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
755595
2150837
4640743
Distinct Fragments
654369
1817681
4508673
Positions with Two Read
79075
247782
116487
NRF = Distinct/Total
0.866031
0.845104
0.971541
PBC1 = OneRead/Distinct
0.863302
0.842174
0.972835
PBC2 = OneRead/TwoRead
7.144078
6.178027
37.653936
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
5487
284
N1
1138
91
N2
7704
251
Np
6811
311
N optimal
6811
311
N conservative
5487
284
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2412976125387278
1.0950704225352113
Self Consistency Ratio
6.769771528998243
2.758241758241758
Reproducibility Test
borderline
borderline
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
22721
28230
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
109.0
132.0
121.0
121.0
25 percentile
436.0
464.0
484.0
484.0
50 percentile (median)
436.0
464.0
484.0
484.0
75 percentile
436.0
464.0
484.0
484.0
Max size
436.0
464.0
484.0
484.0
Mean
435.77052066370317
463.7769394261424
447.66881028938906
482.341065922772
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
755595
2150837
Estimated Fragment Length
100
130
Cross-correlation at Estimated Fragment Length
0.203139566816033
0.402398943910581
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.2004363
0.3992558
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1926414
0.3893855
NSC (Normalized Strand Cross-correlation coeff.)
1.054496
1.033421
RSC (Relative Strand Cross-correlation coeff.)
1.346803
1.318444
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
0.2965515214767664
0.35005939561995597
Synthetic AUC
0.4862429514654405
0.49171826334172597
X-intercept
0.10080230118011282
0.04633279341243308
Synthetic X-intercept
2.0573677755165013e-44
2.4806813874332714e-124
Elbow Point
0.5890171311848205
0.544451714315351
Synthetic Elbow Point
0.515880664807331
0.5089055134277858
JS Distance
0.11791553329067347
0.05230268429043773
Synthetic JS Distance
0.23245262793184024
0.19288105034586442
% Genome Enriched
39.56050970660751
40.462350491115245
Diff. Enrichment
22.074251789453204
12.343055769193818
CHANCE Divergence
0.19033786816398612
0.10541463969741903
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
0.21324041287955675
0.21211924230563967
0.13227462313144467
0.24881736641429866
0.1406318600357248
0.2630398468747303
0.15732182467432557
0.23426983354876657
0.2311601119025925
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
0.06293073328033645
0.028187374546110647
0.07594369022302898
0.07181826341163196
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
0.01419696891988922
0.011227136381064075
0.011709990773814238
0.014580421709918965
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