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
1584904
956665
10186383
Distinct Fragments
897769
799135
9508053
Positions with Two Read
261669
111671
546668
NRF = Distinct/Total
0.56645
0.835334
0.933408
PBC1 = OneRead/Distinct
0.519481
0.835213
0.937853
PBC2 = OneRead/TwoRead
1.782305
5.976914
16.311829
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
10883
347
N1
3932
134
N2
4014
76
Np
9632
282
N optimal
10883
347
N conservative
10883
347
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1298795681063123
1.2304964539007093
Self Consistency Ratio
1.020854526958291
1.763157894736842
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
30299
26863
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
195.0
159.0
159.0
25 percentile
480.0
600.0
636.0
636.0
50 percentile (median)
480.0
600.0
636.0
636.0
75 percentile
480.0
600.0
636.0
636.0
Max size
13362.0
10717.0
13431.0
13431.0
Mean
489.7572857190006
608.3838737296653
1387.9913544668589
659.7036662684922
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1584904
956665
Estimated Fragment Length
130
130
Cross-correlation at Estimated Fragment Length
0.2412696779147
0.24407629646314
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.2333673
0.241344
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2207727
0.2268809
NSC (Normalized Strand Cross-correlation coeff.)
1.092842
1.075791
RSC (Relative Strand Cross-correlation coeff.)
1.627447
1.188912
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
0.2812872705307821
0.28566062568329165
Synthetic AUC
0.48827413448050205
0.48758070482402344
X-intercept
0.08718495150183676
0.08910053416820811
Synthetic X-intercept
1.8079967744183108e-61
1.0721627136737637e-54
Elbow Point
0.5994237288812
0.6328686049968772
Synthetic Elbow Point
0.49399035133930425
0.5185313076490196
JS Distance
0.1541933187308354
0.14864549477894415
Synthetic JS Distance
0.27142825146601635
0.2620305477870399
% Genome Enriched
37.60627991850792
34.37972036483868
Diff. Enrichment
23.645826408090752
22.83992916057266
CHANCE Divergence
0.20351839746298256
0.19513619883197736
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
0.32313243512134815
0.29787963035476545
0.22948392000629045
0.21702218262980658
0.23314949708956284
0.22734014018325632
0.32818412279623543
0.30213608727165286
0.2989937018361277
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
0.16438463673626727
0.08967412968194909
0.08739549886443732
0.1462541989177598
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
0.0333068457435482
0.025996236639579062
0.02479515819563004
0.0315363898511559
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