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
9695054
7918825
20698267
Distinct Fragments
9164073
7535646
19253064
Positions with Two Read
436490
317634
1194387
NRF = Distinct/Total
0.945232
0.951612
0.930178
PBC1 = OneRead/Distinct
0.948719
0.954706
0.933829
PBC2 = OneRead/TwoRead
19.918278
22.649726
15.052968
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
14397
3136
N1
10440
1791
N2
10420
1801
Np
14525
3117
N optimal
14525
3136
N conservative
14397
3136
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0088907411266237
1.0060956047481553
Self Consistency Ratio
1.0019193857965452
1.0055834729201563
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
23946
22522
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
142.0
140.0
141.0
141.0
25 percentile
570.0
560.0
385.5
564.0
50 percentile (median)
570.0
560.0
564.0
564.0
75 percentile
570.0
560.0
564.0
564.0
Max size
866.0
854.0
3468.0
3468.0
Mean
564.4833792700242
554.4986235680668
491.14604591836735
547.7950430292599
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9695054
7918825
Estimated Fragment Length
220
230
Cross-correlation at Estimated Fragment Length
0.787510256024408
0.753038091465258
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7843178
0.7492519
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7762419
0.741063
NSC (Normalized Strand Cross-correlation coeff.)
1.014517
1.016159
RSC (Relative Strand Cross-correlation coeff.)
1.395307
1.462353
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
0.3845616321806801
0.37981900897505727
Synthetic AUC
0.49701286378927884
0.49670577940532173
X-intercept
0.029384875801441997
0.02990785912186709
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5473279943789273
0.5544102265196458
Synthetic Elbow Point
0.4989522683612468
0.49890170302253745
JS Distance
0.04751977731119649
0.05397212011612845
Synthetic JS Distance
0.16997678931854884
0.1751509042052742
% Genome Enriched
26.681531103534727
27.83349169215046
Diff. Enrichment
7.551504821375376
8.395995720495087
CHANCE Divergence
0.06657411535700734
0.07340232264582834
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
0.20013835620286813
0.19646658352506702
0.19017760249803398
0.2011427091517625
0.1957395087864791
0.20499469320136599
0.2658987427132897
0.20117171722000082
0.20494908078444476
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
0.13030452281081414
0.10747400077225105
0.11130505521492863
0.1306899765710318
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
0.04803013171691717
0.0316580465358573
0.034033549078678706
0.04820968349950189
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