00000135604', 'ENSG00000182224', 'ENSG00000150990', 'ENSG00000133641', 'ENSG00000113966', 'ENSG00000213341', 'ENSG00000163220', 'ENSG00000099308', 'ENSG00000213923', 'ENSG00000144867', 'ENSG00000148444', 'ENSG00000188820', 'ENSG00000100664', 'ENSG00000183763', 'ENSG00000088827', 'ENSG00000145349', 'ENSG00000104412', 'ENSG00000197217', 'ENSG00000030110', 'ENSG00000048544', 'ENSG00000127554', 'ENSG00000135605', 'ENSG00000137193', 'ENSG00000182247', 'ENSG00000182899', 'ENSG00000033627', 'ENSG00000156170', 'ENSG00000179532', 'ENSG00000108256', 'ENSG00000174373', 'ENSG00000243989', 'ENSG00000140511', 'ENSG00000204673', 'ENSG00000051180', 'ENSG00000126461', 'ENSG00000156831', 'ENSG00000184640', 'ENSG00000118971', 'ENSG00000091136', 'ENSG00000122085', 'ENSG00000198146', 'ENSG00000136485', 'ENSG00000183605', 'ENSG00000143553', 'ENSG00000137154', 'ENSG00000122034', 'ENSG00000175482', 'ENSG00000108039', 'ENSG00000141505', 'ENSG00000153187', 'ENSG00000157350', 'ENSG00000104213', 'ENSG00000129757', 'ENSG00000239900', 'ENSG00000093144', 'ENSG00000011454', 'ENSG00000136141', 'ENSG00000167613', 'ENSG00000172164', 'ENSG00000114423', 'ENSG00000184900', 'ENSG00000185009', 'ENSG00000136826', 'ENSG00000151327', 'ENSG00000196850', 'ENSG00000123892', 'ENSG00000171490', 'ENSG00000072310', 'ENSG00000237649', 'ENSG00000185219', 'ENSG00000138172', 'ENSG00000143393', 'ENSG00000139505', 'ENSG00000105254', 'ENSG00000146755', 'ENSG00000055917', 'ENSG00000183779', 'ENSG00000113621', 'ENSG00000163634', 'ENSG00000167601', 'ENSG00000196209', 'ENSG00000100299', 'ENSG00000144445', 'ENSG00000176108', 'ENSG00000187051', 'ENSG00000171840', 'ENSG00000166272', 'ENSG00000196262', 'ENSG00000115392', 'ENSG00000008282', 'ENSG00000131069', 'ENSG00000164221', 'ENSG00000136504', 'ENSG00000105447', 'ENSG00000205593', 'ENSG00000135439', 'ENSG00000140479', 'ENSG00000239789', 'ENSG00000174405', 'ENSG00000129173', 'ENSG00000168386', 'ENSG00000105223', 'ENSG00000196284', 'ENSG00000171714', 'ENSG00000196576', 'ENSG00000219200', 'ENSG00000111325', 'ENSG00000137818', 'ENSG00000124074', 'ENSG00000148737', 'ENSG00000074582', 'ENSG00000167914', 'ENSG00000089693', 'ENSG00000134824', 'ENSG00000113583', 'ENSG00000005801', 'ENSG00000169660', 'ENSG00000151353', 'ENSG00000103319', 'ENSG00000161999', 'ENSG00000198825', 'ENSG00000131591', 'ENSG00000125846', 'ENSG00000124225', 'ENSG00000185803', 'ENSG00000170310', 'ENSG00000196405', 'ENSG00000141367', 'ENSG00000107020', 'ENSG00000162385', 'ENSG00000142082', 'ENSG00000070444', 'ENSG00000170581', 'ENSG00000132481', 'ENSG00000143842', 'ENSG00000149548', 'ENSG00000131023', 'ENSG00000058600', 'ENSG00000124608', 'ENSG00000204472', 'ENSG00000100359', 'ENSG00000154305', 'ENSG00000186532', 'ENSG00000198954', 'ENSG00000198168', 'ENSG00000118096', 'ENSG00000005486', 'ENSG00000139572', 'ENSG00000168439', 'ENSG00000126001', 'ENSG00000160446', 'ENSG00000164111', 'ENSG00000111676', 'ENSG00000180822', 'ENSG00000196396', 'ENSG00000076321', 'ENSG00000014138', 'ENSG00000118690', 'ENSG00000135506', 'ENSG00000189079', 'ENSG00000131732', 'ENSG00000106524', 'ENSG00000149260', 'ENSG00000163131', 'ENSG00000163719', 'ENSG00000176624', 'ENSG00000085872', 'ENSG00000162302', 'ENSG00000182108', 'ENSG00000131467', 'ENSG00000197409', 'ENSG00000137177', 'ENSG00000151239', 'ENSG00000062194', 'ENSG00000197312', 'ENSG00000025293', 'ENSG00000160593', 'ENSG00000185716', 'ENSG00000121297', 'ENSG00000085982', 'ENSG00000182149', 'ENSG00000095015', 'ENSG00000131462', 'ENSG00000163191', 'ENSG00000102900', 'ENSG00000138768', 'ENSG00000139146', 'ENSG00000261609', 'ENSG00000167670', 'ENSG00000168246', 'ENSG00000153487', 'ENSG00000104643', 'ENSG00000176788', 'ENSG00000115128', 'ENSG00000242485', 'ENSG00000072694', 'ENSG00000186318', 'ENSG00000166135', 'ENSG00000134042', 'ENSG00000113070', 'ENSG00000086065', 'ENSG00000175395', 'ENSG00000163754', 'ENSG00000157379', 'ENSG00000173531', 'ENSG00000149474', 'ENSG00000103995', 'ENSG00000095485', 'ENSG00000160271', 'ENSG00000107140', 'ENSG00000120071', 'ENSG00000079134', 'ENSG00000105258', 'ENSG00000173210', 'ENSG00000204264', 'ENSG00000061936', 'ENSG00000100811', 'ENSG00000183726', 'ENSG00000108651', 'ENSG00000118785', 'ENSG00000135090', 'ENSG00000185359', 'ENSG00000163110', 'ENSG00000172575', 'ENSG00000185900', 'ENSG00000035403', 'ENSG00000103275', 'ENSG00000088766', 'ENSG00000177732', 'ENSG00000198131', 'ENSG00000165526', 'ENSG00000166004', 'ENSG00000141543', 'ENSG00000095303', 'ENSG00000138750', 'ENSG00000178917', 'ENSG00000204922', 'ENSG00000100346', 'ENSG00000070718', 'ENSG00000181450', 'ENSG00000168216', 'ENSG00000166444', 'ENSG00000216937', 'ENSG00000126749', 'ENSG00000133704', 'ENSG00000070495', 'ENSG00000213722', 'ENSG00000173818', 'ENSG00000165630', 'ENSG00000196730', 'ENSG00000102796', 'ENSG00000136878', 'ENSG00000136891', 'ENSG00000197302', 'ENSG00000083845', 'ENSG00000137462', 'ENSG00000158517', 'ENSG00000145476', 'ENSG00000101452', 'ENSG00000150787', 'ENSG00000107882', 'ENSG00000176087', 'ENSG00000092020', 'ENSG00000137845', 'ENSG00000167565', 'ENSG00000105669', 'ENSG00000185624', 'ENSG00000213965', 'ENSG00000142186', 'ENSG00000111596', 'ENSG00000171236', 'ENSG00000204209', 'ENSG00000181555', 'ENSG00000145348', 'ENSG00000077063', 'ENSG00000107672', 'ENSG00000119335', 'ENSG00000242372', 'ENSG00000095066', 'ENSG00000171067', 'ENSG00000136381', 'ENSG00000167081', 'ENSG00000145041', 'ENSG00000086848', 'ENSG00000155508', 'ENSG00000164815', 'ENSG00000099246', 'ENSG00000112996', 'ENSG00000130818', 'ENSG00000010539', 'ENSG00000038945', 'ENSG00000138867', 'ENSG00000119138', 'ENSG00000198482', 'ENSG00000151611', 'ENSG00000127580', 'ENSG00000071242', 'ENSG00000184445', 'ENSG00000165458', 'ENSG00000114353', 'ENSG00000111817', 'ENSG00000205060', 'ENSG00000077549', 'ENSG00000122042', 'ENSG00000175215', 'ENSG00000168283', 'ENSG00000180448', 'ENSG00000144579', 'ENSG00000197724', 'ENSG00000254004', 'ENSG00000136040', 'ENSG00000165392', 'ENSG00000153130', 'ENSG00000108826', 'ENSG00000117399', 'ENSG00000172530', 'ENSG00000133030', 'ENSG00000134014', 'ENSG00000082701', 'ENSG00000112308', 'ENSG00000186448', 'ENSG00000065970', 'ENSG00000087266', 'ENSG00000100483', 'ENSG00000107249', 'ENSG00000203797', 'ENSG00000184730', 'ENSG00000086666', 'ENSG00000152240', 'ENSG00000206503', 'ENSG00000178449', 'ENSG00000164808', 'ENSG00000104897', 'ENSG00000197956', 'ENSG00000066654', 'ENSG00000102524', 'ENSG00000155254', 'ENSG00000111644', 'ENSG00000138617', 'ENSG00000221909', 'ENSG00000173120', 'ENSG00000214253', 'ENSG00000162194', 'ENSG00000160200', 'ENSG00000100116', 'ENSG00000125657', 'ENSG00000087302', 'ENSG00000108961', 'ENSG00000100207', 'ENSG00000138111', 'ENSG00000129315', 'ENSG00000131115', 'ENSG00000181409', 'ENSG00000135341', 'ENSG00000165338', 'ENSG00000134262', 'ENSG00000214787', 'ENSG00000144161', 'ENSG00000112245', 'ENSG00000197498', 'ENSG00000135899', 'ENSG00000142507', 'ENSG00000145780', 'ENSG00000154127', 'ENSG00000161920', 'ENSG00000205269', 'ENSG00000167543', 'ENSG00000196470', 'ENSG00000100983', 'ENSG00000171222', 'ENSG00000262246', 'ENSG00000107593', 'ENSG00000129295', 'ENSG00000132535', 'ENSG00000140632', 'ENSG00000149577', 'ENSG00000127415', 'ENSG00000167981', 'ENSG00000175063', 'ENSG00000108591', 'ENSG00000136213', 'ENSG00000136271', 'ENSG00000100271', 'ENSG00000151725', 'ENSG00000112651', 'ENSG00000135108', 'ENSG00000099942', 'ENSG00000132825', 'ENSG00000198890', 'ENSG00000069869', 'ENSG00000010030', 'ENSG00000170365', 'ENSG00000172817', 'ENSG00000163933', 'ENSG00000161996', 'ENSG00000175224', 'ENSG00000105486', 'ENSG00000102962', 'ENSG00000198937', 'ENSG00000108700', 'ENSG00000119714', 'ENSG00000037637', 'ENSG00000162244', 'ENSG00000185697', 'ENSG00000140025', 'ENSG00000029639', 'ENSG00000167085', 'ENSG00000100629', 'ENSG00000108510', 'ENSG00000050748', 'ENSG00000179632', 'ENSG00000214022', 'ENSG00000115216', 'ENSG00000145687', 'ENSG00000133943', 'ENSG00000148057', 'ENSG00000100614', 'ENSG00000203872', 'ENSG00000115540', 'ENSG00000011590', 'ENSG00000164961', 'ENSG00000086102', 'ENSG00000137171', 'ENSG00000103196', 'ENSG00000137210', 'ENSG00000107789', 'ENSG00000176101', 'ENSG00000253958', 'ENSG00000131669', 'ENSG00000100225', 'ENSG00000062716', 'ENSG00000146373', 'ENSG00000164048', 'ENSG00000173465', 'ENSG00000205364', 'ENSG00000064419', 'ENSG00000185201', 'ENSG00000103495', 'ENSG00000112234', 'ENSG00000136451', 'ENSG00000134864', 'ENSG00000135052', 'ENSG00000186153', 'ENSG00000139350', 'ENSG00000204257', 'ENSG00000150455', 'ENSG00000132603', 'ENSG00000166896', 'ENSG00000151500', 'ENSG00000136895', 'ENSG00000205155', 'ENSG00000178229', 'ENSG00000178175', 'ENSG00000089685', 'ENSG00000198894', 'ENSG00000107185', 'ENSG00000149289', 'ENSG00000100092', 'ENSG00000163170', 'ENSG00000128609', 'ENSG00000007520', 'ENSG00000166523', 'ENSG00000167208', 'ENSG00000122882', 'ENSG00000120675', 'ENSG00000143476', 'ENSG00000256269', 'ENSG00000164209', 'ENSG00000156735', 'ENSG00000177200', 'ENSG00000167173', 'ENSG00000103363', 'ENSG00000118292', 'ENSG00000213390', 'ENSG00000168303', 'ENSG00000109390', 'ENSG00000197858', 'ENSG00000176095', 'ENSG00000146410', 'ENSG00000120798', 'ENSG00000159640', 'ENSG00000151461', 'ENSG00000241852', 'ENSG00000154589', 'ENSG00000167895', 'ENSG00000048707', 'ENSG00000204256', 'ENSG00000178726', 'ENSG00000198252', 'ENSG00000173486', 'ENSG00000185049', 'ENSG00000137700', 'ENSG00000177692', 'ENSG00000137393', 'ENSG00000137504', 'ENSG00000063761', 'ENSG00000148331', 'ENSG00000170445', 'ENSG00000010256', 'ENSG00000196419', 'ENSG00000182534', 'ENSG00000125246', 'ENSG00000162066', 'ENSG00000100823', 'ENSG00000144815', 'ENSG00000196912', 'ENSG00000119139', 'ENSG00000072609', 'ENSG00000079246', 'ENSG00000108389', 'ENSG00000074181', 'ENSG00000114520', 'ENSG00000165689', 'ENSG00000138814', 'ENSG00000189241', 'ENSG00000055483', 'ENSG00000164323', 'ENSG00000198865', 'ENSG00000185338', 'ENSG00000025156', 'ENSG00000106789', 'ENSG00000141076', 'ENSG00000156398', 'ENSG00000148672', 'ENSG00000182173', 'ENSG00000164576', 'ENSG00000100949', 'ENSG00000136930', 'ENSG00000138767', 'ENSG00000139722', 'ENSG00000075218', 'ENSG00000112699', 'ENSG00000214212', 'ENSG00000185730', 'ENSG00000173575', 'ENSG00000168026', 'ENSG00000112584', 'ENSG00000185482', 'ENSG00000141510', 'ENSG00000141446', 'ENSG00000182199', 'ENSG00000133316', 'ENSG00000102981', 'ENSG00000181381', 'ENSG00000079459', 'ENSG00000141905', 'ENSG00000132274', 'ENSG00000140265', 'ENSG00000168894', 'ENSG00000196683', 'ENSG00000148688', 'ENSG00000111361', 'ENSG00000104859', 'ENSG00000147443', 'ENSG00000126777', 'ENSG00000170430', 'ENSG00000141337', 'ENSG00000107863', 'ENSG00000205423', 'ENSG00000137491', 'ENSG00000076928', 'ENSG00000125952', 'ENSG00000167600', 'ENSG00000132669', 'ENSG00000162976', 'ENSG00000196562', 'ENSG00000125744', 'ENSG00000170860', 'ENSG00000148660', 'ENSG00000147364', 'ENSG00000108846', 'ENSG00000156469', 'ENSG00000153012', 'ENSG00000106692', 'ENSG00000148834', 'ENSG00000213523', 'ENSG00000135686', 'ENSG00000181666', 'ENSG00000197647', 'ENSG00000168010', 'ENSG00000172936', 'ENSG00000158604', 'ENSG00000136869', 'ENSG00000169118', 'ENSG00000168298', 'ENSG00000172172', 'ENSG00000165119', 'ENSG00000125991', 'ENSG00000183978', 'ENSG00000204438', 'ENSG00000165782', 'ENSG00000175643', 'ENSG00000141376', 'ENSG00000175390', 'ENSG00000156535', 'ENSG00000053254', 'ENSG00000136813', 'ENSG00000182158', 'ENSG00000144677', 'ENSG00000173200', 'ENSG00000123411', 'ENSG00000150401', 'ENSG00000165156', 'ENSG00000164342', 'ENSG00000133243', 'ENSG00000240344', 'ENSG00000126561', 'ENSG00000166166', 'ENSG00000132376', 'ENSG00000135446', 'ENSG00000101052', 'ENSG00000149136', 'ENSG00000047249', 'ENSG00000127081', 'ENSG00000198382', 'ENSG00000248905', 'ENSG00000183549', 'ENSG00000125835', 'ENSG00000134627', 'ENSG00000188994', 'ENSG00000196655', 'ENSG00000176170', 'ENSG00000166140', 'ENSG00000107951', 'ENSG00000105281', 'ENSG00000066855', 'ENSG00000161021', 'ENSG00000081087', 'ENSG00000167280', 'ENSG00000166436', 'ENSG00000073536', 'ENSG00000086300', 'ENSG00000170891', 'ENSG00000152642', 'ENSG00000183826', 'ENSG00000186431', 'ENSG00000005156', 'ENSG00000140455', 'ENSG00000161791', 'ENSG00000010810', 'ENSG00000112062', 'ENSG00000181374', 'ENSG00000109917', 'ENSG00000244694', 'ENSG00000164309', 'ENSG00000120158', 'ENSG00000164187', 'ENSG00000122966', 'ENSG00000090104', 'ENSG00000129566', 'ENSG00000130309', 'ENSG00000188554', 'ENSG00000167526', 'ENSG00000158828', 'ENSG00000144635', 'ENSG00000108384', 'ENSG00000172602', 'ENSG00000124104', 'ENSG00000109775', 'ENSG00000075914', 'ENSG00000197299', 'ENSG00000101596', 'ENSG00000164889', 'ENSG00000184009', 'ENSG00000048052', 'ENSG00000181722', 'ENSG00000112742', 'ENSG00000101464', 'ENSG00000184992', 'ENSG00000197535', 'ENSG00000214413', 'ENSG00000132604', 'ENSG00000256537', 'ENSG00000180787', 'ENSG00000189050', 'ENSG00000105662', 'ENSG00000101336', 'ENSG00000141068', 'ENSG00000002587', 'ENSG00000100410', 'ENSG00000136247', 'ENSG00000150656', 'ENSG00000083168', 'ENSG00000122482', 'ENSG00000139746', 'ENSG00000175581', 'ENSG00000104866', 'ENSG00000140497', 'ENSG00000168291', 'ENSG00000110172', 'ENSG00000108506', 'ENSG00000136425', 'ENSG00000132780', 'ENSG00000128699', 'ENSG00000088992', 'ENSG00000259330', 'ENSG00000197808', 'ENSG00000069248', 'ENSG00000151151', 'ENSG00000115944', 'ENSG00000166619', 'ENSG00000167005', 'ENSG00000255423', 'ENSG00000143545', 'ENSG00000185651', 'ENSG00000163466', 'ENSG00000213619', 'ENSG00000169727', 'ENSG00000108561', 'ENSG00000071626', 'ENSG00000163872', 'ENSG00000132522', 'ENSG00000170873', 'ENSG00000119878', 'ENSG00000103496', 'ENSG00000185808', 'ENSG00000204287', 'ENSG00000182185', 'ENSG00000165283', 'ENSG00000167283', 'ENSG00000142166', 'ENSG00000254087', 'ENSG00000140577', 'ENSG00000173915', 'ENSG00000065357', 'ENSG00000080189', 'ENSG00000103528', 'ENSG00000198805', 'ENSG00000128228', 'ENSG00000136521', 'ENSG00000051009', 'ENSG00000075826', 'ENSG00000065548', 'ENSG00000154016', 'ENSG00000151148', 'ENSG00000100416', 'ENSG00000106701', 'ENSG00000100350', 'ENSG00000088970', 'ENSG00000063978', 'ENSG00000168395', 'ENSG00000132467', 'ENSG00000215717', 'ENSG00000011426', 'ENSG00000106991', 'ENSG00000110756', 'ENSG00000198417', 'ENSG00000167272', 'ENSG00000132361', 'ENSG00000175166', 'ENSG00000125037', 'ENSG00000176953', 'ENSG00000079462', 'ENSG00000159761', 'ENSG00000163931', 'ENSG00000100401', 'ENSG00000069956', 'ENSG00000138160', 'ENSG00000080819', 'ENSG00000183066', 'ENSG00000136205', 'ENSG00000100731', 'ENSG00000103342', 'ENSG00000114126', 'ENSG00000137414', 'ENSG00000010219', 'ENSG00000122694', 'ENSG00000165219', 'ENSG00000070961', 'ENSG00000180263', 'ENSG00000141968', 'ENSG00000138119', 'ENSG00000115827', 'ENSG00000166337', 'ENSG00000181982', 'ENSG00000198324', 'ENSG00000168028', 'ENSG00000131043', 'ENSG00000137331', 'ENSG00000132406', 'ENSG00000151065', 'ENSG00000033170', 'ENSG00000142494', 'ENSG00000100038', 'ENSG00000121577', 'ENSG00000164068', 'ENSG00000110651', 'ENSG00000119227', 'ENSG00000099341', 'ENSG00000146072', 'ENSG00000100485', 'ENSG00000197933', 'ENSG00000113734', 'ENSG00000088205', 'ENSG00000146094', 'ENSG00000100297', 'ENSG00000168005', 'ENSG00000172197', 'ENSG00000182718', 'ENSG00000141698', 'ENSG00000011485', 'ENSG00000135482', 'ENSG00000171298', 'ENSG00000103226', 'ENSG00000071537', 'ENSG00000100376', 'ENSG00000140650', 'ENSG00000077463', 'ENSG00000103653', 'ENSG00000172667', 'ENSG00000187554', 'ENSG00000160796', 'ENSG00000115590', 'ENSG00000100605', 'ENSG00000035115', 'ENSG00000038358', 'ENSG00000124406', 'ENSG00000138658', 'ENSG00000188976', 'ENSG00000182180', 'ENSG00000110583', 'ENSG00000140463', 'ENSG00000133731', 'ENSG00000079999', 'ENSG00000124571', 'ENSG00000105697', 'ENSG00000173588', 'ENSG00000138346', 'ENSG00000108592', 'ENSG00000143878', 'ENSG00000132471', 'ENSG00000065457', 'ENSG00000010610', 'ENSG00000180061', 'ENSG00000148158', 'ENSG00000109180', 'ENSG00000156886', 'ENSG00000153094', 'ENSG00000110400', 'ENSG00000132589', 'ENSG00000103126', 'ENSG00000168393', 'ENSG00000062370', 'ENSG00000096872', 'ENSG00000119922', 'ENSG00000143751', 'ENSG00000146414', 'ENSG00000005469', 'ENSG00000231925', 'ENSG00000067225', 'ENSG00000137486', 'ENSG00000152942', 'ENSG00000156110', 'ENSG00000169592', 'ENSG00000178950', 'ENSG00000162599', 'ENSG00000167363', 'ENSG00000154889', 'ENSG00000175348', 'ENSG00000166037', 'ENSG00000072110', 'ENSG00000267855', 'ENSG00000165029', 'ENSG00000135185', 'ENSG00000151929', 'ENSG00000139990', 'ENSG00000010803', 'ENSG00000114956', 'ENSG00000013374', 'ENSG00000175727', 'ENSG00000125534', 'ENSG00000161013', 'ENSG00000124786', 'ENSG00000133678', 'ENSG00000171456', 'ENSG00000166716', 'ENSG00000163430', 'ENSG00000167114', 'ENSG00000187775', 'ENSG00000108395', 'ENSG00000111641', 'ENSG00000100034', 'ENSG00000132549', 'ENSG00000175895', 'ENSG00000104299', 'ENSG00000124155', 'ENSG00000178404', 'ENSG00000090615', 'ENSG00000167286', 'ENSG00000152242', 'ENSG00000100941', 'ENSG00000136169', 'ENSG00000166848', 'ENSG00000181929', 'ENSG00000140043', 'ENSG00000104129', 'ENSG00000143384', 'ENSG00000007168', 'ENSG00000134809', 'ENSG00000183401', 'ENSG00000164754', 'ENSG00000129219', 'ENSG00000111203', 'ENSG00000138166', 'ENSG00000130038', 'ENSG00000125898', 'ENSG00000169372', 'ENSG00000157881', 'ENSG00000125144', 'ENSG00000188342', 'ENSG00000100138', 'ENSG00000101290', 'ENSG00000146278', 'ENSG00000092199', 'ENSG00000121073', 'ENSG00000170448', 'ENSG00000176809', 'ENSG00000119231', 'ENSG00000164292', 'ENSG00000165060', 'ENSG00000177105', 'ENSG00000173928', 'ENSG00000171055', 'ENSG00000053371', 'ENSG00000172725', 'ENSG00000138593', 'ENSG00000160959', 'ENSG00000185787', 'ENSG00000186222', 'ENSG00000130340', 'ENSG00000151743', 'ENSG00000105472', 'ENSG00000197892', 'ENSG00000100014', 'ENSG00000109220', 'ENSG00000122644', 'ENSG00000165424', 'ENSG00000103061', 'ENSG00000243449', 'ENSG00000196704', 'ENSG00000172262', 'ENSG00000157326', 'ENSG00000147677', 'ENSG00000164338', 'ENSG00000270170', 'ENSG00000130529', 'ENSG00000168071', 'ENSG00000175787', 'ENSG00000104884', 'ENSG00000156011', 'ENSG00000104998', 'ENSG00000141026', 'ENSG00000172375', 'ENSG00000072756', 'ENSG00000133106', 'ENSG00000111911', 'ENSG00000053900', 'ENSG00000009954', 'ENSG00000155868', 'ENSG00000101294', 'ENSG00000157426', 'ENSG00000108854', 'ENSG00000100836', 'ENSG00000196363', 'ENSG00000168061', 'ENSG00000152683', 'ENSG00000135299', 'ENSG00000146842', 'ENSG00000181634', 'ENSG00000110048', 'ENSG00000169871', 'ENSG00000167395', 'ENSG00000198431', 'ENSG00000204920', 'ENSG00000139826', 'ENSG00000129480', 'ENSG00000149925', 'ENSG00000158169', 'ENSG00000169955', 'ENSG00000101417', 'ENSG00000125510', 'ENSG00000153317', 'ENSG00000205213', 'ENSG00000141179', 'ENSG00000173402', 'ENSG00000140830', 'ENSG00000163291', 'ENSG00000146909', 'ENSG00000121022', 'ENSG00000258315', 'ENSG00000160445', 'ENSG00000096384', 'ENSG00000149476', 'ENSG00000112851', 'ENSG00000161944', 'ENSG00000124570', 'ENSG00000197046', 'ENSG00000145246', 'ENSG00000100276', 'ENSG00000132530', 'ENSG00000167196', 'ENSG00000178802', 'ENSG00000106077', 'ENSG00000174574', 'ENSG00000011260', 'ENSG00000205544', 'ENSG00000163041', 'ENSG00000119986', 'ENSG00000198755', 'ENSG00000183530', 'ENSG00000154719', 'ENSG00000236104', 'ENSG00000075213', 'ENSG00000128928', 'ENSG00000155363', 'ENSG00000197019', 'ENSG00000080603', 'ENSG00000177879', 'ENSG00000143217', 'ENSG00000160703', 'ENSG00000107625', 'ENSG00000176531', 'ENSG00000188732', 'ENSG00000149532', 'ENSG00000133393', 'ENSG00000108622', 'ENSG00000160584', 'ENSG00000165752', 'ENSG00000159208', 'ENSG00000205765', 'ENSG00000080845', 'ENSG00000089041', 'ENSG00000100522', 'ENSG00000140990', 'ENSG00000111669', 'ENSG00000099849', 'ENSG00000138031', 'ENSG00000101187', 'ENSG00000184357', 'ENSG00000187650', 'ENSG00000182979', 'ENSG00000168096', 'ENSG00000111877', 'ENSG00000107949', 'ENSG00000104365', 'ENSG00000069667', 'ENSG00000135596', 'ENSG00000130816', 'ENSG00000060237', 'ENSG00000124222', 'ENSG00000151657', 'ENSG00000143970', 'ENSG00000177731', 'ENSG00000087076', 'ENSG00000089050', 'ENSG00000198959', 'ENSG00000228696', 'ENSG00000055044', 'ENSG00000157483', 'ENSG00000146859', 'ENSG00000117748', 'ENSG00000123472', 'ENSG00000165949', 'ENSG00000170270', 'ENSG00000174197', 'ENSG00000124201', 'ENSG00000161558', 'ENSG00000176463', 'ENSG00000163840', 'ENSG00000205726', 'ENSG00000241839', 'ENSG00000103510', 'ENSG00000120129', 'ENSG00000158683', 'ENSG00000171566', 'ENSG00000165072', 'ENSG00000181804', 'ENSG00000104883', 'ENSG00000137747', 'ENSG00000099795', 'ENSG00000129646', 'ENSG00000184047', 'ENSG00000106367', 'ENSG00000197694', 'ENSG00000118363', 'ENSG00000092068', 'ENSG00000168454', 'ENSG00000173559', 'ENSG00000089053', 'ENSG00000148680', 'ENSG00000162927', 'ENSG00000156261', 'ENSG00000166261', 'ENSG00000166454', 'ENSG00000156381', 'ENSG00000139190', 'ENSG00000033867', 'ENSG00000161956', 'ENSG00000074696', 'ENSG00000196705', 'ENSG00000140398', 'ENSG00000189077', 'ENSG00000032444', 'ENSG00000187164', 'ENSG00000182986', 'ENSG00000170633', 'ENSG00000171425', 'ENSG00000075188', 'ENSG00000198517', 'ENSG00000170881', 'ENSG00000152102', 'ENSG00000110169', 'ENSG00000140157', 'ENSG00000137522', 'ENSG00000188483', 'ENSG00000131626', 'ENSG00000130202', 'ENSG00000135723', 'ENSG00000100926', 'ENSG00000105438', 'ENSG00000173372', 'ENSG00000106404', 'ENSG00000119471', 'ENSG00000185043', 'ENSG00000189060', 'ENSG00000189043', 'ENSG00000101608', 'ENSG00000142864', 'ENSG00000168924', 'ENSG00000095261', 'ENSG00000063244', 'ENSG00000170291', 'ENSG00000258227', 'ENSG00000155097', 'ENSG00000099194', 'ENSG00000134668', 'ENSG00000204252', 'ENSG00000168152', 'ENSG00000197506', 'ENSG00000235194', 'ENSG00000149541', 'ENSG00000104228', 'ENSG00000170043', 'ENSG00000124228', 'ENSG00000189042', 'ENSG00000124126', 'ENSG00000092098', 'ENSG00000130706', 'ENSG00000086827', 'ENSG00000126003', 'ENSG00000174943', 'ENSG00000153922', 'ENSG00000184857', 'ENSG00000178982', 'ENSG00000111786', 'ENSG00000084463', 'ENSG00000109586', 'ENSG00000174428', 'ENSG00000128203', 'ENSG00000100902', 'ENSG00000120705', 'ENSG00000167202', 'ENSG00000048392', 'ENSG00000082212', 'ENSG00000100385', 'ENSG00000167842', 'ENSG00000243811', 'ENSG00000175471', 'ENSG00000163389', 'ENSG00000118655', 'ENSG00000162910', 'ENSG00000178718', 'ENSG00000095397', 'ENSG00000181744', 'ENSG00000175857', 'ENSG00000014164', 'ENSG00000090382', 'ENSG00000101126', 'ENSG00000165264', 'ENSG00000187240', 'ENSG00000140320', 'ENSG00000179029', 'ENSG00000213551', 'ENSG00000112561', 'ENSG00000117616', 'ENSG00000131323', 'ENSG00000080815', 'ENSG00000174953', 'ENSG00000149311', 'ENSG00000132305', 'ENSG00000145241', 'ENSG00000092820', 'ENSG00000168404', 'ENSG00000171310', 'ENSG00000007968', 'ENSG00000100324', 'ENSG00000077380', 'ENSG00000196550', 'ENSG00000127311', 'ENSG00000175455', 'ENSG00000108861', 'ENSG00000136758', 'ENSG00000111554', 'ENSG00000099949', 'ENSG00000107263', 'ENSG00000169689', 'ENSG00000110536', 'ENSG00000186665', 'ENSG00000169371', 'ENSG00000084112', 'ENSG00000198863', 'ENSG00000130349', 'ENSG00000182973', 'ENSG00000175197', 'ENSG00000122359', 'ENSG00000168778', 'ENSG00000174839', 'ENSG00000214655', 'ENSG00000053770', 'ENSG00000130935', 'ENSG00000105993', 'ENSG00000121900', 'ENSG00000177370', 'ENSG00000197696', 'ENSG00000167632', 'ENSG00000103365', 'ENSG00000149639', 'ENSG00000117592', 'ENSG00000113494', 'ENSG00000108788', 'ENSG00000153234', 'ENSG00000162664', 'ENSG00000091317', 'ENSG00000171097', 'ENSG00000085832', 'ENSG00000068001', 'ENSG00000100216', 'ENSG00000175198', 'ENSG00000105865', 'ENSG00000164823', 'ENSG00000213903', 'ENSG00000167962', 'ENSG00000120451', 'ENSG00000104765', 'ENSG00000117906', 'ENSG00000117543', 'ENSG00000026950', 'ENSG00000151498', 'ENSG00000124659', 'ENSG00000102794', 'ENSG00000162458', 'ENSG00000132514', 'ENSG00000169715', 'ENSG00000066651', 'ENSG00000164574', 'ENSG00000070404', 'ENSG00000243649', 'ENSG00000243335', 'ENSG00000124882', 'ENSG00000225973', 'ENSG00000085644', 'ENSG00000068120', 'ENSG00000120594', 'ENSG00000168961', 'ENSG00000204316', 'ENSG00000112146', 'ENSG00000106780', 'ENSG00000110801', 'ENSG00000164144', 'ENSG00000101003', 'ENSG00000131408', 'ENSG00000132510', 'ENSG00000170836', 'ENSG00000173068', 'ENSG00000135365', 'ENSG00000102977', 'ENSG00000122378', 'ENSG00000074071', 'ENSG00000105948', 'ENSG00000125257', 'ENSG00000177917', 'ENSG00000198342', 'ENSG00000168564', 'ENSG00000110042', 'ENSG00000130023', 'ENSG00000181788', 'ENSG00000086598', 'ENSG00000196387', 'ENSG00000233276', 'ENSG00000204386', 'ENSG00000119541', 'ENSG00000140859', 'ENSG00000157106', 'ENSG00000159882', 'ENSG00000152767', 'ENSG00000080608', 'ENSG00000135976', 'ENSG00000076685', 'ENSG00000123136', 'ENSG00000079950', 'ENSG00000189057', 'ENSG00000183723', 'ENSG00000169860', 'ENSG00000172428', 'ENSG00000076650', 'ENSG00000106638', 'ENSG00000165102', 'ENSG00000151229', 'ENSG00000105939', 'ENSG00000196743', 'ENSG00000159720', 'ENSG00000101361', 'ENSG00000129003', 'ENSG00000160633', 'ENSG00000105583', 'ENSG00000166598', 'ENSG00000143294', 'ENSG00000107742', 'ENSG00000196323', 'ENSG00000092201', 'ENSG00000125538', 'ENSG00000206053', 'ENSG00000105221', 'ENSG00000182372', 'ENSG00000053372', 'ENSG00000006831', 'ENSG00000160223', 'ENSG00000172009', 'ENSG00000151458', 'ENSG00000181610', 'ENSG00000163666', 'ENSG00000099337', 'ENSG00000116221', 'ENSG00000100099', 'ENSG00000130332', 'ENSG00000101407', 'ENSG00000115539', 'ENSG00000135387', 'ENSG00000180376', 'ENSG00000157259', 'ENSG00000185864', 'ENSG00000103522', 'ENSG00000131473', 'ENSG00000131504', 'ENSG00000179364', 'ENSG00000162086', 'ENSG00000113638', 'ENSG00000140993', 'ENSG00000106305', 'ENSG00000137673', 'ENSG00000140403', 'ENSG00000197363', 'ENSG00000132570', 'ENSG00000141664', 'ENSG00000162521', 'ENSG00000132286', 'ENSG00000160352', 'ENSG00000188312', 'ENSG00000162300', 'ENSG00000137070', 'ENSG00000120889', 'ENSG00000170606', 'ENSG00000165637', 'ENSG00000103064', 'ENSG00000116539', 'ENSG00000080839', 'ENSG00000127507', 'ENSG00000130713', 'ENSG00000111845', 'ENSG00000166441', 'ENSG00000160193', 'ENSG00000162396', 'ENSG00000132541', 'ENSG00000166839', 'ENSG00000134986', 'ENSG00000180891', 'ENSG00000113119', 'ENSG00000172216', 'ENSG00000105676', 'ENSG00000100908', 'ENSG00000162384', 'ENSG00000128989', 'ENSG00000153933', 'ENSG00000161914', 'ENSG00000111906', 'ENSG00000079387', 'ENSG00000146007', 'ENSG00000130958', 'ENSG00000092203', 'ENSG00000003756', 'ENSG00000166946', 'ENSG00000178741', 'ENSG00000071894', 'ENSG00000118579', 'ENSG00000179604', 'ENSG00000198839', 'ENSG00000111897', 'ENSG00000181163', 'ENSG00000086200', 'ENSG00000152219', 'ENSG00000149218', 'ENSG00000102984', 'ENSG00000197562', 'ENSG00000125485', 'ENSG00000204843', 'ENSG00000166863', 'ENSG00000197006', 'ENSG00000148655', 'ENSG00000152784', 'ENSG00000114857', 'ENSG00000105374', 'ENSG00000139719', 'ENSG00000187626', 'ENSG00000125814', 'ENSG00000010322', 'ENSG00000133101', 'ENSG00000128739', 'ENSG00000172159', 'ENSG00000163739', 'ENSG00000163491', 'ENSG00000122692', 'ENSG00000180479', 'ENSG00000119523', 'ENSG00000188428', 'ENSG00000090238', 'ENSG00000091140', 'ENSG00000165609', 'ENSG00000158092', 'ENSG00000172757', 'ENSG00000203965', 'ENSG00000149313', 'ENSG00000172345', 'ENSG00000163412', 'ENSG00000138463', 'ENSG00000103047', 'ENSG00000082781', 'ENSG00000125484', 'ENSG00000179921', 'ENSG00000111364', 'ENSG00000152291', 'ENSG00000110700', 'ENSG00000162889', 'ENSG00000136379', 'ENSG00000154822', 'ENSG00000184787', 'ENSG00000204392', 'ENSG00000161671', 'ENSG00000171202', 'ENSG00000075413', 'ENSG00000179627', 'ENSG00000183718', 'ENSG00000126214', 'ENSG00000146433', 'ENSG00000160326', 'ENSG00000066294', 'ENSG00000164168', 'ENSG00000107362', 'ENSG00000182578', 'ENSG00000077044', 'ENSG00000089177', 'ENSG00000122033', 'ENSG00000118508', 'ENSG00000141642', 'ENSG00000186908', 'ENSG00000091073', 'ENSG00000004809', 'ENSG00000134460', 'ENSG00000137265', 'ENSG00000111452', 'ENSG00000165672', 'ENSG00000239382', 'ENSG00000158186', 'ENSG00000125834', 'ENSG00000198719', 'ENSG00000141971', 'ENSG00000163938', 'ENSG00000107521', 'ENSG00000168803', 'ENSG00000138668', 'ENSG00000167107', 'ENSG00000079974', 'ENSG00000168970', 'ENSG00000133983', 'ENSG00000115257', 'ENSG00000158691', 'ENSG00000186106', 'ENSG00000171444', 'ENSG00000145781', 'ENSG00000068831', 'ENSG00000183160', 'ENSG00000173933', 'ENSG00000165502', 'ENSG00000112029', 'ENSG00000106733', 'ENSG00000033800', 'ENSG00000117676', 'ENSG00000148335', 'ENSG00000178980', 'ENSG00000138698', 'ENSG00000106772', 'ENSG00000110628', 'ENSG00000161677', 'ENSG00000176973', 'ENSG00000134278', 'ENSG00000197951', 'ENSG00000060491', 'ENSG00000144843', 'ENSG00000120262', 'ENSG00000149483', 'ENSG00000143093', 'ENSG00000147813', 'ENSG00000116717', 'ENSG00000108349', 'ENSG00000104969', 'ENSG00000205358', 'ENSG00000134900', 'ENSG00000029725', 'ENSG00000175203', 'ENSG00000113384', 'ENSG00000197136', 'ENSG00000188906', 'ENSG00000215529', 'ENSG00000060971', 'ENSG00000176945', 'ENSG00000187778', 'ENSG00000078804', 'ENSG00000118495', 'ENSG00000108798', 'ENSG00000072849', 'ENSG00000174032', 'ENSG00000162063', 'ENSG00000188215', 'ENSG00000148110', 'ENSG00000116685', 'ENSG00000006715', 'ENSG00000145982', 'ENSG00000120738', 'ENSG00000156671', 'ENSG00000117139', 'ENSG00000133597', 'ENSG00000185829', 'ENSG00000101493', 'ENSG00000132196', 'ENSG00000149262', 'ENSG00000118873', 'ENSG00000038274', 'ENSG00000069345', 'ENSG00000085449', 'ENSG00000010379', 'ENSG00000103671', 'ENSG00000165457', 'ENSG00000084693', 'ENSG00000110060', 'ENSG00000155099', 'ENSG00000170364', 'ENSG00000174327', 'ENSG00000117133', 'ENSG00000105976', 'ENSG00000160908', 'ENSG00000118242', 'ENSG00000111344', 'ENSG00000130177', 'ENSG00000131143', 'ENSG00000159199', 'ENSG00000085662', 'ENSG00000105287', 'ENSG00000102901', 'ENSG00000135002', 'ENSG00000112685', 'ENSG00000100567', 'ENSG00000159140', 'ENSG00000204305', 'ENSG00000132670', 'ENSG00000182831', 'ENSG00000142405', 'ENSG00000198440', 'ENSG00000152207', 'ENSG00000107290', 'ENSG00000083093', 'ENSG00000071564', 'ENSG00000204439', 'ENSG00000177600', 'ENSG00000168175', 'ENSG00000140262', 'ENSG00000166046', 'ENSG00000132256', 'ENSG00000106853', 'ENSG00000177599', 'ENSG00000173418', 'ENSG00000100413', 'ENSG00000246922', 'ENSG00000166987', 'ENSG00000133027', 'ENSG00000006025', 'ENSG00000148300', 'ENSG00000162076', 'ENSG00000163162', 'ENSG00000119321', 'ENSG00000172954', 'ENSG00000177156', 'ENSG00000196092', 'ENSG00000156232', 'ENSG00000203760', 'ENSG00000188846', 'ENSG00000164442', 'ENSG00000125691', 'ENSG00000134755', 'ENSG00000154760', 'ENSG00000123094', 'ENSG00000174796', 'ENSG00000258289', 'ENSG00000008952', 'ENSG00000174306', 'ENSG00000104687', 'ENSG00000100372', 'ENSG00000105401', 'ENSG00000108021', 'ENSG00000136167', 'ENSG00000115963', 'ENSG00000100353', 'ENSG00000161642', 'ENSG00000128829', 'ENSG00000198832', 'ENSG00000178149', 'ENSG00000106266', 'ENSG00000137942', 'ENSG00000166387', 'ENSG00000137075', 'ENSG00000132581', 'ENSG00000102543', 'ENSG00000176438', 'ENSG00000128918', 'ENSG00000196177', 'ENSG00000067248', 'ENSG00000186577', 'ENSG00000104957', 'ENSG00000196313', 'ENSG00000198087', 'ENSG00000184508', 'ENSG00000157741', 'ENSG00000198887', 'ENSG00000204859', 'ENSG00000115523', 'ENSG00000172057', 'ENSG00000133619', 'ENSG00000183722', 'ENSG00000108091', 'ENSG00000086189', 'ENSG00000234127', 'ENSG00000178307', 'ENSG00000157107', 'ENSG00000175183', 'ENSG00000122257', 'ENSG00000129317', 'ENSG00000166548', 'ENSG00000156876', 'ENSG00000164414', 'ENSG00000160957', 'ENSG00000111237', 'ENSG00000134146', 'ENSG00000247626', 'ENSG00000071794', 'ENSG00000137871', 'ENSG00000197841', 'ENSG00000184661', 'ENSG00000108582', 'ENSG00000128463', 'ENSG00000173542', 'ENSG00000172244', 'ENSG00000119707', 'ENSG00000134490', 'ENSG00000171105', 'ENSG00000120254', 'ENSG00000134802', 'ENSG00000160972', 'ENSG00000213096', 'ENSG00000120899', 'ENSG00000172922', 'ENSG00000118985', 'ENSG00000054267', 'ENSG00000139410', 'ENSG00000112763', 'ENSG00000123552', 'ENSG00000144840', 'ENSG00000164684', 'ENSG00000122952', 'ENSG00000139977', 'ENSG00000169857', 'ENSG00000180035', 'ENSG00000104880', 'ENSG00000109743', 'ENSG00000142208', 'ENSG00000170677', 'ENSG00000106682', 'ENSG00000163755', 'ENSG00000186272', 'ENSG00000197629', 'ENSG00000118482', 'ENSG00000107937', 'ENSG00000177830', 'ENSG00000146112', 'ENSG00000000938', 'ENSG00000123154', 'ENSG00000173141', 'ENSG00000112159', 'ENSG00000141753', 'ENSG00000131981', 'ENSG00000088256', 'ENSG00000108064', 'ENSG00000196436', 'ENSG00000132341', 'ENSG00000165813', 'ENSG00000205643', 'ENSG00000204344', 'ENSG00000140854', 'ENSG00000136877', 'ENSG00000089060', 'ENSG00000172007', 'ENSG00000213782', 'ENSG00000142546', 'ENSG00000106771', 'ENSG00000119686', 'ENSG00000157778', 'ENSG00000041880', 'ENSG00000171469', 'ENSG00000156587', 'ENSG00000044459', 'ENSG00000090263', 'ENSG00000004700', 'ENSG00000196110', 'ENSG00000156787', 'ENSG00000100307', 'ENSG00000106635', 'ENSG00000161526', 'ENSG00000133812', 'ENSG00000181915', 'ENSG00000176371', 'ENSG00000184436', 'ENSG00000083544', 'ENSG00000172671', 'ENSG00000100368', 'ENSG00000141741', 'ENSG00000166478', 'ENSG00000104442', 'ENSG00000110063', 'ENSG00000204564', 'ENSG00000167524', 'ENSG00000186517', 'ENSG00000155744', 'ENSG00000153982', 'ENSG00000011478', 'ENSG00000177082', 'ENSG00000145675', 'ENSG00000165512', 'ENSG00000110871', 'ENSG00000163661', 'ENSG00000121542', 'ENSG00000160199', 'ENSG00000119328', 'ENSG00000135272', 'ENSG00000108848', 'ENSG00000198551', 'ENSG00000123933', 'ENSG00000221829', 'ENSG00000139567', 'ENSG00000122779', 'ENSG00000173457', 'ENSG00000108666', 'ENSG00000113593', 'ENSG00000103121', 'ENSG00000160214', 'ENSG00000133104', 'ENSG00000100348', 'ENSG00000172232', 'ENSG00000167711', 'ENSG00000164929', 'ENSG00000107758', 'ENSG00000164305', 'ENSG00000241127', 'ENSG00000185442', 'ENSG00000187608', 'ENSG00000168476', 'ENSG00000166526', 'ENSG00000151117', 'ENSG00000119943', 'ENSG00000152464', 'ENSG00000183808', 'ENSG00000173218', 'ENSG00000151881', 'ENSG00000153147', 'ENSG00000188921', 'ENSG00000130653', 'ENSG00000149212', 'ENSG00000106460', 'ENSG00000182093', 'ENSG00000108094', 'ENSG00000171611', 'ENSG00000165688', 'ENSG00000198113', 'ENSG00000240230', 'ENSG00000164983', 'ENSG00000197894', 'ENSG00000129518', 'ENSG00000163950', 'ENSG00000165802', 'ENSG00000167595', 'ENSG00000139793', 'ENSG00000196357', 'ENSG00000256043', 'ENSG00000132912', 'ENSG00000178952', 'ENSG00000130382', 'ENSG00000170017', 'ENSG00000108106', 'ENSG00000163867', 'ENSG00000101665', 'ENSG00000175634', 'ENSG00000067057', 'ENSG00000170779', 'ENSG00000089597', 'ENSG00000174989', 'ENSG00000242715', 'ENSG00000185236', 'ENSG00000134996', 'ENSG00000160007', 'ENSG00000106723', 'ENSG00000196367', 'ENSG00000120162', 'ENSG00000165416', 'ENSG00000125817', 'ENSG00000151062', 'ENSG00000138604', 'ENSG00000162461', 'ENSG00000173992', 'ENSG00000257704', 'ENSG00000010704', 'ENSG00000111145', 'ENSG00000078403', 'ENSG00000147536', 'ENSG00000120370', 'ENSG00000106609', 'ENSG00000106245', 'ENSG00000164967', 'ENSG00000151366', 'ENSG00000153561', 'ENSG00000163156', 'ENSG00000164163', 'ENSG00000172819', 'ENSG00000150756', 'ENSG00000116406', 'ENSG00000233816', 'ENSG00000197128', 'ENSG00000186010', 'ENSG00000171827', 'ENSG00000160948', 'ENSG00000118640', 'ENSG00000163961', 'ENSG00000027001', 'ENSG00000133816', 'ENSG00000105698', 'ENSG00000100147', 'ENSG00000198873', 'ENSG00000100916', 'ENSG00000180425', 'ENSG00000186407', 'ENSG00000081177', 'ENSG00000163738', 'ENSG00000234745', 'ENSG00000152404', 'ENSG00000105321', 'ENSG00000100911', 'ENSG00000169951', 'ENSG00000156299', 'ENSG00000156795', 'ENSG00000106628', 'ENSG00000127993', 'ENSG00000135250', 'ENSG00000141013', 'ENSG00000165092', 'ENSG00000183340', 'ENSG00000172301', 'ENSG00000182307', 'ENSG00000153485', 'ENSG00000151502', 'ENSG00000175782', 'ENSG00000165806', 'ENSG00000170160', 'ENSG00000204634', 'ENSG00000198879', 'ENSG00000171855', 'ENSG00000066336', 'ENSG00000111653', 'ENSG00000139370', 'ENSG00000171603', 'ENSG00000147592', 'ENSG00000113108', 'ENSG00000137502', 'ENSG00000100319', 'ENSG00000181830', 'ENSG00000143198', 'ENSG00000176978', 'ENSG00000215421', 'ENSG00000172590', 'ENSG00000125818', 'ENSG00000163154', 'ENSG00000106479', 'ENSG00000144554', 'ENSG00000180423', 'ENSG00000214063', 'ENSG00000127616', 'ENSG00000102931', 'ENSG00000115956', 'ENSG00000111832', 'ENSG00000137275', 'ENSG00000196670', 'ENSG00000119655', 'ENSG00000151876', 'ENSG00000157764', 'ENSG00000171824', 'ENSG00000173166', 'ENSG00000125447', 'ENSG00000130429', 'ENSG00000109332', 'ENSG00000012983', 'ENSG00000215251', 'ENSG00000185305', 'ENSG00000109790', 'ENSG00000172613', 'ENSG00000168811', 'ENSG00000160883', 'ENSG00000159210', 'ENSG00000133114', 'ENSG00000104472', 'ENSG00000150433', 'ENSG00000111859', 'ENSG00000189403', 'ENSG00000143369', 'ENSG00000153406', 'ENSG00000136770', 'ENSG00000177383', 'ENSG00000114115', 'ENSG00000015676', 'ENSG00000099910', 'ENSG00000121310', 'ENSG00000185619', 'ENSG00000185896', 'ENSG00000220205', 'ENSG00000166348', 'ENSG00000119537', 'ENSG00000180900', 'ENSG00000171649', 'ENSG00000048028', 'ENSG00000092330', 'ENSG00000166592', 'ENSG00000084623', 'ENSG00000164081', 'ENSG00000143727', 'ENSG00000119333', 'ENSG00000128805', 'ENSG00000136045', 'ENSG00000204899', 'ENSG00000159200', 'ENSG00000172493', 'ENSG00000004779', 'ENSG00000172932', 'ENSG00000163848', 'ENSG00000068976', 'ENSG00000130559', 'ENSG00000005483', 'ENSG00000123104', 'ENSG00000168685', 'ENSG00000205903', 'ENSG00000150779', 'ENSG00000001461', 'ENSG00000149743', 'ENSG00000168675', 'ENSG00000163694', 'ENSG00000110075', 'ENSG00000196456', 'ENSG00000196267', 'ENSG00000177150', 'ENSG00000166886', 'ENSG00000075234', 'ENSG00000171320', 'ENSG00000100029', 'ENSG00000115241', 'ENSG00000145425', 'ENSG00000024862', 'ENSG00000080298', 'ENSG00000180353', 'ENSG00000257093', 'ENSG00000197170', 'ENSG00000101199', 'ENSG00000107959', 'ENSG00000203326', 'ENSG00000158805', 'ENSG00000083457', 'ENSG00000188056', 'ENSG00000079805', 'ENSG00000160799', 'ENSG00000166226', 'ENSG00000166228', 'ENSG00000240065', 'ENSG00000136718', 'ENSG00000135241', 'ENSG00000177688', 'ENSG00000019991', 'ENSG00000065621', 'ENSG00000100154', 'ENSG00000144848', 'ENSG00000130165', 'ENSG00000167182', 'ENSG00000006194', 'ENSG00000124257', 'ENSG00000131979', 'ENSG00000173535', 'ENSG00000198856', 'ENSG00000177191', 'ENSG00000148399', 'ENSG00000131748', 'ENSG00000110719', 'ENSG00000050438', 'ENSG00000196636', 'ENSG00000142039', 'ENSG00000181789', 'ENSG00000167685', 'ENSG00000031691', 'ENSG00000108306', 'ENSG00000100280', 'ENSG00000126062', 'ENSG00000125482', 'ENSG00000162241', 'ENSG00000119414', 'ENSG00000152601', 'ENSG00000105699', 'ENSG00000139278', 'ENSG00000188033', 'ENSG00000108963', 'ENSG00000183734', 'ENSG00000177981', 'ENSG00000113194', 'ENSG00000225190', 'ENSG00000102531', 'ENSG00000169567', 'ENSG00000075407', 'ENSG00000065615', 'ENSG00000244482', 'ENSG00000169692', 'ENSG00000166797', 'ENSG00000164039', 'ENSG00000121210', 'ENSG00000132635', 'ENSG00000188566', 'ENSG00000167106', 'ENSG00000147604', 'ENSG00000121211', 'ENSG00000236699', 'ENSG00000035681', 'ENSG00000187837', 'ENSG00000139160', 'ENSG00000085733', 'ENSG00000149187', 'ENSG00000157657', 'ENSG00000101457', 'ENSG00000143771', 'ENSG00000147548', 'ENSG00000205268', 'ENSG00000167680', 'ENSG00000182004', 'ENSG00000214357', 'ENSG00000106462', 'ENSG00000137831', 'ENSG00000154920', 'ENSG00000157445', 'ENSG00000136950', 'ENSG00000011198', 'ENSG00000178105', 'ENSG00000175445', 'ENSG00000146350', 'ENSG00000006459', 'ENSG00000134330', 'ENSG00000166930', 'ENSG00000263874', 'ENSG00000173230', 'ENSG00000023318', 'ENSG00000183011', 'ENSG00000100036', 'ENSG00000142002', 'ENSG00000182446', 'ENSG00000137807', 'ENSG00000149499', 'ENSG00000169714', 'ENSG00000150712', 'ENSG00000132792', 'ENSG00000143373', 'ENSG00000166949', 'ENSG00000234616', 'ENSG00000176871', 'ENSG00000123329', 'ENSG00000181026', 'ENSG00000196747', 'ENSG00000164074', 'ENSG00000157227', 'ENSG00000206527', 'ENSG00000172243', 'ENSG00000165417', 'ENSG00000102921', 'ENSG00000186566', 'ENSG00000188959', 'ENSG00000081721', 'ENSG00000107021', 'ENSG00000103051', 'ENSG00000131051', 'ENSG00000066926', 'ENSG00000108639', 'ENSG00000176390', 'ENSG00000126464', 'ENSG00000169385', 'ENSG00000166169', 'ENSG00000136636', 'ENSG00000145335', 'ENSG00000114670', 'ENSG00000132793', 'ENSG00000168259', 'ENSG00000009830', 'ENSG00000163479', 'ENSG00000165006', 'ENSG00000136960', 'ENSG00000131437', 'ENSG00000090863', 'ENSG00000167985', 'ENSG00000108654', 'ENSG00000175567', 'ENSG00000026652', 'ENSG00000163608', 'ENSG00000058453', 'ENSG00000165025', 'ENSG00000151923', 'ENSG00000087586', 'ENSG00000128872', 'ENSG00000103811', 'ENSG00000129158', 'ENSG00000100767', 'ENSG00000158270', 'ENSG00000103248', 'ENSG00000064932', 'ENSG00000147475', 'ENSG00000113328', 'ENSG00000137411', 'ENSG00000153774', 'ENSG00000172500', 'ENSG00000067900', 'ENSG00000175854', 'ENSG00000108688', 'ENSG00000141552', 'ENSG00000104814', 'ENSG00000198105', 'ENSG00000113558', 'ENSG00000165655', 'ENSG00000136243', 'ENSG00000166452', 'ENSG00000156471', 'ENSG00000072778', 'ENSG00000165572', 'ENSG00000121390', 'ENSG00000106948', 'ENSG00000205250', 'ENSG00000183020', 'ENSG00000131148', 'ENSG00000134758', 'ENSG00000164944', 'ENSG00000244509', 'ENSG00000110171', 'ENSG00000219481', 'ENSG00000155463', 'ENSG00000040608', 'ENSG00000170631', 'ENSG00000174791', 'ENSG00000138175', 'ENSG00000151474', 'ENSG00000112365', 'ENSG00000169738', 'ENSG00000138802', 'ENSG00000196712', 'ENSG00000142046', 'ENSG00000108784', 'ENSG00000164935', 'ENSG00000145088', 'ENSG00000146143', 'ENSG00000133460', 'ENSG00000122912', 'ENSG00000140044', 'ENSG00000146476', 'ENSG00000083535', 'ENSG00000144136', 'ENSG00000138785', 'ENSG00000132330', 'ENSG00000085719', 'ENSG00000177409', 'ENSG00000090674', 'ENSG00000088247', 'ENSG00000166508', 'ENSG00000149179', 'ENSG00000100024', 'ENSG00000174444', 'ENSG00000101138', 'ENSG00000175193', 'ENSG00000078967', 'ENSG00000109066', 'ENSG00000106443', 'ENSG00000116001', 'ENSG00000118707', 'ENSG00000140464', 'ENSG00000174851', 'ENSG00000067334', 'ENSG00000184014', 'ENSG00000136161', 'ENSG00000213024', 'ENSG00000163606', 'ENSG00000090989', 'ENSG00000122026', 'ENSG00000137817', 'ENSG00000148841', 'ENSG00000204370', 'ENSG00000164188', 'ENSG00000105402', 'ENSG00000166477', 'ENSG00000111802', 'ENSG00000154473', 'ENSG00000140691', 'ENSG00000084092', 'ENSG00000111412', 'ENSG00000052841', 'ENSG00000100429', 'ENSG00000133193', 'ENSG00000158715', 'ENSG00000131127', 'ENSG00000144655', 'ENSG00000178988', 'ENSG00000170088', 'ENSG00000163960', 'ENSG00000104921', 'ENSG00000136143', 'ENSG00000137207', 'ENSG00000167721', 'ENSG00000129968', 'ENSG00000137497', 'ENSG00000145214', 'ENSG00000089486', 'ENSG00000127080', 'ENSG00000147649', 'ENSG00000168434', 'ENSG00000096080', 'ENSG00000160783', 'ENSG00000101096', 'ENSG00000139970', 'ENSG00000140299', 'ENSG00000114098', 'ENSG00000180758', 'ENSG00000124788', 'ENSG00000161217', 'ENSG00000130005', 'ENSG00000100744', 'ENSG00000175592', 'ENSG00000145337', 'ENSG00000174446', 'ENSG00000136856', 'ENSG00000066777', 'ENSG00000221887', 'ENSG00000149929', 'ENSG00000196932', 'ENSG00000108773', 'ENSG00000137478', 'ENSG00000162441', 'ENSG00000107833', 'ENSG00000186812', 'ENSG00000147488', 'ENSG00000182628', 'ENSG00000110619', 'ENSG00000083844', 'ENSG00000172086', 'ENSG00000213930', 'ENSG00000013306', 'ENSG00000065057', 'ENSG00000156136', 'ENSG00000114268', 'ENSG00000226314', 'ENSG00000163913', 'ENSG00000118181', 'ENSG00000175110', 'ENSG00000141349', 'ENSG00000069399', 'ENSG00000112679', 'ENSG00000135940', 'ENSG00000137074', 'ENSG00000188282', 'ENSG00000103313', 'ENSG00000137364', 'ENSG00000168522', 'ENSG00000185591', 'ENSG00000185163', 'ENSG00000176248', 'ENSG00000221914', 'ENSG00000093072', 'ENSG00000106070', 'ENSG00000112715', 'ENSG00000168918', 'ENSG00000181472', 'ENSG00000169230', 'ENSG00000105248', 'ENSG00000121486', 'ENSG00000164654', 'ENSG00000105298', 'ENSG00000169612', 'ENSG00000175334', 'ENSG00000125841', 'ENSG00000078747', 'ENSG00000109920', 'ENSG00000156256', 'ENSG00000178585', 'ENSG00000186469', 'ENSG00000135253', 'ENSG00000183161', 'ENSG00000110442', 'ENSG00000023191', 'ENSG00000185298', 'ENSG00000116711', 'ENSG00000087111', 'ENSG00000074603', 'ENSG00000186625', 'ENSG00000130518', 'ENSG00000155629', 'ENSG00000073417', 'ENSG00000185252', 'ENSG00000121350', 'ENSG00000163558', 'ENSG00000023228', 'ENSG00000173846', 'ENSG00000180644', 'ENSG00000150907', 'ENSG00000135749', 'ENSG00000117091', 'ENSG00000165030', 'ENSG00000171763', 'ENSG00000063438', 'ENSG00000142156', 'ENSG00000041802', 'ENSG00000167720', 'ENSG00000028277', 'ENSG00000123395', 'ENSG00000198121', 'ENSG00000155903', 'ENSG00000196782', 'ENSG00000168038', 'ENSG00000225921', 'ENSG00000172432', 'ENSG00000106003', 'ENSG00000139734', 'ENSG00000177479', 'ENSG00000187764', 'ENSG00000113600', 'ENSG00000101166', 'ENSG00000182179', 'ENSG00000164880', 'ENSG00000163013', 'ENSG00000104964', 'ENSG00000179630', 'ENSG00000179933', 'ENSG00000059377', 'ENSG00000120029', 'ENSG00000198783', 'ENSG00000112992', 'ENSG00000100028', 'ENSG00000087365', 'ENSG00000151490', 'ENSG00000158714', 'ENSG00000172687', 'ENSG00000139517', 'ENSG00000205707', 'ENSG00000184990', 'ENSG00000116922', 'ENSG00000100105', 'ENSG00000132466', 'ENSG00000133657', 'ENSG00000007541', 'ENSG00000059122', 'ENSG00000151948', 'ENSG00000205981', 'ENSG00000213281', 'ENSG00000127540', 'ENSG00000121957', 'ENSG00000170946', 'ENSG00000159231', 'ENSG00000137656', 'ENSG00000130544', 'ENSG00000213719', 'ENSG00000140688', 'ENSG00000104221', 'ENSG00000136925', 'ENSG00000001084', 'ENSG00000128000', 'ENSG00000105379', 'ENSG00000185187', 'ENSG00000177963', 'ENSG00000174004', 'ENSG00000181035', 'ENSG00000112799', 'ENSG00000168884', 'ENSG00000175003', 'ENSG00000074621', 'ENSG00000156017', 'ENSG00000162434', 'ENSG00000164023', 'ENSG00000101343', 'ENSG00000182150', 'ENSG00000132846', 'ENSG00000116691', 'ENSG00000159086', 'ENSG00000186314', 'ENSG00000140400', 'ENSG00000100403', 'ENSG00000100815', 'ENSG00000157869', 'ENSG00000130208', 'ENSG00000165097', 'ENSG00000090273', 'ENSG00000102910', 'ENSG00000102878', 'ENSG00000239672', 'ENSG00000112078', 'ENSG00000066923', 'ENSG00000204428', 'ENSG00000214756', 'ENSG00000188493', 'ENSG00000008988', 'ENSG00000249471', 'ENSG00000110713', 'ENSG00000132294', 'ENSG00000112984', 'ENSG00000137496', 'ENSG00000183137', 'ENSG00000124789', 'ENSG00000108828', 'ENSG00000141232', 'ENSG00000111875', 'ENSG00000125968', 'ENSG00000135655', 'ENSG00000167525', 'ENSG00000157823', 'ENSG00000183617', 'ENSG00000150760', 'ENSG00000184007', 'ENSG00000134001', 'ENSG00000125741', 'ENSG00000112514', 'ENSG00000136238', 'ENSG00000166483', 'ENSG00000109436', 'ENSG00000125844', 'ENSG00000162337', 'ENSG00000109519', 'ENSG00000163349', 'ENSG00000162980', 'ENSG00000145555', 'ENSG00000132485', 'ENSG00000168487', 'ENSG00000108528', 'ENSG00000144401', 'ENSG00000173801', 'ENSG00000138080', 'ENSG00000162735', 'ENSG00000148400', 'ENSG00000143314', 'ENSG00000169122', 'ENSG00000171497', 'ENSG00000150773', 'ENSG00000168234', 'ENSG00000167384', 'ENSG00000113249', 'ENSG00000097046', 'ENSG00000138942', 'ENSG00000042980', 'ENSG00000102893', 'ENSG00000149196', 'ENSG00000082515', 'ENSG00000237441', 'ENSG00000169902', 'ENSG00000214530', 'ENSG00000042832', 'ENSG00000173918', 'ENSG00000141447', 'ENSG00000127528', 'ENSG00000100612', 'ENSG00000110002', 'ENSG00000172322', 'ENSG00000151687', 'ENSG00000164109', 'ENSG00000115286', 'ENSG00000087095', 'ENSG00000137337', 'ENSG00000206530', 'ENSG00000146574', 'ENSG00000151240', 'ENSG00000196358', 'ENSG00000156515', 'ENSG00000123815', 'ENSG00000121281', 'ENSG00000136059', 'ENSG00000148334', 'ENSG00000069493', 'ENSG00000143612', 'ENSG00000107404', 'ENSG00000035862', 'ENSG00000198585', 'ENSG00000129292', 'ENSG00000171953', 'ENSG00000114686', 'ENSG00000197912', 'ENSG00000134748', 'ENSG00000136897', 'ENSG00000101695', 'ENSG00000138709', 'ENSG00000143614', 'ENSG00000186020', 'ENSG00000114021', 'ENSG00000175711', 'ENSG00000160208', 'ENSG00000068024', 'ENSG00000141577', 'ENSG00000180573', 'ENSG00000072121', 'ENSG00000090857', 'ENSG00000047346', 'ENSG00000144026', 'ENSG00000137869', 'ENSG00000171823', 'ENSG00000178913', 'ENSG00000159399', 'ENSG00000085117', 'ENSG00000116521', 'ENSG00000137822', 'ENSG00000166068', 'ENSG00000023734', 'ENSG00000114120', 'ENSG00000099804', 'ENSG00000160310', 'ENSG00000174891', 'ENSG00000197903', 'ENSG00000145545', 'ENSG00000164167', 'ENSG00000107771', 'ENSG00000197070', 'ENSG00000114491', 'ENSG00000239697', 'ENSG00000165632', 'ENSG00000136868', 'ENSG00000170234', 'ENSG00000136286', 'ENSG00000100504', 'ENSG00000138686', 'ENSG00000136816', 'ENSG00000166197', 'ENSG00000101412', 'ENSG00000149761', 'ENSG00000010327', 'ENSG00000141101', 'ENSG00000122643', 'ENSG00000156738', 'ENSG00000025039', 'ENSG00000090316', 'ENSG00000213339', 'ENSG00000182054', 'ENSG00000165699', 'ENSG00000115211', 'ENSG00000013810', 'ENSG00000130699', 'ENSG00000158717', 'ENSG00000128595', 'ENSG00000126005', 'ENSG00000134152', 'ENSG00000095564', 'ENSG00000101255', 'ENSG00000064999', 'ENSG00000146426', 'ENSG00000129810', 'ENSG00000138061', 'ENSG00000154114', 'ENSG00000100644', 'ENSG00000151376', 'ENSG00000163428', 'ENSG00000183309', 'ENSG00000198794', 'ENSG00000168827', 'ENSG00000104972', 'ENSG00000116095', 'ENSG00000125845', 'ENSG00000213465', 'ENSG00000171509', 'ENSG00000161048', 'ENSG00000159842', 'ENSG00000157593', 'ENSG00000037042', 'ENSG00000100266', 'ENSG00000110047', 'ENSG00000116353', 'ENSG00000150337', 'ENSG00000090565', 'ENSG00000103245', 'ENSG00000183963', 'ENSG00000109062', 'ENSG00000136270', 'ENSG00000100490', 'ENSG00000165525', 'ENSG00000142168', 'ENSG00000196428', 'ENSG00000183741', 'ENSG00000161835', 'ENSG00000171862', 'ENSG00000006576', 'ENSG00000159733', 'ENSG00000122965', 'ENSG00000134508', 'ENSG00000086062', 'ENSG00000100347', 'ENSG00000106263', 'ENSG00000180773', 'ENSG00000075131', 'ENSG00000166188', 'ENSG00000105185', 'ENSG00000132507', 'ENSG00000105887', 'ENSG00000147454', 'ENSG00000139613', 'ENSG00000109133', 'ENSG00000051596', 'ENSG00000104218', 'ENSG00000139187', 'ENSG00000124783', 'ENSG00000188559', 'ENSG00000173926', 'ENSG00000084093', 'ENSG00000178199', 'ENSG00000105171', 'ENSG00000101079', 'ENSG00000030582', 'ENSG00000205413', 'ENSG00000021355', 'ENSG00000156508', 'ENSG00000106554', 'ENSG00000151835', 'ENSG00000064490', 'ENSG00000173991', 'ENSG00000167772', 'ENSG00000113595', 'ENSG00000186806', 'ENSG00000038210', 'ENSG00000068305', 'ENSG00000130227', 'ENSG00000119508', 'ENSG00000147874', 'ENSG00000132819', 'ENSG00000083123', 'ENSG00000092036', 'ENSG00000173039', 'ENSG00000155592', 'ENSG00000105953', 'ENSG00000149930', 'ENSG00000065809', 'ENSG00000120458', 'ENSG00000105967', 'ENSG00000204642', 'ENSG00000101310', 'ENSG00000099385', 'ENSG00000034677', 'ENSG00000060138', 'ENSG00000242616', 'ENSG00000167118', 'ENSG00000165355', 'ENSG00000118961', 'ENSG00000186184', 'ENSG00000140451', 'ENSG00000177042', 'ENSG00000166900', 'ENSG00000079819', 'ENSG00000076924', 'ENSG00000181031', 'ENSG00000117009', 'ENSG00000065989', 'ENSG00000041357', 'ENSG00000099956', 'ENSG00000078142', 'ENSG00000107099', 'ENSG00000115350', 'ENSG00000188997', 'ENSG00000081760', 'ENSG00000157240', 'ENSG00000186575', 'ENSG00000198171', 'ENSG00000113838', 'ENSG00000112306', 'ENSG00000171984', 'ENSG00000139946', 'ENSG00000185158', 'ENSG00000049130', 'ENSG00000172167', 'ENSG00000148484', 'ENSG00000168282', 'ENSG00000198026', 'ENSG00000198464', 'ENSG00000152520', 'ENSG00000152795', 'ENSG00000188305', 'ENSG00000181019', 'ENSG00000173473', 'ENSG00000172113', 'ENSG00000156052', 'ENSG00000196911', 'ENSG00000108479', 'ENSG00000179144', 'ENSG00000106078', 'ENSG00000121797', 'ENSG00000186951', 'ENSG00000075391', 'ENSG00000121417', 'ENSG00000173409', 'ENSG00000240972', 'ENSG00000034693', 'ENSG00000118507', 'ENSG00000101442', 'ENSG00000175029', 'ENSG00000235568', 'ENSG00000066739', 'ENSG00000184207', 'ENSG00000185862', 'ENSG00000143420', 'ENSG00000137841', 'ENSG00000147684', 'ENSG00000168906', 'ENSG00000101000', 'ENSG00000157045', 'ENSG00000142657', 'ENSG00000078124', 'ENSG00000196230', 'ENSG00000145416', 'ENSG00000132334', 'ENSG00000005884', 'ENSG00000013441', 'ENSG00000151304', 'ENSG00000159674', 'ENSG00000178922', 'ENSG00000250317', 'ENSG00000174173', 'ENSG00000111247', 'ENSG00000138646', 'ENSG00000166224', 'ENSG00000168701', 'ENSG00000124596', 'ENSG00000102786', 'ENSG00000109016', 'ENSG00000169976', 'ENSG00000167925', 'ENSG00000133398', 'ENSG00000070950', 'ENSG00000166225', 'ENSG00000181396', 'ENSG00000111642', 'ENSG00000086061', 'ENSG00000134453', 'ENSG00000166822', 'ENSG00000155666', 'ENSG00000099783', 'ENSG00000141385', 'ENSG00000103249', 'ENSG00000160993', 'ENSG00000134256', 'ENSG00000151445', 'ENSG00000105643', 'ENSG00000114270', 'ENSG00000168040', 'ENSG00000185499', 'ENSG00000241058', 'ENSG00000101019', 'ENSG00000143401', 'ENSG00000176454', 'ENSG00000178074', 'ENSG00000174500', 'ENSG00000148180', 'ENSG00000171777', 'ENSG00000186818', 'ENSG00000109113', 'ENSG00000166783', 'ENSG00000137409', 'ENSG00000177694', 'ENSG00000159885', 'ENSG00000119630', 'ENSG00000152944', 'ENSG00000111481', 'ENSG00000138629', 'ENSG00000167034', 'ENSG00000072042', 'ENSG00000133858', 'ENSG00000123219', 'ENSG00000179562', 'ENSG00000034510', 'ENSG00000150551', 'ENSG00000164306', 'ENSG00000105655', 'ENSG00000137804', 'ENSG00000139131', 'ENSG00000158863', 'ENSG00000124508', 'ENSG00000170604', 'ENSG00000198467', 'ENSG00000085871', 'ENSG00000163521', 'ENSG00000104497', 'ENSG00000134153', 'ENSG00000163930', 'ENSG00000142347', 'ENSG00000088930', 'ENSG00000120699', 'ENSG00000188603', 'ENSG00000127564', 'ENSG00000140961', 'ENSG00000198771', 'ENSG00000160813', 'ENSG00000114739', 'ENSG00000170144', 'ENSG00000164466', 'ENSG00000120690', 'ENSG00000177853', 'ENSG00000172183', 'ENSG00000104812', 'ENSG00000196422', 'ENSG00000151893', 'ENSG00000223865', 'ENSG00000066379', 'ENSG00000198707', 'ENSG00000148019', 'ENSG00000108671', 'ENSG00000164535', 'ENSG00000197448', 'ENSG00000120733', 'ENSG00000150636', 'ENSG00000104064', 'ENSG00000107331', 'ENSG00000169136', 'ENSG00000139832', 'ENSG00000014641', 'ENSG00000161010', 'ENSG00000138439', 'ENSG00000111860', 'ENSG00000180257', 'ENSG00000145022', 'ENSG00000099985', 'ENSG00000067365', 'ENSG00000107562', 'ENSG00000135148', 'ENSG00000101782', 'ENSG00000109534', 'ENSG00000166199', 'ENSG00000065600', 'ENSG00000176890', 'ENSG00000141526', 'ENSG00000163602', 'ENSG00000049759', 'ENSG00000062485', 'ENSG00000214654', 'ENSG00000092108', 'ENSG00000087077', 'ENSG00000166925', 'ENSG00000164494', 'ENSG00000156973', 'ENSG00000103187', 'ENSG00000012963', 'ENSG00000116459', 'ENSG00000106400', 'ENSG00000100241', 'ENSG00000140525', 'ENSG00000109787', 'ENSG00000196812', 'ENSG00000155265', 'ENSG00000137801', 'ENSG00000127084', 'ENSG00000204389', 'ENSG00000057935', 'ENSG00000060339', 'ENSG00000123297', 'ENSG00000107854', 'ENSG00000166171', 'ENSG00000168118', 'ENSG00000184178', 'ENSG00000134825', 'ENSG00000003402', 'ENSG00000068697', 'ENSG00000124193', 'ENSG00000169410', 'ENSG00000165724', 'ENSG00000198728', 'ENSG00000137098', 'ENSG00000124216', 'ENSG00000166012', 'ENSG00000172531', 'ENSG00000181045', 'ENSG00000168938', 'ENSG00000114405', 'ENSG00000149115', 'ENSG00000232388', 'ENSG00000183597', 'ENSG00000119684', 'ENSG00000108352', 'ENSG00000084754', 'ENSG00000168792', 'ENSG00000146826', 'ENSG00000104889', 'ENSG00000173020', 'ENSG00000171159', 'ENSG00000188379', 'ENSG00000128159', 'ENSG00000105246', 'ENSG00000136244', 'ENSG00000119522', 'ENSG00000084731', 'ENSG00000204839', 'ENSG00000078043', 'ENSG00000174231', 'ENSG00000135521', 'ENSG00000178764', 'ENSG00000168209', 'ENSG00000125863', 'ENSG00000196961', 'ENSG00000160087', 'ENSG00000197114', 'ENSG00000092931', 'ENSG00000103978', 'ENSG00000180881', 'ENSG00000138660', 'ENSG00000170584', 'ENSG00000101605', 'ENSG00000086289', 'ENSG00000104549', 'ENSG00000091009', 'ENSG00000100354', 'ENSG00000162073', 'ENSG00000138663', 'ENSG00000130348', 'ENSG00000152409', 'ENSG00000155465', 'ENSG00000167996', 'ENSG00000075223', 'ENSG00000186432', 'ENSG00000119402', 'ENSG00000137161', 'ENSG00000103351', 'ENSG00000103404', 'ENSG00000137073', 'ENSG00000126522', 'ENSG00000158163', 'ENSG00000064102', 'ENSG00000122224', 'ENSG00000149182', 'ENSG00000164825', 'ENSG00000113282', 'ENSG00000141759', 'ENSG00000183474', 'ENSG00000095794', 'ENSG00000197943', 'ENSG00000170248', 'ENSG00000008324', 'ENSG00000106993', 'ENSG00000183258', 'ENSG00000159322', 'ENSG00000128524', 'ENSG00000152413', 'ENSG00000089692', 'ENSG00000163528', 'ENSG00000113312', 'ENSG00000204388', 'ENSG00000136874', 'ENSG00000155561', 'ENSG00000144283', 'ENSG00000167083', 'ENSG00000156931', 'ENSG00000203896', 'ENSG00000068137', 'ENSG00000103657', 'ENSG00000122335', 'ENSG00000081041', 'ENSG00000185386', 'ENSG00000132388', 'ENSG00000070501', 'ENSG00000226979', 'ENSG00000141985', 'ENSG00000111450', 'ENSG00000168826', 'ENSG00000105176', 'ENSG00000129538', 'ENSG00000152778', 'ENSG00000053501', 'ENSG00000130813', 'ENSG00000197110', 'ENSG00000135974', 'ENSG00000071462', 'ENSG00000103274', 'ENSG00000157800', 'ENSG00000180611', 'ENSG00000138758', 'ENSG00000163104', 'ENSG00000095574', 'ENSG00000197056', 'ENSG00000070081', 'ENSG00000120159', 'ENSG00000108557', 'ENSG00000173137', 'ENSG00000085415', 'ENSG00000204536', 'ENSG00000177125', 'ENSG00000170275', 'ENSG00000136450', 'ENSG00000103024', 'ENSG00000139289', 'ENSG00000161911', 'ENSG00000136731', 'ENSG00000161547', 'ENSG00000134287', 'ENSG00000111652', 'ENSG00000119953', 'ENSG00000126432', 'ENSG00000196378', 'ENSG00000180817', 'ENSG00000161970', 'ENSG00000164715', 'ENSG00000042429', 'ENSG00000183648', 'ENSG00000104904', 'ENSG00000166928', 'ENSG00000129559', 'ENSG00000106069', 'ENSG00000155876', 'ENSG00000145331', 'ENSG00000171408', 'ENSG00000133561', 'ENSG00000163743', 'ENSG00000114544', 'ENSG00000175104', 'ENSG00000244687', 'ENSG00000166923', 'ENSG00000066117', 'ENSG00000111775', 'ENSG00000110446', 'ENSG00000132646', 'ENSG00000109971', 'ENSG00000154122', 'ENSG00000068079', 'ENSG00000089091', 'ENSG00000112144', 'ENSG00000119632', 'ENSG00000150477', 'ENSG00000128789', 'ENSG00000141198', 'ENSG00000131373', 'ENSG00000079616', 'ENSG00000066044', 'ENSG00000068650', 'ENSG00000023287', 'ENSG00000204227', 'ENSG00000168795', 'ENSG00000118939', 'ENSG00000197442', 'ENSG00000196511', 'ENSG00000135315', 'ENSG00000089916', 'ENSG00000134028', 'ENSG00000114737', 'ENSG00000139626', 'ENSG00000164031', 'ENSG00000132613', 'ENSG00000123240', 'ENSG00000179021', 'ENSG00000196369', 'ENSG00000155846', 'ENSG00000023445', 'ENSG00000108578', 'ENSG00000175582', 'ENSG00000075711', 'ENSG00000151690', 'ENSG00000114062', 'ENSG00000119401', 'ENSG00000156639', 'ENSG00000176749', 'ENSG00000130254', 'ENSG00000175662', 'ENSG00000103227', 'ENSG00000133121', 'ENSG00000100889', 'ENSG00000099940', 'ENSG00000110321', 'ENSG00000198258', 'ENSG00000204304', 'ENSG00000083817', 'ENSG00000124562', 'ENSG00000100554', 'ENSG00000085231', 'ENSG00000167555', 'ENSG00000124523', 'ENSG00000137145', 'ENSG00000141012', 'ENSG00000213853', 'ENSG00000093009', 'ENSG00000186834', 'ENSG00000082805', 'ENSG00000176542', 'ENSG00000121671', 'ENSG00000187514', 'ENSG00000163319', 'ENSG00000126821', 'ENSG00000184203', 'ENSG00000178163', 'ENSG00000095383', 'ENSG00000162607', 'ENSG00000197093', 'ENSG00000164758', 'ENSG00000213689', 'ENSG00000138670', 'ENSG00000176155', 'ENSG00000185127', 'ENSG00000213918', 'ENSG00000143190', 'ENSG00000179528', 'ENSG00000180509', 'ENSG00000171295', 'ENSG00000173950', 'ENSG00000161904', 'ENSG00000169519', 'ENSG00000187609', 'ENSG00000100263', 'ENSG00000181481', 'ENSG00000103266', 'ENSG00000135541', 'ENSG00000131351', 'ENSG00000136936', 'ENSG00000100784', 'ENSG00000069998', 'ENSG00000168310', 'ENSG00000158201', 'ENSG00000087152', 'ENSG00000152443', 'ENSG00000145708', 'ENSG00000223501', 'ENSG00000127314', 'ENSG00000111716', 'ENSG00000197471', 'ENSG00000011638', 'ENSG00000070731', 'ENSG00000073910', 'ENSG00000144426', 'ENSG00000002330', 'ENSG00000172115', 'ENSG00000163823', 'ENSG00000128311', 'ENSG00000149636', 'ENSG00000174123', 'ENSG00000254999', 'ENSG00000162692', 'ENSG00000108771', 'ENSG00000138030', 'ENSG00000009844', 'ENSG00000141551', 'ENSG00000100650', 'ENSG00000148303', 'ENSG00000214021', 'ENSG00000187210', 'ENSG00000144713', 'ENSG00000120242', 'ENSG00000143549', 'ENSG00000101191', 'ENSG00000130584', 'ENSG00000167074', 'ENSG00000172732', 'ENSG00000182511', 'ENSG00000138495', 'ENSG00000162104', 'ENSG00000165480', 'ENSG00000112237', 'ENSG00000150782', 'ENSG00000115525', 'ENSG00000181274', 'ENSG00000059573', 'ENSG00000161513', 'ENSG00000102882', 'ENSG00000189171', 'ENSG00000144741', 'ENSG00000105819', 'ENSG00000175105', 'ENSG00000175265', 'ENSG00000104907', 'ENSG00000165731', 'ENSG00000146085', 'ENSG00000100558', 'ENSG00000158850', 'ENSG00000133116', 'ENSG00000184584', 'ENSG00000196498', 'ENSG00000124226', 'ENSG00000148832', 'ENSG00000148459', 'ENSG00000072210', 'ENSG00000104081', 'ENSG00000167232', 'ENSG00000108932', 'ENSG00000111707', 'ENSG00000140694', 'ENSG00000244242', 'ENSG00000040199', 'ENSG00000114019', 'ENSG00000189227', 'ENSG00000163807', 'ENSG00000197265', 'ENSG00000102974', 'ENSG00000125686', 'ENSG00000188549', 'ENSG00000148481', 'ENSG00000168297', 'ENSG00000136100', 'ENSG00000181924', 'ENSG00000109046', 'ENSG00000106261', 'ENSG00000121380', 'ENSG00000138399', 'ENSG00000170921', 'ENSG00000185379', 'ENSG00000165282', 'ENSG00000065518', 'ENSG00000142192', 'ENSG00000101189', 'ENSG00000163781', 'ENSG00000149100', 'ENSG00000235272', 'ENSG00000129226', 'ENSG00000161395', 'ENSG00000100242', 'ENSG00000151718', 'ENSG00000181192', 'ENSG00000198721', 'ENSG00000255587', 'ENSG00000197930', 'ENSG00000133606', 'ENSG00000204308', 'ENSG00000148671', 'ENSG00000120725', 'ENSG00000198818', 'ENSG00000073969', 'ENSG00000119723', 'ENSG00000105968', 'ENSG00000105851', 'ENSG00000087086', 'ENSG00000187607', 'ENSG00000160570', 'ENSG00000148396', 'ENSG00000114554', 'ENSG00000128335', 'ENSG00000166165', 'ENSG00000187824', 'ENSG00000178896', 'ENSG00000160888', 'ENSG00000169609', 'ENSG00000136193', 'ENSG00000155827', 'ENSG00000075151', 'ENSG00000214706', 'ENSG00000162174', 'ENSG00000233822', 'ENSG00000145390', 'ENSG00000111181', 'ENSG00000215012', 'ENSG00000083223', 'ENSG00000111670', 'ENSG00000213380', 'ENSG00000235750', 'ENSG00000226174', 'ENSG00000167323', 'ENSG00000125730', 'ENSG00000111846', 'ENSG00000132475', 'ENSG00000078177', 'ENSG00000137267', 'ENSG00000101158', 'ENSG00000140598', 'ENSG00000160404', 'ENSG00000186522', 'ENSG00000159792', 'ENSG00000206560', 'ENSG00000116017', 'ENSG00000105723', 'ENSG00000136240', 'ENSG00000142534', 'ENSG00000188315', 'ENSG00000107872', 'ENSG00000203880', 'ENSG00000171262', 'ENSG00000175354', 'ENSG00000171135', 'ENSG00000131558', 'ENSG00000131653', 'ENSG00000108405', 'ENSG00000163635', 'ENSG00000179387', 'ENSG00000198752', 'ENSG00000080986', 'ENSG00000174842', 'ENSG00000099968', 'ENSG00000144036', 'ENSG00000127947', 'ENSG00000165650', 'ENSG00000142227', 'ENSG00000184076', 'ENSG00000096746', 'ENSG00000007944', 'ENSG00000130159', 'ENSG00000249141', 'ENSG00000101363', 'ENSG00000145386', 'ENSG00000166484', 'ENSG00000251369', 'ENSG00000111276', 'ENSG00000100422', 'ENSG00000134444', 'ENSG00000181222', 'ENSG00000148218', 'ENSG00000133315', 'ENSG00000111667', 'ENSG00000005339', 'ENSG00000144711', 'ENSG00000142856', 'ENSG00000172037', 'ENSG00000124164', 'ENSG00000130402', 'ENSG00000151287', 'ENSG00000141298', 'ENSG00000099889', 'ENSG00000164924', 'ENSG00000189376', 'ENSG00000135968', 'ENSG00000140575', 'ENSG00000154328', 'ENSG00000100151', 'ENSG00000113732', 'ENSG00000173163', 'ENSG00000178537', 'ENSG00000146376', 'ENSG00000108439', 'ENSG00000164080', 'ENSG00000101544', 'ENSG00000170502', 'ENSG00000052795', 'ENSG00000185347', 'ENSG00000115806', 'ENSG00000117643', 'ENSG00000137200', 'ENSG00000166278', 'ENSG00000106392', 'ENSG00000183742', 'ENSG00000138642', 'ENSG00000159921', 'ENSG00000128487', 'ENSG00000168591', 'ENSG00000132199', 'ENSG00000103257', 'ENSG00000138688', 'ENSG00000188747', 'ENSG00000141084', 'ENSG00000174485', 'ENSG00000062582', 'ENSG00000239713', 'ENSG00000168159', 'ENSG00000136147', 'ENSG00000203791', 'ENSG00000175216', 'ENSG00000020577', 'ENSG00000145740', 'ENSG00000175352', 'ENSG00000170871', 'ENSG00000076604', 'ENSG00000108010', 'ENSG00000119673', 'ENSG00000196141', 'ENSG00000100321', 'ENSG00000065485', 'ENSG00000120647', 'ENSG00000006747', 'ENSG00000136144', 'ENSG00000138780', 'ENSG00000165071', 'ENSG00000025708', 'ENSG00000130313', 'ENSG00000164211', 'ENSG00000168438', 'ENSG00000170889', 'ENSG00000163870', 'ENSG00000196735', 'ENSG00000131697', 'ENSG00000104835', 'ENSG00000100106', 'ENSG00000105855', 'ENSG00000108599', 'ENSG00000148143', 'ENSG00000253797', 'ENSG00000100888', 'ENSG00000136942', 'ENSG00000196372', 'ENSG00000107341', 'ENSG00000126882', 'ENSG00000128694', 'ENSG00000214013', 'ENSG00000172716', 'ENSG00000067082', 'ENSG00000110046', 'ENSG00000013583', 'ENSG00000153391', 'ENSG00000102858', 'ENSG00000004478', 'ENSG00000103512', 'ENSG00000141540', 'ENSG00000198824', 'ENSG00000132405', 'ENSG00000165917', 'ENSG00000111229', 'ENSG00000186642', 'ENSG00000112394', 'ENSG00000101574', 'ENSG00000137812', 'ENSG00000070759', 'ENSG00000244187', 'ENSG00000214194', 'ENSG00000104142', 'ENSG00000108950', 'ENSG00000166340', 'ENSG00000140386', 'ENSG00000174915', 'ENSG00000242114', 'ENSG00000169814', 'ENSG00000076242', 'ENSG00000119820', 'ENSG00000166343', 'ENSG00000070190', 'ENSG00000171206', 'ENSG00000040531', 'ENSG00000125450', 'ENSG00000147437', 'ENSG00000134815', 'ENSG00000120662', 'ENSG00000182853', 'ENSG00000153071', 'ENSG00000125912', 'ENSG00000151692', 'ENSG00000156711', 'ENSG00000178381', 'ENSG00000100311', 'ENSG00000141295', 'ENSG00000156482', 'ENSG00000129103', 'ENSG00000173011', 'ENSG00000167123', 'ENSG00000143776', 'ENSG00000213463', 'ENSG00000269858', 'ENSG00000143740', 'ENSG00000121060', 'ENSG00000169359', 'ENSG00000120526', 'ENSG00000057757', 'ENSG00000172824', 'ENSG00000227057', 'ENSG00000197238', 'ENSG00000130175', 'ENSG00000115760', 'ENSG00000134030', 'ENSG00000136068', 'ENSG00000146070', 'ENSG00000172349', 'ENSG00000095139', 'ENSG00000141522', 'ENSG00000165280', 'ENSG00000196236', 'ENSG00000122376', 'ENSG00000166902', 'ENSG00000197885', 'ENSG00000141503', 'ENSG00000164989', 'ENSG00000173281', 'ENSG00000156206', 'ENSG00000115942', 'ENSG00000082014', 'ENSG00000165804', 'ENSG00000217128', 'ENSG00000134910', 'ENSG00000165028', 'ENSG00000089123', 'ENSG00000142731', 'ENSG00000214193', 'ENSG00000176894', 'ENSG00000081692', 'ENSG00000138756', 'ENSG00000174437', 'ENSG00000051108', 'ENSG00000256683', 'ENSG00000010017']

	AF08_Flu	AF10_Flu	AF12_Flu	AF14_Flu	AF16_Flu	AF18_Flu	AF20_Flu	AF24_Flu	AF30_Flu	AF34_Flu	...	EU13_Flu	EU19_Flu	EU21_Flu	EU25_Flu	EU27_Flu	EU29_Flu	EU33_Flu	EU37_Flu	EU39_Flu	EU41_Flu
ENSG00000169299	12.336556	12.529377	12.323171	12.512159	12.509366	12.521480	12.500706	12.547830	12.507326	12.472242	...	12.534420	12.319544	12.525889	12.312219	12.319931	12.335636	12.313011	12.312319	12.507171	12.575300
ENSG00000257923	12.035307	12.030398	12.040737	12.032822	12.040269	12.021097	12.036397	12.050667	12.049184	12.052822	...	12.020714	12.034449	12.039735	12.035878	12.035703	12.051607	12.025640	12.043990	12.021134	12.051312
ENSG00000103415	12.038525	12.059998	12.039096	12.049504	12.062414	12.039132	12.038908	12.062414	12.056040	12.054314	...	12.107192	12.107665	12.107665	12.107471	12.036098	12.039945	12.039062	12.034504	12.107665	12.107983
ENSG00000266967	11.839850	11.842375	11.843059	11.833174	11.834784	11.839889	11.839863	11.833930	11.838802	11.840729	...	11.830306	11.830045	11.839850	11.839764	11.839863	11.840891	11.839914	11.834933	11.839850	11.839861
ENSG00000184056	11.967782	11.972002	11.994227	11.971614	12.000217	11.992446	11.999033	11.989745	11.999410	11.992907	...	11.968070	11.968179	11.963174	11.965155	11.995455	11.967779	11.965439	11.993686	11.965757	11.985706
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
ENSG00000138756	13.179528	13.136430	13.176786	13.153158	13.134434	13.176609	13.121706	13.177249	13.144960	13.148061	...	13.126969	13.122720	13.127292	13.127292	13.126969	13.125512	13.121424	13.127986	13.126969	13.138123
ENSG00000174437	13.443533	13.441706	13.455908	13.443365	13.455242	13.436779	13.446682	13.443864	13.440945	13.455279	...	13.443205	13.443205	13.446381	13.443205	13.455279	13.455908	13.443205	13.443205	13.446381	13.443365
ENSG00000051108	15.002705	14.978869	15.032179	15.011397	14.996846	15.035034	15.080014	15.000559	15.032676	15.068996	...	15.038720	15.003729	14.990011	15.003036	15.067764	14.989724	15.062576	14.981367	15.027704	15.032179
ENSG00000256683	11.522608	11.522827	11.537241	11.535929	11.526567	11.535027	11.536330	11.534021	11.523520	11.535929	...	11.520942	11.520956	11.522965	11.522671	11.535007	11.522923	11.522755	11.533582	11.534960	11.522965
ENSG00000010017	12.047728	12.056919	12.045842	12.056963	12.054036	12.045829	12.044190	12.043836	12.056267	12.083882	...	12.065890	12.050181	12.067747	12.051728	12.051880	12.081906	12.046183	12.035852	12.065607	12.066958

8807 rows × 24 columns

Code

matched_expression = gene_expression.loc[summed_haplos.index,summed_haplos.columns]
matched_expression

	AF08_Flu	AF10_Flu	AF12_Flu	AF14_Flu	AF16_Flu	AF18_Flu	AF20_Flu	AF24_Flu	AF30_Flu	AF34_Flu	...	EU13_Flu	EU19_Flu	EU21_Flu	EU25_Flu	EU27_Flu	EU29_Flu	EU33_Flu	EU37_Flu	EU39_Flu	EU41_Flu
ENSG00000169299	5.991809	6.015670	5.885680	6.046204	6.004255	5.994751	6.039703	5.984649	6.010741	6.041749	...	6.019563	5.967401	6.073636	5.942668	5.977343	6.038892	6.061462	6.061313	6.013686	6.013824
ENSG00000257923	5.876148	5.873596	5.870280	5.891577	5.848682	5.839967	5.834431	5.864762	5.846498	5.858679	...	5.867711	5.839335	5.840308	5.839942	5.846200	5.851124	5.835780	5.853622	5.868491	5.862954
ENSG00000103415	5.808615	5.787164	5.737045	5.760667	5.773508	5.771892	5.779651	5.757381	5.774507	5.774762	...	5.788668	5.806572	5.807068	5.765034	5.774550	5.794911	5.802062	5.814398	5.783135	5.785977
ENSG00000266967	5.744924	5.756215	5.738306	5.723507	5.743668	5.733541	5.738332	5.735067	5.739813	5.737148	...	5.756046	5.747044	5.714105	5.734467	5.734561	5.737904	5.739351	5.760506	5.736226	5.742421
ENSG00000184056	5.939656	5.893919	5.852486	5.907825	5.918098	5.904718	5.909762	5.919956	5.922636	5.905308	...	5.930290	5.952678	5.996111	5.893255	5.927052	5.957852	5.950639	5.928628	5.921840	5.927813
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
ENSG00000138756	6.636779	6.569737	6.723695	6.655076	6.585411	6.685619	6.740644	6.714986	6.529827	6.723980	...	6.644318	6.647237	6.623577	6.712519	6.694021	6.819609	6.586741	6.598530	6.653560	6.633766
ENSG00000174437	6.593330	6.536807	6.501684	6.564420	6.488561	6.423766	6.497901	6.417081	6.554939	6.344327	...	6.477447	6.654724	6.639037	6.591979	6.378624	6.539735	6.483582	6.704847	6.451909	6.529219
ENSG00000051108	6.035890	6.107972	6.062520	6.066988	6.012772	6.128167	6.019524	6.013497	6.015049	6.054885	...	6.030362	6.047577	6.081158	6.215436	6.065541	6.061749	6.158350	6.135417	6.081690	6.073259
ENSG00000256683	6.230212	6.268595	6.262285	6.251469	6.217824	6.221565	6.225204	6.235602	6.188596	6.250971	...	6.233117	6.156734	6.115212	6.172578	6.135702	6.182732	6.244318	6.189487	6.202578	6.244206
ENSG00000010017	6.557862	6.360470	6.452607	6.569074	6.517193	6.507244	6.593791	6.780553	6.553405	6.599234	...	6.616033	6.569446	6.568156	6.510583	6.431341	6.596881	6.506888	6.552625	6.530267	6.580630

8807 rows × 24 columns

Correlation per gene across individuals between predictions and ground truth

Code

# compute gene correlations
import matplotlib.pyplot as plt


plots_dir = "/beagle3/haky/users/saideep/github_repos/Daily-Blog-Sai/posts/2023-11-22-retrain_expression_predictor/personalized_prediction_plots"

corrs_Flu = matched_expression.corrwith(summed_haplos,axis=1,method="pearson")

corrs_Flu.hist(bins=100)
plt.savefig(os.path.join(plots_dir,"corrs_Flu_pearson.png"))

empirical_mean = corrs_Flu.mean()
print("Mean correlation across all genes:", corrs_Flu.mean())
print("Variance of correlations across all genes:", corrs_Flu.var())

Mean correlation across all genes: 0.024425875149420444
Variance of correlations across all genes: 0.05559974407873273

Examining some of these genes in more detail. Plot 4 most positive/negative correlations

Code

corrs_Flu.sort_values(ascending=False)
corrs_Flu.to_csv("/beagle3/haky/users/saideep/github_repos/Daily-Blog-Sai/posts/2023-11-22-retrain_expression_predictor/expression_personalized_corrs_flu_RNAseq.csv")

Code


for x in corrs_Flu.sort_values(ascending=False).index[[0,1,5200,-2, -1]]:
    print(x,corrs_Flu[x])
    plt.plot(matched_expression.loc[x,:].values,summed_haplos.loc[x,:].values,"o")
    plt.xlabel("Ground Truth")
    plt.ylabel("Enpact")
    plt.title(str(x))
    plt.show()
    plt.clf()

ENSG00000104361 0.8296287775535508
ENSG00000147533 0.7887764962222693
ENSG00000092148 -0.03468180503714367
ENSG00000086232 -0.7167361504657177
ENSG00000172724 -0.7226199876689203

<Figure size 640x480 with 0 Axes>

Code


# corrs_Flu = matched_expression.corrwith(summed_haplos,axis=0)

# corrs_Flu.hist(bins=100)
# plt.savefig(os.path.join(plots_dir,"corrs_Flu_pearson_0.png"))
# print(corrs_Flu.mean())

What is the null correlation distrbution? (permute individuals)

Code

#Check that permutation does what we expect
summed_haplos_permuted = summed_haplos.copy()
summed_haplos_permuted.columns = np.random.permutation(summed_haplos_permuted.columns)

print(summed_haplos.head(n=1))
print("permuted")
print(summed_haplos_permuted.head(n=1))

                  AF08_Flu   AF10_Flu   AF12_Flu   AF14_Flu   AF16_Flu  \
ENSG00000169299  12.336556  12.529377  12.323171  12.512159  12.509366   

                 AF18_Flu   AF20_Flu  AF24_Flu   AF30_Flu   AF34_Flu  ...  \
ENSG00000169299  12.52148  12.500706  12.54783  12.507326  12.472242  ...   

                 EU13_Flu   EU19_Flu   EU21_Flu   EU25_Flu   EU27_Flu  \
ENSG00000169299  12.53442  12.319544  12.525889  12.312219  12.319931   

                  EU29_Flu   EU33_Flu   EU37_Flu   EU39_Flu  EU41_Flu  
ENSG00000169299  12.335636  12.313011  12.312319  12.507171   12.5753  

[1 rows x 24 columns]
permuted
                  AF24_Flu   EU19_Flu   AF08_Flu   EU33_Flu   EU27_Flu  \
ENSG00000169299  12.336556  12.529377  12.323171  12.512159  12.509366   

                 EU09_Flu   AF16_Flu  AF30_Flu   AF34_Flu   EU13_Flu  ...  \
ENSG00000169299  12.52148  12.500706  12.54783  12.507326  12.472242  ...   

                 AF14_Flu   EU39_Flu   AF10_Flu   AF12_Flu   EU37_Flu  \
ENSG00000169299  12.53442  12.319544  12.525889  12.312219  12.319931   

                  EU29_Flu   AF20_Flu   EU41_Flu   EU25_Flu  AF18_Flu  
ENSG00000169299  12.335636  12.313011  12.312319  12.507171   12.5753  

[1 rows x 24 columns]

Plotting empirical vs null correlation distributions

Code

import seaborn as sns

print("Mean correlation across all genes:", corrs_Flu.mean())
print("Variance of correlations across all genes:", corrs_Flu.var())

summed_haplos_permuted = summed_haplos.copy()
summed_haplos_permuted.columns = np.random.permutation(summed_haplos_permuted.columns)
corrs_Flu_permuted = matched_expression.corrwith(summed_haplos_permuted,axis=1,method="pearson")
corrs_Flu_permuted.hist(bins=100)

nullcorvec = np.tanh(np.random.normal(size=len(corrs_Flu))/np.sqrt(24-3))

for_hist_plot_df = pd.DataFrame({"Empirical":corrs_Flu,"Null":nullcorvec})
melted_df = for_hist_plot_df.melt(value_vars=["Empirical","Null"])
melted_df

sns.histplot(data=melted_df, x="value", hue="variable", bins=100)
plt.grid(False)
plt.xlabel("Pearson Correlation")
plt.ylabel("Count")
plt.title("Correlation distribution of Empirical(ENPACT) and Null")
plt.show()
plt.clf()

for x in range(3):
    summed_haplos_permuted = summed_haplos.copy()
    summed_haplos_permuted.columns = np.random.permutation(summed_haplos_permuted.columns)
    corrs_Flu_permuted = matched_expression.corrwith(summed_haplos_permuted,axis=1,method="pearson")
    corrs_Flu_permuted.hist(bins=100)

    nullcorvec = np.tanh(np.random.normal(size=len(corrs_Flu))/np.sqrt(24-3))

    for_hist_plot_df = pd.DataFrame({"Empirical":corrs_Flu,"Permuted":corrs_Flu_permuted,"Null":nullcorvec})
    melted_df = for_hist_plot_df.melt(value_vars=["Empirical","Permuted","Null"])
    melted_df

    melted_df.to_csv(os.path.join("/beagle3/haky/users/saideep/github_repos/Daily-Blog-Sai/posts/2023-11-22-retrain_expression_predictor","expression_personalized_corrs.csv"))

    print("Mean correlation across all genes, permuted:", corrs_Flu_permuted.mean())
    print("Variance of correlations across all genes, permuted:", corrs_Flu_permuted.var())

    sns.histplot(data=melted_df, x="value", hue="variable", bins=100)
    plt.grid(False)
    plt.xlabel("Pearson Correlation")
    plt.ylabel("Count")
    plt.title("Correlation distribution of Empirical(ENPACT), Permuted, and Null")
    plt.show()
    plt.clf()

Mean correlation across all genes: 0.02450635794335371
Variance of correlations across all genes: 0.05560007712610418
Mean correlation across all genes, permuted: 0.002674007532083701
Variance of correlations across all genes, permuted: 0.04227588611214801
Mean correlation across all genes, permuted: -0.0028369129532756967
Variance of correlations across all genes, permuted: 0.04397307370620441
Mean correlation across all genes, permuted: 0.004663155644048359
Variance of correlations across all genes, permuted: 0.04201475361444288

<Figure size 640x480 with 0 Axes>

Code

nullcorvec = np.tanh(np.random.normal(size=len(corrs_Flu))/np.sqrt(24-3))
nullcorvec

array([-0.25150827,  0.03909163,  0.40789239, ..., -0.01587569,
       -0.29896297,  0.05607926])

This can also be examined by looking at enrichment over the null R2 distribution

Code

def qqR2_python(pearson_r, nn, title="QQ Plot"):
    import numpy as np
    import matplotlib.pyplot as plt
    ## nn is the sample size, number of individuals used to compute correlation.
    ## needs correlation vector as input.
    ## nullcorvec generates a random sample from correlation distributions, under the null hypothesis of 0 correlation using Fisher's approximation.
    corvec = pearson_r
    mm = len(corvec)
    nullcorvec = np.tanh(np.random.normal(size=mm)/np.sqrt(nn-3)) ## null correlation vector
    null_pearson_r = nullcorvec

    plt.plot(np.sort(null_pearson_r),np.sort(pearson_r),"o")
    plt.plot(pearson_r,pearson_r,"-")
    plt.xlabel("Null R")
    plt.ylabel("Empirical R")
    plt.title(title)
    plt.show()
    plt.clf()

    plt.plot(np.sort(null_pearson_r**2),np.sort(pearson_r**2),"o")
    plt.plot(pearson_r**2,pearson_r**2,"-")
    plt.xlabel("Null R2")
    plt.ylabel("Empirical R2")
    plt.title(title)
    plt.show()
    plt.clf()

# qqR2 = function(pearson_r,nn,pad_neg_with_0 = FALSE,...)
# {
# ## nn is the sample size, number of individuals used to compute correlation.
# ## needs correlation vector as input.
# ## nullcorvec generates a random sample from correlation distributions, under the null hypothesis of 0 correlation using Fisher's approximation.
#   corvec <- pearson_r
#   if(pad_neg_with_0) corvec[corvec < 0 | is.na(corvec) ]=0
#   mm <- length(corvec)
#   nullcorvec = tanh(rnorm(mm)/sqrt(nn-3)) ## null correlation vector
#   null_pearson_r <- nullcorvec
#   qqplot(null_pearson_r^2,pearson_r^2,...); abline(0,1); grid()
#   title(" ")
# }

Code

qqR2_python(corrs_Flu,24,"Empirical(Enpact Predictions) vs. Null Correlation QQ Plot")

<Figure size 640x480 with 0 Axes>

Code

qqR2_python(corrs_Flu_permuted,24,"Empirical(Enpact Predictions) Permuted vs. Null Correlation QQ Plot")

<Figure size 640x480 with 0 Axes>

Subset to PrediXcan Geuvadis genes

Code

path_geuvadis_gens = "/beagle3/haky/users/saideep/projects/aracena_modeling/Inputs/geuvadis_data/predixcan_expression.txt"

geuvadis_expression = pd.read_csv(path_geuvadis_gens,sep=" ",index_col=0)

geuvadis_predixcan_genes = set(geuvadis_expression.index)

# geuvadis_genes = set(geuvadis_expression["Gene_Symbol"].str.split(pat=".",expand=True)[0])

# geuvadis_genes

Code

len(set(summed_haplos.index).intersection(geuvadis_predixcan_genes))

gp_genes = set(summed_haplos.index).intersection(geuvadis_predixcan_genes)

matched_expression_gp = matched_expression.loc[gp_genes,:]
summed_haplos_gp = summed_haplos.loc[gp_genes,:]

Code

# compute gene correlations
import matplotlib.pyplot as plt


plots_dir = "/beagle3/haky/users/saideep/github_repos/Daily-Blog-Sai/posts/2023-11-22-retrain_expression_predictor/personalized_prediction_plots"

corrs_Flu = matched_expression_gp.corrwith(summed_haplos_gp,axis=1,method="pearson")

empirical_mean = corrs_Flu.mean()
print("Mean correlation across all genes:", corrs_Flu.mean())
print("Variance of correlations across all genes:", corrs_Flu.var())

import seaborn as sns



nullcorvec = np.tanh(np.random.normal(size=len(corrs_Flu))/np.sqrt(24-3))

for_hist_plot_df = pd.DataFrame({"Empirical":corrs_Flu,"Null":nullcorvec})
melted_df = for_hist_plot_df.melt(value_vars=["Empirical","Null"])
melted_df

sns.histplot(data=melted_df, x="value", hue="variable", bins=100)
plt.grid(False)
plt.xlabel("Pearson Correlation")
plt.ylabel("Count")
plt.title("Correlation distribution of Empirical(ENPACT) and Null")
plt.show()
plt.clf()

qqR2_python(corrs_Flu,24,"Empirical(Enpact Predictions) vs. Null Correlation QQ Plot - GP Genes")

Mean correlation across all genes: 0.027620754738467146
Variance of correlations across all genes: 0.061890739154729105

<Figure size 640x480 with 0 Axes>

Probability that empirical mean is from null scrambling of individuals (check if there might be a bug with ordering of individuals)

Code

permuted_means = []
permuted_vars = []
for i in range(100):
    if i%10==0:
        print(i)
    summed_haplos_permuted.columns = np.random.permutation(summed_haplos_permuted.columns)
    corrs_Flu_permuted = matched_expression.corrwith(summed_haplos_permuted,axis=1,method="spearman")
    permuted_means.append(corrs_Flu_permuted.mean())
    permuted_vars.append(corrs_Flu_permuted.var())

Code

prop_greater_mean = sum([x>empirical_mean for x in permuted_means])/len(permuted_means)
print("Proportion of permuted means greater than empirical:", prop_greater_mean)

plt.hist(permuted_means,bins=10)
plt.vlines(corrs_Flu.mean(),0,10, color="red")
plt.show()
plt.clf()
plt.hist(permuted_vars,bins=10)
plt.vlines(corrs_Flu.var(),0,10, color="red")
plt.show()
plt.clf()

Proportion of permuted means greater than empirical: 0.0

<Figure size 640x480 with 0 Axes>

Ok, seems unlikely that the correlation distribution is due to chance

#TODO

Plot QQplot of null R2 distribution vs empirical R2 distribution Plot overlaid histograms of null R distribution vs empirical R distribution

Take a look at a few of the high R2 genes

Subset to “PrediXcan” genes, heritability

Check paper for number of eQTLs, related to PredictDB /heritability