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
8307311
9400633
8358238
Distinct Fragments
7884245
8917842
7654074
Positions with Two Read
353330
400535
575912
NRF = Distinct/Total
0.949073
0.948643
0.915752
PBC1 = OneRead/Distinct
0.952205
0.952124
0.91794
PBC2 = OneRead/TwoRead
21.247618
21.198884
12.199749
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
63110
3562
N1
6865
372
N2
7263
424
Np
63178
3556
N optimal
63178
3562
N conservative
63110
3562
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0010774837585168
1.001687289088864
Self Consistency Ratio
1.057975236707939
1.1397849462365592
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
84342
82676
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
141.0
151.0
144.0
144.0
25 percentile
560.0
604.0
576.0
576.0
50 percentile (median)
560.0
604.0
576.0
576.0
75 percentile
560.0
604.0
576.0
576.0
Max size
560.0
604.0
576.0
576.0
Mean
559.8143392378648
603.7257608011998
566.7245929253229
575.4533381873437
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8307311
9400633
Estimated Fragment Length
215
220
Cross-correlation at Estimated Fragment Length
0.758092301091822
0.780896605836211
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7570963
0.7797978
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7514386
0.7740065
NSC (Normalized Strand Cross-correlation coeff.)
1.008855
1.008902
RSC (Relative Strand Cross-correlation coeff.)
1.17605
1.189734
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
0.3910683159345817
0.3918416635664133
Synthetic AUC
0.4967725169525466
0.496965258999528
X-intercept
0.02962090981644054
0.029373503591380686
Synthetic X-intercept
0.0
0.0
Elbow Point
0.47657422186751797
0.4818355945730247
Synthetic Elbow Point
0.5021599346568026
0.503066069526211
JS Distance
0.024152538592435525
0.026023062408233443
Synthetic JS Distance
0.1555207540278019
0.1550276293256192
% Genome Enriched
30.931364724660813
29.618914604948124
Diff. Enrichment
7.074059113008113
6.880622706717343
CHANCE Divergence
0.06125148940975869
0.05996377117154063
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
0.45678052659567797
0.4613561058411285
0.11791300874960499
0.11670203261612741
0.10736520937021682
0.1039559765518326
0.45772589621499554
0.46103443253061116
0.4606654543686072
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
0.34749481683782163
0.052997621334675414
0.057747053605742275
0.3484590942795678
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
0.036866088207218047
0.006265394075016209
0.007100446961879035
0.037461337343833306
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