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
7187575
13042134
15536499
Distinct Fragments
6950541
11463114
14703721
Positions with Two Read
186859
1131425
683224
NRF = Distinct/Total
0.967022
0.878929
0.946399
PBC1 = OneRead/Distinct
0.971332
0.886175
0.950931
PBC2 = OneRead/TwoRead
36.130376
8.978342
20.465069
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
20979
156
N1
10129
49
N2
13468
78
Np
22601
164
N optimal
22601
164
N conservative
20979
156
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.077315410648744
1.0512820512820513
Self Consistency Ratio
1.3296475466482378
1.5918367346938775
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
32102
39564
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
146.0
168.0
160.0
160.0
25 percentile
584.0
670.0
640.0
640.0
50 percentile (median)
584.0
670.0
640.0
640.0
75 percentile
584.0
670.0
640.0
640.0
Max size
584.0
670.0
640.0
640.0
Mean
583.9226527942184
669.9181326458397
603.8963414634146
639.7149241184019
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7187575
13042134
Estimated Fragment Length
170
175
Cross-correlation at Estimated Fragment Length
0.73692057647917
0.811364141115288
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7374953
0.812241
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7331716
0.8080679
NSC (Normalized Strand Cross-correlation coeff.)
1.005113
1.004079
RSC (Relative Strand Cross-correlation coeff.)
0.8670724
0.7898734
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
0.4057208224385924
0.41223946642453796
Synthetic AUC
0.49656740341625055
0.4973540272396531
X-intercept
0.03004751802631553
0.028806181933570558
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4485713658488883
0.43696627038375646
Synthetic Elbow Point
0.4992728774868517
0.5009250677460402
JS Distance
0.031417079232887946
0.0225485594382226
Synthetic JS Distance
0.13631771434393966
0.13194450942749253
% Genome Enriched
41.33948546419384
40.424249560443286
Diff. Enrichment
7.0332688560516115
6.2532013033475
CHANCE Divergence
0.059759756424781596
0.053154065662506175
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
0.21968985678400194
0.2765126194534526
0.23480403458710336
0.23313372091300238
0.22814287217387155
0.22060927269614708
0.49839945057977086
0.2589735756752313
0.2526823142413013
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
0.1324279858568893
0.07187176047758215
0.0975984010550387
0.14186616764360002
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
0.001886041098321728
0.0007218583064876404
0.0011398497197444512
0.0019231010272654184
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