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
8295886
7097429
14305590
Distinct Fragments
7268110
6295510
13627062
Positions with Two Read
749352
598865
585633
NRF = Distinct/Total
0.87611
0.887013
0.952569
PBC1 = OneRead/Distinct
0.88333
0.893297
0.954902
PBC2 = OneRead/TwoRead
8.567588
9.390701
22.219566
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
13116
2023
N1
8834
1187
N2
9236
1077
Np
13361
1992
N optimal
13361
2023
N conservative
13116
2023
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0186794754498323
1.015562248995984
Self Consistency Ratio
1.045505999547204
1.1021355617455897
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
21731
24725
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
134.0
134.0
134.0
25 percentile
540.0
536.0
354.0
536.0
50 percentile (median)
540.0
536.0
536.0
536.0
75 percentile
540.0
536.0
536.0
536.0
Max size
1669.0
1647.0
2024.0
2024.0
Mean
535.4515208688049
532.372295247725
472.34453781512605
525.2748297283138
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8295886
7097429
Estimated Fragment Length
190
190
Cross-correlation at Estimated Fragment Length
0.733850577333251
0.706112730971869
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7298695
0.7018288
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7197971
0.6916777
NSC (Normalized Strand Cross-correlation coeff.)
1.019524
1.02087
RSC (Relative Strand Cross-correlation coeff.)
1.395247
1.422015
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
0.37219800534763225
0.36764055941414314
Synthetic AUC
0.4966383135493479
0.49638890316868445
X-intercept
0.030085033334664057
0.030392430835562298
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5662341810052297
0.5678330472274342
Synthetic Elbow Point
0.4981811076118618
0.5007150504985378
JS Distance
0.0862597962535067
0.0902266873550544
Synthetic JS Distance
0.18727782386975558
0.1919450960966022
% Genome Enriched
27.44600582857599
28.829693800151702
Diff. Enrichment
10.601976303674466
11.283100819911384
CHANCE Divergence
0.09293573301662313
0.09803257262835317
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
0.19707405952698676
0.2182362464063416
0.19342134087029228
0.20672194916479952
0.19481266950118037
0.2061246977267018
0.2804771739170449
0.21218637834494794
0.20874256831627036
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
0.12974933828104004
0.10251964612647457
0.10584307289829661
0.13160914589476552
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
0.03926012641685166
0.02749976705827446
0.026367715308667664
0.03916139316229877
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