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
12908856
16852017
46760554
Distinct Fragments
11804719
14881916
38582988
Positions with Two Read
882745
1500644
5679516
NRF = Distinct/Total
0.914467
0.883094
0.825118
PBC1 = OneRead/Distinct
0.918467
0.886776
0.825869
PBC2 = OneRead/TwoRead
12.282413
8.79417
5.610427
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
12109
602
N1
9080
253
N2
8760
474
Np
11949
635
N optimal
12109
635
N conservative
12109
602
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0133902418612437
1.0548172757475083
Self Consistency Ratio
1.0365296803652968
1.8735177865612649
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
26726
25730
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
151.0
139.0
144.0
144.0
25 percentile
604.0
556.0
394.5
576.0
50 percentile (median)
604.0
556.0
576.0
576.0
75 percentile
604.0
556.0
576.0
576.0
Max size
1548.0
1516.0
2580.0
2580.0
Mean
603.558033375739
554.9183443451225
515.0708661417323
572.6851928317781
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12908856
15000000
Estimated Fragment Length
175
190
Cross-correlation at Estimated Fragment Length
0.821874225909456
0.838378690720616
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8218957
0.8380699
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8170559
0.8329577
NSC (Normalized Strand Cross-correlation coeff.)
1.005897
1.006508
RSC (Relative Strand Cross-correlation coeff.)
0.9955545
1.060407
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
0.4025359524657013
0.403678106777591
Synthetic AUC
0.49739360947123806
0.49767842188310124
X-intercept
0.028820656803810758
0.028596682784796965
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4555811525863
0.4575189278043747
Synthetic Elbow Point
0.500680162247839
0.5008950789263247
JS Distance
0.04100234418123467
0.041126621187321896
Synthetic JS Distance
0.1425345041605655
0.14235258904804673
% Genome Enriched
38.94668218486655
36.50396553999736
Diff. Enrichment
5.60375364110326
5.390353988659635
CHANCE Divergence
0.0476260148252694
0.04595800301714564
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
0.1999577120116924
0.18782089610745623
0.2087266561524872
0.19310995129319639
0.20426436916012394
0.18361452757407576
0.2335933155576902
0.19488062394833208
0.19365048922633094
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
0.09149161231411378
0.07337380559489207
0.07118621109610848
0.09112547952933335
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
0.008368316256681165
0.004492104592291081
0.0072611826831351384
0.008784042778921636
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