I recently have been performing training of the Enformer prediction to Aracena track models. While the training appears to be occuring, with convergence of the loss function, etc. The output predictions appear nonsensical. After visual inspection, it seems that some of the tracks don’t really match expectations. For example, RNAseq coverage should line up with gene annotations. Here I am going to try and find the source of the discrepancy.
These appear to match up with the expected (similar to Enformer usage notebook)
By visual inspection, there is likely a problem with the Aracena tracks not aligning with the expected region. Because this data is very important, I am going to create some checks and utility code from the ground up.
Since the BAM files are aligned to hg19, I will start by extracting RNAseq coverage from a gene region in hg19 coordinates, followed by repeating with liftover coordinates. This coverage should align with expectations assuming the bam files are correct.
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
def plot_tracks(tracks, interval, height=1.5):
fig, axes = plt.subplots(len(tracks), 1, figsize=(20, height * len(tracks)), sharex=True)
for ax, (title, y) in zip(axes, tracks.items()):
ax.fill_between(np.linspace(interval[1], interval[2], num=len(y)), y)
ax.set_title(title)
sns.despine(top=True, right=True, bottom=True)
ax.set_xlabel("_".join([str(x) for x in interval]))
plt.tight_layout()ERAP2_window_hg19 = ["5",96211643,96255420]
ERAP2_window_hg38 = ["5",96875939,96919716]
import pysam
import matplotlib.pyplot as plt
import numpy as np
bam_file = "/project2/haky/saideep/aracena_data_preprocessing/RNAseq_alignment/AF20_NI.sorted.mdup.bam"
with pysam.AlignmentFile(bam_file, "rb") as rnaseq_ara_bam:
ERAP2_hg19_cov = rnaseq_ara_bam.count_coverage(*ERAP2_window_hg19)
print(ERAP2_hg19_cov)
cov_arrays = [np.array(x) for x in ERAP2_hg19_cov]
print(cov_arrays)
summed_cov = sum(cov_arrays)
print(summed_cov)(array('L', [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 0, 2, 0, 2, 0, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 2, 0, 3, 3, 0, 3, 3, 0, 0, 3, 0, 0, 0, 0, 0, 0, 4, 0, 4, 4, 4, 0, 4, 0, 0, 4, 0, 4, 0, 3, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 2, 0, 0, 2, 0, 2, 2, 0, 0, 2, 0, 2, 2, 0, 0, 0, 0, 2, 2, 0, 2, 0, 0, 2, 2, 0, 0, 0, 0, 0, 2, 1, 0, 2, 0, 2, 2, 0, 2, 2, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 2, 2, 0, 0, 0, 2, 2, 0, 0, 0, 1, 0, 0, 0, 0, 2, 0, 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[array([0, 0, 0, ..., 0, 0, 1], dtype=uint64), array([0, 0, 0, ..., 0, 0, 0], dtype=uint64), array([0, 0, 0, ..., 0, 0, 0], dtype=uint64), array([0, 0, 0, ..., 1, 1, 0], dtype=uint64)]
[0 0 0 ... 1 1 1]tracks = {"track1": summed_cov,
"track2":summed_cov}
plot_tracks(tracks, ERAP2_window_hg19)
Ok lets check that lifting over the coordinates works as expected
import kipoiseq
def liftover_coords(interval, source="hg19", target="hg38"):
'''
Inputs:
interval: kipoiseq interval object containing the coordinates to be converted
Outputs:
converted_coords: kipoiseq interval object containing the converted coordinates
'''
import liftover
# Initialize converter
converter = liftover.get_lifter(source, target)
converted_coords = kipoiseq.Interval(interval.chrom,converter[interval.chrom][interval.start][0][1],converter[interval.chrom][interval.end][0][1])
return converted_coords
ERAP2_hg19_kipoi = kipoiseq.Interval("chr5",96211643,96255420)
ERAP2_hg38_kipoi = kipoiseq.Interval("chr5",96875939,96919716)
ERAP2_hg38_from_hg19 = liftover_coords(ERAP2_hg19_kipoi)
ERAP2_hg19_from_hg38 = liftover_coords(ERAP2_hg38_kipoi, source="hg38", target="hg19")
print("ERAP2 hg38 window ground truth:",ERAP2_hg38_kipoi)
print("ERAP2 hg38 window from liftover hg19:",ERAP2_hg38_from_hg19)
print("ERAP2 hg19 window ground truth:",ERAP2_hg19_kipoi)
print("ERAP2 hg19 window from liftover hg38:",ERAP2_hg19_from_hg38)ERAP2 hg38 window ground truth: chr5:96875939-96919716:.
ERAP2 hg38 window from liftover hg19: chr5:96875939-96919716:.
ERAP2 hg19 window ground truth: chr5:96211643-96255420:.
ERAP2 hg19 window from liftover hg38: chr5:96211643-96255420:.The liftover is working. It turns out that a possible source of error is that I was performing liftover in the wrong direction. Since the basenji sequences are mapped to hg38, and the aracena alignments are mapped to hg19, I need to perform liftover from hg38 to hg19 to get the extraction coordinates. In my liftover function, however, it defaults to hg19 to hg38. Let’s continue testing the conversion process by looking at the bigwigs.
import pyBigWig
import os,sys
bigwig_dir = "/project2/haky/saideep/aracena_data_preprocessing/bigwigs"
bigwig_file = os.path.join(bigwig_dir, "AF20_Flu_RNAseq.sorted.dup.bw")
with pyBigWig.open(bigwig_file) as bw:
ERAP2_hg19_cov = bw.values("5", 96211643, 96255420)
# ERAP2_hg38_cov = bw.values("chr5", 96875939, 96919716)
print(len(ERAP2_hg19_cov))
# ERAP2_hg19_cov43777tracks = {"coverage_from_bam": summed_cov,
"bigwig_coveraage": ERAP2_hg19_cov}
plot_tracks(tracks, ERAP2_window_hg19)
# plt.plot(ERAP2_hg19_cov)
The bigwig does roughly match the bam file signal. Let’s now test the conversion from bigwig to HDF5
def update_target_array_single_bin(bigwig_files, coords, summarization="mean", bin_size=128):
# Iterate through coords and extract targets
bw_array = np.zeros((1,len(bigwig_files)))
for i,bw in enumerate(bigwig_files):
if "RNAseq" in bw:
cur_chrom = coords.chrom.replace("chr","")
else:
cur_chrom = coords.chrom
# Initialize reader
try:
with pyBigWig.open(bw) as reader:
try:
cur_val = reader.stats(cur_chrom, coords.start, coords.end, type=summarization)
# print("Read from bigwig file: "+bw, coords)
# print(cur_val)
except Exception as e:
print("Error reading bigwig file: "+bw, coords)
print(e)
cur_val = [0]
bw_array[0,i] = cur_val[0]
except Exception as e:
print("Error opening bigwig file: "+bw, coords)
print(e)
# print("shape of bw array: ", bw_array.shape)
return bin_size*bw_array
def extract_targets_single_window(bigwig_files, coords, summarization="mean", bin_size=128, bin_count=896, num_cpus=2):
import multiprocessing as mp
# Target matrix is output bins x num tracks x num windows
target_array = np.zeros((896,12))
# Iterate through coords and extract targets
bin_coords = np.arange(coords.start, coords.end, 128)
bin_update_params = []
for i,coord in enumerate(bin_coords):
bin_update_params.append((bigwig_files,kipoiseq.Interval(coords.chrom,coord,coord+bin_size)))
# print(bin_update_params)
with mp.Pool(num_cpus) as pool:
bin_arrays = pool.starmap(update_target_array_single_bin, bin_update_params)
target_array = np.concatenate(bin_arrays, axis=0)
print("shape of target array: ", target_array.shape)
return target_array
single_window_targets = extract_targets_single_window([bigwig_file], ERAP2_hg19_kipoi,summarization="sum")shape of target array: (343, 1)tracks = {"coverage_from_bam": ERAP2_hg19_cov,
"bigwig_coverage": summed_cov}
plot_tracks(tracks, ERAP2_window_hg19)
tracks = {"binned_coverage": single_window_targets[:,0],
"binned_coverage2": single_window_targets[:,0]}
plot_tracks(tracks, ERAP2_window_hg19)
OK this looks pretty good, still matching the prior shape despite being binned. As another check, I will now compare with a window from the basenji targets
basenji_interval_raw = "2_193588059_193719131".split("_")
basenji_interval_hg38 = ["chr"+basenji_interval_raw[0],int(basenji_interval_raw[1]),int(basenji_interval_raw[2])]
kipoi_basenji_interval_hg38 = kipoiseq.Interval(*basenji_interval_hg38)
kipoi_basenji_interval_hg38_to_hg38 = liftover_coords(kipoi_basenji_interval_hg38, source="hg19", target="hg38")
basenji_interval_hg38_to_hg38 = [kipoi_basenji_interval_hg38_to_hg38.chrom,
kipoi_basenji_interval_hg38_to_hg38.start,
kipoi_basenji_interval_hg38_to_hg38.end]
kipoi_basenji_interval_hg38_to_hg19 = liftover_coords(kipoi_basenji_interval_hg38, source="hg38", target="hg19")
basenji_interval_hg38_to_hg19 = [kipoi_basenji_interval_hg38_to_hg19.chrom,
kipoi_basenji_interval_hg38_to_hg19.start,
kipoi_basenji_interval_hg38_to_hg19.end]
print(kipoi_basenji_interval_hg38,
kipoi_basenji_interval_hg38_to_hg38,
kipoi_basenji_interval_hg38_to_hg19)
basenji_target_binned_cov_hg38 = extract_targets_single_window([bigwig_file], kipoi_basenji_interval_hg38)
basenji_target_binned_cov_hg38_to_hg38 = extract_targets_single_window([bigwig_file], kipoi_basenji_interval_hg38_to_hg38)
basenji_target_binned_cov_hg38_to_hg19 = extract_targets_single_window([bigwig_file], kipoi_basenji_interval_hg38_to_hg19)
tracks = {"binned_coverage_hg38": basenji_target_binned_cov_hg38[:,0],
"binned_coverage_hg38_to_hg38": basenji_target_binned_cov_hg38_to_hg38[:,0],
"binned_coverage_hg38_to_hg19": basenji_target_binned_cov_hg38_to_hg19[:,0]}
plot_tracks(tracks, basenji_interval_hg38)
# plt.plot(basenji_target_window)chr2:193588059-193719131:. chr2:192723333-192854405:. chr2:194452783-194583855:.
shape of target array: (1024, 1)
shape of target array: (1024, 1)
shape of target array: (1024, 1)
Perfect! The above plots recaputulate both the (incorrect) tracks stored in the HDF5 files, and the corrected liftover extraction seems to more closely mimic the Enformer CAGE predictions. Note that the ERAP2 locus shown further above is precisely as expected using the hg38->hg19 liftover coordinates. I am now highly confident that the liftover is causing issues with the Aracena tracks I used for training. One final check is in order, it will be good to also have the reference predicted epigenome tracks to compare.
import h5py
def query_epigenome_from_hdf5(region, individual="AF20"):
import pandas as pd
import h5py
col_region = "_".join([region[0].strip("chr"),region[1],region[2]])
mapping_table = pd.read_csv("/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/index_files/remapped_table_filt.csv", index_col=0)
if col_region not in mapping_table.columns:
print(col_region, "not present in hdf5")
return None,"region not present in hdf5"
query_index = int(mapping_table.loc["ref-epigenome", col_region])
query_group = mapping_table.loc["group", col_region]
print(query_index,query_group)
enformer_ref_targets = f"/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/ref-epigenome_{query_group}_aracena.h5"
with h5py.File(enformer_ref_targets, 'r') as ert:
query = ert['ref_epigenome'][:,4766,query_index]
return query, None
def query_aracena_from_hdf5(region, individual="AF20"):
import pandas as pd
import h5py
col_region = "_".join([region[0].strip("chr"),region[1],region[2]])
mapping_table = pd.read_csv("/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/index_files/remapped_table_filt.csv", index_col=0)
if col_region not in mapping_table.columns:
print(col_region, "not present in hdf5")
return None,"region not present in hdf5"
query_index = int(mapping_table.loc[individual, col_region])
query_group = mapping_table.loc["group", col_region]
print(query_index,query_group)
enformer_ara_targets = f"/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/{individual}_{query_group}_aracena.h5"
print(enformer_ara_targets)
with h5py.File(enformer_ara_targets, 'r') as ert:
query = ert['targets'][:,0,query_index]
return query, None
def query_epigenome(chr_num, center_bp, enfref_dir, num_bins=896, tracks=-1):
"""
Parameters:
path_to_enfref (str): path to the directory containing the concatenated reference enformer files
chr_num (int/string): chromosome number
center_bp (int): center base pair position (1-indexed)
num_bins (int): number of bins to extract centered around center_bp (default: 896)
note: if the number of bins is even, the center bin will be in the second half of the array
tracks (int list): list of tracks to extract (default: all 5313 tracks)
Returns:
epigen (np.array): enformer predictions centered at center_bp of shape (num_bins, len(tracks))
"""
# from position choose center bin
center_ind = center_bp - 1
center_bin = center_ind // 128
half_bins = num_bins // 2
start_bin = center_bin - half_bins
end_bin = center_bin + half_bins
if num_bins % 2 != 0: # if num_bins is odd
end_bin += 1
with h5py.File(f"{enfref_dir}/chr{chr_num}_cat.h5", "r") as f:
# get tracks if list provided
if tracks == -1:
epigen = f[f'chr{chr_num}'][start_bin:end_bin, :]
else:
epigen = f[f'chr{chr_num}'][start_bin:end_bin, tracks]
return epigenpath_to_ref_db = "/project2/haky/Data/enformer-reference-epigenome"
center_bp = int((basenji_interval_hg38[2]-basenji_interval_hg38[1])/2)
ref_query = query_epigenome(basenji_interval_hg38[0].strip('chr'), center_bp, path_to_ref_db, tracks=4766)tracks = {"ref_epigenome": ref_query,
"binned_coverage_hg38_to_hg19": basenji_target_binned_cov_hg38_to_hg19[:,0]}
plot_tracks(tracks, basenji_interval_hg38)
It’s still unclear whether the Enformer CAGE track predictions, which we know tend to identify features like TSS sites accurately, even match up with the Aracena RNAseq data. Someimes the regions seemingly correspond, but offsets can be confounding.
import pandas as pd
tss_list = "canonical_TSS_full_metadata.txt"
tss_list_df = pd.read_csv(tss_list)
basenji_seqeunces = "sequences.bed"
basenji_seqeunces_df = pd.read_csv(basenji_seqeunces)tss_list_df['chrom'] = "chr" + tss_list_df['chromosome_name']
tss_list_df['tss_start_plusone'] = tss_list_df['transcription_start_site'] + 1
tss_list_df_bed = tss_list_df[['chrom','transcription_start_site','tss_start_plusone', 'external_gene_name']]
tss_list_df_bed.to_csv("tss_list_bed.bed",sep="\t", header=False, index=False)import pybedtools
tss_list_bed = pybedtools.BedTool("tss_list_bed.bed")
basenji_sequences_bed = pybedtools.BedTool("sequences.bed")
print(len(basenji_sequences_bed))
region_intersect =basenji_sequences_bed.intersect(tss_list_bed, wa=True, wb=True)
print(len(region_intersect))38171
34199print("Number of basenji intervals with canonical tss site:",len(region_intersect))
r_lengths = []
for r in region_intersect:
# print("\t".join(r[:]))
r_lengths.append(len(r[:]))
print(max(r_lengths))
tss_mapping_dict = {}
tss_mapping_dict_gene_names = {}
for r in region_intersect:
first = "_".join(r[0:3])
second = int(r[5])
gene_name = r[7]
if first in tss_mapping_dict:
tss_mapping_dict[first].append(second)
tss_mapping_dict_gene_names[first].append(gene_name)
else:
tss_mapping_dict[first] = [second]
tss_mapping_dict_gene_names[first] = [gene_name]
import pickle as pkl
with open("tss_mapping_dict.pkl", "wb") as tmd:
pkl.dump(tss_mapping_dict, tmd)
with open("tss_mapping_dict_gene_names.pkl", "wb") as tmdgn:
pkl.dump(tss_mapping_dict_gene_names, tmdgn)
print("Number of regions with at least one tss overlap:",len(tss_mapping_dict.keys()))Number of basenji intervals with canonical tss site: 34199
8
Number of regions with at least one tss overlap: 16885I can now make a function which calculates the tss bin for a given basenji region/interval
def calc_tss_bins(region, tss_list, bin_size = 128):
region_start = int(region.split("_")[1])
tss_bins = set()
for tss in tss_list:
tss_dif = tss - region_start
tss_bins.add(tss_dif//bin_size)
return tss_bins
def plot_tracks(tracks, interval, vlines,height=1.5):
fig, axes = plt.subplots(len(tracks), 1, figsize=(20, height * len(tracks)), sharex=True)
for ax, (title, y) in zip(axes, tracks.items()):
ax.fill_between(np.linspace(interval[1], interval[2], num=len(y)), y)
ax.set_title(title, fontsize=18)
ax.vlines(list(vlines),0, max(y), color="red")
sns.despine(top=True, right=True, bottom=True)
ax.set_xlabel("_".join([str(x) for x in interval]))
plt.tight_layout()Ok I now have code for extracting overlapping tss sites and plotting their location overlaid on the plots of interest. Now we can try plotting the ref predictions and aracena tracks for many such regions
c=0
for region in tss_mapping_dict.keys():
print(region)
if c < 3:
c+=1
continue
if c==10:
break
else:
c+=1
region_split = region.split("_")
center_bp = int((int(region_split[2])+int(region_split[1]))/2)
ref_query = query_epigenome(region_split[0].strip("chr"), center_bp, path_to_ref_db, tracks=4766)
ref_query_hdf5, flag = query_epigenome_from_hdf5(region_split)
if flag == "region not present in hdf5":
continue
ara_query_hdf5, flag = query_aracena_from_hdf5(region_split)
if flag == "region not present in hdf5":
continue
region_for_plot = [region_split[0],int(region_split[1]),int(region_split[2])]
region_browser = region_split[0]+":"+region_split[1]+"-"+region_split[2]
region_kipoi = kipoiseq.Interval(*region_for_plot).resize(896*128)
region_hg19_from_hg38 = liftover_coords(region_kipoi, source="hg38", target="hg19")
aracena_query = extract_targets_single_window([bigwig_file], region_hg19_from_hg38)
# print(region_hg19_from_hg38)
# center_bp_hg19 = int((region_hg19_from_hg38.end - region_hg19_from_hg38.start)/2)
# print("cbp19",center_bp_hg19)
# ref_query_hg19 = query_epigenome(region_split[0].strip("chr"), center_bp_hg19, path_to_ref_db, tracks=4766)
# print(ref_query_hg19)
region_for_plot = [region_kipoi.chrom,region_kipoi.start, region_kipoi.end]
print(region_browser, "genes:", tss_mapping_dict_gene_names[region], "region len:", (int(region_split[2])-int(region_split[1])))
tracks_for_plot = {"rep_epi":ref_query,
"ref_epi_hdf5":ref_query_hdf5,
# "ref_epi_hg19_coords":ref_query_hg19,
"aracena":aracena_query[:,0],
"aracena_hdf5":ara_query_hdf5}
plot_tracks(tracks_for_plot,region_for_plot, tss_mapping_dict[region])
chr4_113630947_113762019
chr11_18427720_18558792
chr16_85805681_85936753
chr7_136783551_136914623
7_136783551_136914623 not present in hdf5
chr16_24521594_24652666
7 train1
8 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr16:24521594-24652666 genes: ['RBBP6'] region len: 131072
chr17_74167260_74298332
10 train1
11 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr17:74167260-74298332 genes: ['RPL38', 'TTYH2', 'DNAI2'] region len: 131072
chr9_93148172_93279244
13 train1
14 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr9:93148172-93279244 genes: ['WNK2'] region len: 131072
chr4_165060563_165191635
17 train1
18 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr4:165060563-165191635 genes: ['TMEM192'] region len: 131072
chr17_19514821_19645893
18 train1
19 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr17:19514821-19645893 genes: ['SLC47A1'] region len: 131072
chr3_52196061_52327133
19 train1
20 train1
/beagle3/haky/users/saideep/projects/aracena_modeling/hdf5_training/AF20_train1_aracena.h5
shape of target array: (896, 1)
chr3:52196061-52327133 genes: ['ALAS1', '', 'TLR9', 'TWF2', 'PPM1M', 'WDR82', 'GLYCTK', 'DNAH1'] region len: 131072
chr2_167285886_167416958
09/27/23 - Bug resolved, I was not using the correct center bp, instead was taking the midpoint of the genomic range (length of interval), not the average of the start/end of the interval