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
8678084
9114297
13260322
Distinct Fragments
8208774
8652871
12639779
Positions with Two Read
389598
387226
537537
NRF = Distinct/Total
0.94592
0.949373
0.953203
PBC1 = OneRead/Distinct
0.949353
0.952423
0.955349
PBC2 = OneRead/TwoRead
20.002731
21.282641
22.464323
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
10827
302
N1
11187
65
N2
8290
159
Np
10842
287
N optimal
10842
302
N conservative
10827
302
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.001385425325575
1.0522648083623694
Self Consistency Ratio
1.3494571773220747
2.4461538461538463
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
27987
20786
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
232.0
138.0
138.0
138.0
25 percentile
544.0
550.0
550.0
550.0
50 percentile (median)
544.0
550.0
550.0
550.0
75 percentile
544.0
550.0
550.0
550.0
Max size
544.0
550.0
550.0
550.0
Mean
543.9811340979741
549.7506494756086
518.5066225165563
549.0853163622947
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8678084
9114297
Estimated Fragment Length
240
210
Cross-correlation at Estimated Fragment Length
0.765339845225597
0.775133792013821
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.7632138
0.7738506
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7583271
0.7690586
NSC (Normalized Strand Cross-correlation coeff.)
1.009248
1.0079
RSC (Relative Strand Cross-correlation coeff.)
1.435056
1.267783
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
0.3859034134509491
0.3933782858636637
Synthetic AUC
0.4968360310730034
0.49691865859233636
X-intercept
0.029653667989885262
0.02958381482124574
Synthetic X-intercept
0.0
0.0
Elbow Point
0.47325122592310964
0.4593185124867529
Synthetic Elbow Point
0.5039537581805363
0.5033329905365855
JS Distance
0.02540802785776306
0.014757049160043213
Synthetic JS Distance
0.16115195651043066
0.1519809562949776
% Genome Enriched
33.842862303438174
32.69347830859533
Diff. Enrichment
6.127262745910511
5.264162914782478
CHANCE Divergence
0.0523148012037832
0.04517264810635629
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
0.2047742974439671
0.15267505495809688
0.22745167698709332
0.18475024649236624
0.22744515345531527
0.19042897539813786
0.1742738623663842
0.17198447152034652
0.1848496346863683
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
0.08139559434077968
0.08665845597090543
0.06472765479416151
0.08173987172123982
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
0.003516136615906955
0.0009496840457831775
0.0022882306179609407
0.0034040463059897027
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