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
2508049
2026449
8214390
Distinct Fragments
2229113
1810861
7807328
Positions with Two Read
227105
176983
346017
NRF = Distinct/Total
0.888784
0.893613
0.950445
PBC1 = OneRead/Distinct
0.887192
0.892214
0.952896
PBC2 = OneRead/TwoRead
8.708091
9.12899
21.500591
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
5179
138
N1
6218
86
N2
6473
76
Np
4275
94
N optimal
5179
138
N conservative
5179
138
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2114619883040936
1.4680851063829787
Self Consistency Ratio
1.041009971051785
1.131578947368421
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
25042
28234
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
484.0
476.0
149.0
149.0
25 percentile
484.0
476.0
580.0
580.0
50 percentile (median)
484.0
476.0
580.0
580.0
75 percentile
484.0
476.0
580.0
580.0
Max size
13366.0
13360.0
13407.0
13407.0
Mean
494.80273141122916
486.9519019621733
2241.6014492753625
624.2751496427882
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2508049
2026449
Estimated Fragment Length
150
155
Cross-correlation at Estimated Fragment Length
0.456036979897899
0.406151109505046
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.4551303
0.4046047
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4484153
0.3987618
NSC (Normalized Strand Cross-correlation coeff.)
1.016997
1.018531
RSC (Relative Strand Cross-correlation coeff.)
1.135021
1.264674
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
0.36646241157162157
0.35771932019673264
Synthetic AUC
0.4925400261521328
0.49173307216494766
X-intercept
0.042790330175503
0.04569542766387064
Synthetic X-intercept
1.4809718506577612e-153
8.750049951338085e-125
Elbow Point
0.5125761191409212
0.5283386673264324
Synthetic Elbow Point
0.4974935649303375
0.5078232867134637
JS Distance
0.05384992846450445
0.06712708895330889
Synthetic JS Distance
0.17676460202167957
0.18605797995159215
% Genome Enriched
38.38360056505742
40.88565568209933
Diff. Enrichment
10.886596427783662
12.700572643964009
CHANCE Divergence
0.09255928252811409
0.10831328300836889
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
0.18671893197745226
0.21291350302113735
0.24064038731328913
0.251414276125973
0.23760938894814462
0.24588383092735427
0.10149110443159622
0.18565167868375582
0.17627798359192556
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
0.06030710227189364
0.05999818091872478
0.06576224131290223
0.05129562591760461
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
0.015374187054891462
0.012911040270466329
0.015094518478486484
0.014501698516084795
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