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
3011172
3076938
3373642
Distinct Fragments
2896979
2957778
3325634
Positions with Two Read
93721
95990
37843
NRF = Distinct/Total
0.962077
0.961273
0.98577
PBC1 = OneRead/Distinct
0.965133
0.964949
0.98756
PBC2 = OneRead/TwoRead
29.832919
29.733347
86.786513
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
4337
475
N1
6713
506
N2
6657
318
Np
4480
524
N optimal
4480
524
N conservative
4337
475
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0329721005303205
1.1031578947368421
Self Consistency Ratio
1.0084121976866456
1.5911949685534592
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
13893
13595
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
138.0
163.0
149.0
149.0
25 percentile
550.0
636.0
596.0
596.0
50 percentile (median)
550.0
636.0
596.0
596.0
75 percentile
550.0
636.0
596.0
596.0
Max size
583.0
636.0
685.0
685.0
Mean
549.0258403512561
635.1609415226186
551.0400763358779
590.6622767857143
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3011172
3076938
Estimated Fragment Length
185
225
Cross-correlation at Estimated Fragment Length
0.535931793973713
0.539600799304837
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.533331
0.5379552
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5261169
0.5323513
NSC (Normalized Strand Cross-correlation coeff.)
1.018655
1.013618
RSC (Relative Strand Cross-correlation coeff.)
1.360513
1.293663
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
0.36561347668737953
0.36726599251832326
Synthetic AUC
0.49468039630018856
0.4947362351399377
X-intercept
0.033865678310965
0.03388363148907649
Synthetic X-intercept
1.8130443227998647e-303
5.459244695028e-310
Elbow Point
0.5318349743867993
0.5260400874519254
Synthetic Elbow Point
0.5003116804986592
0.4997591371779408
JS Distance
0.053742143946505075
0.04725363796816656
Synthetic JS Distance
0.1857030075694265
0.1826897353297977
% Genome Enriched
35.9235114820548
36.27200261717441
Diff. Enrichment
11.048510526636141
10.714871177497887
CHANCE Divergence
0.09401243330144927
0.09114492176528279
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
0.13783241403349078
0.14060626825424927
0.21193854589979436
0.21458751370646326
0.2261683862145586
0.21779225141406275
0.0874819142618672
0.1386001859761469
0.14691129264305844
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
0.060227973832734386
0.0793125566756431
0.07848948548511625
0.061370597946643755
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
0.017032564872275745
0.01824070553828025
0.013436541010343878
0.01806414068340452
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