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
11679167
12717962
20856832
Distinct Fragments
8905348
9747090
15861144
Positions with Two Read
1581598
1718581
2846362
NRF = Distinct/Total
0.762499
0.766403
0.760477
PBC1 = OneRead/Distinct
0.767763
0.771116
0.764558
PBC2 = OneRead/TwoRead
4.322965
4.373456
4.260446
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
31332
3045
N1
30831
2386
N2
26576
1974
Np
32597
3344
N optimal
32597
3344
N conservative
31332
3045
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0403740584705732
1.0981937602627259
Self Consistency Ratio
1.1601068633353402
1.2087132725430598
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
46441
44483
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
145.0
162.0
155.0
155.0
25 percentile
580.0
650.0
431.75
620.0
50 percentile (median)
580.0
650.0
620.0
620.0
75 percentile
580.0
650.0
620.0
620.0
Max size
3596.0
2978.0
4873.0
4873.0
Mean
577.0192286987791
646.4415619450127
650.1306818181819
620.6357640273645
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11679167
12717962
Estimated Fragment Length
225
220
Cross-correlation at Estimated Fragment Length
0.759484085076768
0.775470608569089
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.7485562
0.7697313
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7366348
0.7573934
NSC (Normalized Strand Cross-correlation coeff.)
1.031018
1.023868
RSC (Relative Strand Cross-correlation coeff.)
1.916662
1.465174
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
0.3297406675504844
0.3470260734294192
Synthetic AUC
0.49699909730976494
0.49713208160254424
X-intercept
0.02966360490042274
0.02945003971913185
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6179777972048909
0.6380010299031172
Synthetic Elbow Point
0.5005530491616845
0.5004941834427623
JS Distance
0.16304762830568045
0.1422323439404334
Synthetic JS Distance
0.24374079903243495
0.22219275437490207
% Genome Enriched
29.84942656750855
25.93499634743662
Diff. Enrichment
17.933100312462784
15.724368643578979
CHANCE Divergence
0.153936909931161
0.1378771080283794
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
0.3802436511670816
0.36180797143723176
0.4006540882873376
0.35968953337813253
0.4005162179520109
0.36561949207945277
0.3505212153063435
0.3710457649594468
0.370546210955829
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
0.28130581858766934
0.2876140344777113
0.25424041333818337
0.28955260751139833
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
0.06339214037878552
0.05263035696359702
0.04549911960351888
0.06789258888168957
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