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
10638255
9229499
5457848
Distinct Fragments
9367532
8214661
4818975
Positions with Two Read
1025824
831286
485632
NRF = Distinct/Total
0.880552
0.890044
0.882944
PBC1 = OneRead/Distinct
0.878155
0.888221
0.886713
PBC2 = OneRead/TwoRead
8.019064
8.777282
8.798947
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
93583
996
N1
81232
408
N2
77313
394
Np
93809
915
N optimal
93809
996
N conservative
93583
996
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0024149685306092
1.0885245901639344
Self Consistency Ratio
1.0506900521257745
1.0355329949238579
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
119407
119835
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
92.0
86.0
95.0
95.0
25 percentile
360.0
344.0
380.0
380.0
50 percentile (median)
360.0
344.0
380.0
380.0
75 percentile
360.0
344.0
380.0
380.0
Max size
360.0
344.0
380.0
380.0
Mean
359.9732176505565
343.9733717194476
374.0120481927711
379.9364240104894
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10054290
8718768
Estimated Fragment Length
205
195
Cross-correlation at Estimated Fragment Length
0.758771348504551
0.735335150256322
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7588049
0.7350039
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7549458
0.7312833
NSC (Normalized Strand Cross-correlation coeff.)
1.005067
1.005541
RSC (Relative Strand Cross-correlation coeff.)
0.9913077
1.089033
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
0.4188833186923745
0.4144838609402378
Synthetic AUC
0.49853966173735986
0.4984400481853947
X-intercept
0.01849234111201623
0.018717954861277492
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5258896768731931
0.5274410209720958
Synthetic Elbow Point
0.501338069294594
0.5021853978491017
JS Distance
0.17228008481676277
0.16846510193494132
Synthetic JS Distance
0.13928409090383684
0.14313073978194532
% Genome Enriched
67.20434615937515
66.31107543884869
Diff. Enrichment
4.2762450940589725
4.363340089315226
CHANCE Divergence
0.04177243595071652
0.04246723418782368
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
0.4876909244814204
0.4854541610932553
0.4873296601061901
0.48558289767847773
0.48733744356636577
0.4857467822281091
0.4889709909375199
0.4885180532055298
0.48603848950650047
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
0.41574700799583114
0.373677739624593
0.35425714649414675
0.4164228008605393
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
0.009571812304312685
0.004739435726847981
0.0046382340601233765
0.008959615889773478
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