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
25098889
38490063
23404214
Distinct Fragments
17668177
20892528
22985096
Positions with Two Read
2885479
4739692
376172
NRF = Distinct/Total
0.703943
0.542803
0.982092
PBC1 = OneRead/Distinct
0.747834
0.575232
0.982994
PBC2 = OneRead/TwoRead
4.579089
2.535617
60.063513
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
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
319885
360611
Top 500000 raw peaks from macs2 with p-val threshold 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
95.0
105.0
100.0
100.0
25 percentile
95.0
105.0
166.0
114.0
50 percentile (median)
104.0
112.0
240.0
148.0
75 percentile
148.0
153.0
384.0
217.0
Max size
2428.0
2339.0
3193.0
3193.0
Mean
146.26005283148632
148.20707632324027
312.10779233016115
198.77119387740422
rep1rep2idr_optoverlap_opt
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
95
105
Cross-correlation at Estimated Fragment Length
0.239968667923937
0.187003456649734
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.1851522
0.1482896
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1204153
0.1174556
NSC (Normalized Strand Cross-correlation coeff.)
1.992842
1.59212
RSC (Relative Strand Cross-correlation coeff.)
1.846758
2.255554
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
rep1rep2
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.1234161201950302
0.14050589476105757
Synthetic AUC
0.48832956800515365
0.4905834606854958
X-intercept
0.38011476098126634
0.3309354819361417
Synthetic X-intercept
4.61769291406655e-62
6.77534435294231e-96
Elbow Point
0.7539796469200472
0.7187256332846832
Synthetic Elbow Point
0.5146560641593682
0.5030169292878534
JS Distance
0.19738649585930648
0.15682807746246039
Synthetic JS Distance
0.4480292129278622
0.43162939919798515
% Genome Enriched
18.93216306455805
21.31795189635524
Diff. Enrichment
33.873032833540556
30.14494884063866
CHANCE Divergence
0.29462392209391114
0.2630434270062359
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for macs2 raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.3455955830103295
0.29318762097063095
0.36167791178911635
0.34977550766614046
0.36204450888164413
0.3499967807745887
0.24497699608435503
0.26160321638070616
0.26192565465852335
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
0.18480865359391488
0.27148285221609414
0.2391873844963453
0.2119901501654133
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
0.10697245531676601
0.1745602545729148
0.11963780419669742
0.14354343179535373
For macs2 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