Open chromatin assays are known to have significant GC bias. Please take this
into consideration as necessary.
Library complexity quality metrics
Library complexity (filtered non-mito BAM)
rep1
rep2
ctl1
Total Fragments
2000448
2552049
9235120
Distinct Fragments
1645891
2097869
8467456
Positions with Two Read
231763
272492
543651
NRF = Distinct/Total
0.822761
0.822033
0.916876
PBC1 = OneRead/Distinct
0.831578
0.841634
0.927135
PBC2 = OneRead/TwoRead
5.905546
6.479592
14.440279
Mitochondrial reads are filtered out by default.
The non-redundant fraction (NRF) is the fraction of non-redundant mapped reads
in a dataset; it is the ratio between the number of positions in the genome
that uniquely mapped reads map to and the total number of uniquely mappable
reads. The NRF should be > 0.8. The PBC1 is the ratio of genomic locations
with EXACTLY one read pair over the genomic locations with AT LEAST one read
pair. PBC1 is the primary measure, and the PBC1 should be close to 1.
Provisionally 0-0.5 is severe bottlenecking, 0.5-0.8 is moderate bottlenecking,
0.8-0.9 is mild bottlenecking, and 0.9-1.0 is no bottlenecking. The PBC2 is
the ratio of genomic locations with EXACTLY one read pair over the genomic
locations with EXACTLY two read pairs. The PBC2 should be significantly
greater than 1. See more details at
the ENCODE portal standard for ChIP-Seq pipeline
NRF (non redundant fraction)
PBC1 (PCR Bottleneck coefficient 1)
PBC2 (PCR Bottleneck coefficient 2)
PBC1 is the primary measure. Provisionally
0-0.5 is severe bottlenecking
0.5-0.8 is moderate bottlenecking
0.8-0.9 is mild bottlenecking
0.9-1.0 is no bottlenecking
Replication quality metrics
IDR (Irreproducible Discovery Rate) plots
Reproducibility QC and peak detection statistics
overlap
idr
Nt
8565
2137
N1
6462
1134
N2
7760
1579
Np
8211
2193
N optimal
8565
2193
N conservative
8565
2137
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0431128973328463
1.026204960224614
Self Consistency Ratio
1.2008666047663261
1.3924162257495591
Reproducibility Test
pass
pass
Reproducibility QC
N1: Replicate 1 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep1 reads)
N2: Replicate 2 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep2 reads)
Ni: Replicate i self-consistent peaks (comparing two pseudoreplicates generated by subsampling RepX reads)
Nt: True Replicate consistent peaks (comparing true replicates Rep1 vs Rep2)
Np: Pooled-pseudoreplicate consistent peaks (comparing two pseudoreplicates generated by subsampling pooled reads from Rep1 and Rep2)
Self-consistency Ratio: max(N1,N2) / min (N1,N2)
Rescue Ratio: max(Np,Nt) / min (Np,Nt)
Reproducibility Test: If Self-consistency Ratio >2 AND Rescue Ratio > 2, then 'Fail' else 'Pass'
Number of raw peaks
rep1
rep2
Number of peaks
29423
26115
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
100.0
94.0
98.0
98.0
25 percentile
400.0
376.0
390.0
390.0
50 percentile (median)
400.0
376.0
390.0
390.0
75 percentile
400.0
376.0
390.0
390.0
Max size
3922.0
3448.0
10689.0
10689.0
Mean
401.15290758930087
376.55515986980663
467.75695394436843
409.8527729130181
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2000448
2552049
Estimated Fragment Length
160
155
Cross-correlation at Estimated Fragment Length
0.38955168613586
0.44252116706732
Phantom Peak
35
40
Cross-correlation at Phantom Peak
0.3719501
0.4259991
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3521825
0.4066352
NSC (Normalized Strand Cross-correlation coeff.)
1.106107
1.088251
RSC (Relative Strand Cross-correlation coeff.)
1.890426
1.853243
Performed on subsampled (15000000) reads mapped from FASTQs that are trimmed to 50.
Such FASTQ trimming and subsampling reads are for cross-corrleation analysis only.
Untrimmed FASTQs are used for all the other analyses.
NOTE1: For SE datasets, reads from replicates are randomly subsampled to 15000000.
NOTE2: For PE datasets, the first end (R1) of each read-pair is selected and trimmed to 50 the reads are then randomly subsampled to 15000000.
Normalized strand cross-correlation coefficient (NSC) = col9 in outFile
Relative strand cross-correlation coefficient (RSC) = col10 in outFile
Estimated fragment length = col3 in outFile, take the top value
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.3197193140277413
0.32918669852145505
Synthetic AUC
0.49131499037588394
0.492304558654981
X-intercept
0.049466622501227187
0.04513854246068012
Synthetic X-intercept
6.101750453355993e-113
3.227416779804172e-144
Elbow Point
0.604805785140458
0.5960917576913713
Synthetic Elbow Point
0.4927204700129106
0.5096885592852065
JS Distance
0.13590167316373972
0.12759758240821817
Synthetic JS Distance
0.2441486828542918
0.23642026336155184
% Genome Enriched
34.99100062656392
31.395641190391622
Diff. Enrichment
16.955308076294095
15.090536517540931
CHANCE Divergence
0.14436498405154832
0.12879787691729253
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.2679273713010659
0.2380137761841857
0.2549514378785749
0.2726061521041706
0.25661323211168025
0.27393470466125686
0.2151891642481923
0.24336361997914413
0.24684400324941477
FRiP for overlap peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.13258040425299136
0.1178480065077929
0.12444329118701641
0.12991739573252686
FRiP for IDR peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.07338059114190926
0.0551816618663283
0.06304208341196452
0.07426138973263151
For spp raw peaks:
repX: Peak from true replicate X
repX-prY: Peak from Yth pseudoreplicates from replicate X
pooled: Peak from pooled true replicates (pool of rep1, rep2, ...)
pooled-pr1: Peak from 1st pooled pseudo replicate (pool of rep1-pr1, rep2-pr1, ...)
pooled-pr2: Peak from 2nd pooled pseudo replicate (pool of rep1-pr2, rep2-pr2, ...)
For overlap/IDR peaks:
repX_vs_repY: Comparing two peaks from true replicates X and Y
repX-pr1_vs_repX-pr2: Comparing two peaks from both pseudoreplicates from replicate X
pooled-pr1_vs_pooled-pr2: Comparing two peaks from 1st and 2nd pooled pseudo replicates