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
19352079
14628470
26207473
Distinct Fragments
15880489
12227628
21490656
Positions with Two Read
2120605
1532714
2918110
NRF = Distinct/Total
0.820609
0.835879
0.82002
PBC1 = OneRead/Distinct
0.832237
0.845694
0.830628
PBC2 = OneRead/TwoRead
6.232339
6.746749
6.11723
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
5858
458
N1
5765
349
N2
5622
262
Np
5813
430
N optimal
5858
458
N conservative
5858
458
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.007741269568209
1.0651162790697675
Self Consistency Ratio
1.0254357879758094
1.33206106870229
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
16312
13832
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
145.0
150.0
148.0
148.0
25 percentile
580.0
600.0
361.0
590.0
50 percentile (median)
580.0
600.0
590.0
590.0
75 percentile
580.0
600.0
590.0
590.0
Max size
580.0
600.0
602.0
602.0
Mean
578.3178028445317
598.4026171197224
499.2139737991266
582.902014339365
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
14628470
Estimated Fragment Length
190
220
Cross-correlation at Estimated Fragment Length
0.823277400397402
0.813377110655462
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8235896
0.8137348
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8189793
0.8094381
NSC (Normalized Strand Cross-correlation coeff.)
1.005248
1.004866
RSC (Relative Strand Cross-correlation coeff.)
0.9322786
0.9167594
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
0.41325461805690517
0.41204293064821745
Synthetic AUC
0.4977521898931521
0.4974392987567779
X-intercept
0.02825576125648597
0.028647065517509868
Synthetic X-intercept
0.0
0.0
Elbow Point
0.43937479162049875
0.4387359275208679
Synthetic Elbow Point
0.5022819149633289
0.5027645600039127
JS Distance
0.019817051673893585
0.021506766664839107
Synthetic JS Distance
0.13206406409288118
0.1327542441186906
% Genome Enriched
35.11376772099208
36.70973009988241
Diff. Enrichment
4.050522666795353
4.3341744444270525
CHANCE Divergence
0.03470388130330844
0.03698317860114399
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
0.12101556996554018
0.10798348082634401
0.13759222165271012
0.15312750575911308
0.14229509574135432
0.1676856109093759
0.11318832120833412
0.11602122527764996
0.11753414621219
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
0.04677026468721125
0.04641537848787485
0.04680250212236947
0.04637484489249136
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
0.006022984863496512
0.00500617934638609
0.004286863857560293
0.005921065953151405
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