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
2714861
2980307
5990706
Distinct Fragments
2599661
2884709
5731252
Positions with Two Read
100886
81461
197020
NRF = Distinct/Total
0.957567
0.967923
0.956691
PBC1 = OneRead/Distinct
0.958903
0.969963
0.962983
PBC2 = OneRead/TwoRead
24.709315
34.348486
28.012877
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
7078
35
N1
9494
9
N2
8423
50
Np
6884
39
N optimal
7078
39
N conservative
7078
35
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0281812899477047
1.1142857142857143
Self Consistency Ratio
1.1271518461355812
5.555555555555555
Reproducibility Test
pass
borderline
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
31459
27618
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
627.0
149.0
219.0
219.0
25 percentile
700.0
530.0
624.0
624.0
50 percentile (median)
700.0
530.0
624.0
624.0
75 percentile
700.0
530.0
624.0
624.0
Max size
700.0
530.0
624.0
624.0
Mean
699.9976795193744
529.9595915707148
593.7435897435897
623.8332862390506
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2714861
2980307
Estimated Fragment Length
110
100
Cross-correlation at Estimated Fragment Length
0.508050987616579
0.534985649769656
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.5081473
0.5348602
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5014188
0.5286693
NSC (Normalized Strand Cross-correlation coeff.)
1.013227
1.011948
RSC (Relative Strand Cross-correlation coeff.)
0.9856904
1.020256
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
0.377382599554195
0.37651077461219434
Synthetic AUC
0.4930687930216611
0.49342165016018946
X-intercept
0.0410125663077718
0.04027642286154319
Synthetic X-intercept
4.1719962446659443e-178
7.056854573889035e-198
Elbow Point
0.4786628123871596
0.49625444628646553
Synthetic Elbow Point
0.5040282897526055
0.5106964338977099
JS Distance
0.02067718415326398
0.02906608151139859
Synthetic JS Distance
0.15883093831374862
0.1628118983084118
% Genome Enriched
40.372779849220265
40.1804648676039
Diff. Enrichment
9.446631563749408
9.11905108168582
CHANCE Divergence
0.08035009209959944
0.07755935649727352
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
0.24140281517330697
0.19384391896787906
0.2632086851628468
0.25078275151736823
0.24868382153585045
0.2398156039625825
0.10688526768236228
0.20613780660899617
0.21226915605854516
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
0.060665303072406924
0.0756068989629498
0.06530186914920413
0.05934085361194266
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
0.0028861272948941083
0.001593812240340146
0.0030616505239621683
0.0027236794030049047
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