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
11720326
11923628
18110857
Distinct Fragments
10890395
11169272
17040648
Positions with Two Read
668593
607628
918935
NRF = Distinct/Total
0.929189
0.936734
0.940908
PBC1 = OneRead/Distinct
0.933321
0.941133
0.94308
PBC2 = OneRead/TwoRead
15.202428
17.299677
17.488398
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
11823
2954
N1
9055
1831
N2
9392
1955
Np
11651
2846
N optimal
11823
2954
N conservative
11823
2954
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0147626813149087
1.0379479971890373
Self Consistency Ratio
1.0372170071783544
1.0677225559803387
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
18521
19699
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
135.0
135.0
135.0
25 percentile
540.0
540.0
304.0
540.0
50 percentile (median)
540.0
540.0
540.0
540.0
75 percentile
540.0
540.0
540.0
540.0
Max size
1339.0
1495.0
1575.0
1575.0
Mean
530.6252902111117
530.1249301995025
445.63777928232906
515.4054808424257
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11720326
11923628
Estimated Fragment Length
165
195
Cross-correlation at Estimated Fragment Length
0.812900037442329
0.818195771592404
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8096212
0.8147536
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8007006
0.8052241
NSC (Normalized Strand Cross-correlation coeff.)
1.015236
1.016109
RSC (Relative Strand Cross-correlation coeff.)
1.367563
1.361206
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
0.3886987434838198
0.38780220046505826
Synthetic AUC
0.497253019362668
0.4972874609829235
X-intercept
0.028371994585161906
0.029066818942349543
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4985744120947357
0.5037596386913342
Synthetic Elbow Point
0.49993100733139667
0.5013372672713725
JS Distance
0.0594473748298904
0.06183487852894078
Synthetic JS Distance
0.1648097813567169
0.16559597110548907
% Genome Enriched
26.645715449459516
27.02487391333863
Diff. Enrichment
7.878048973136432
8.10501314091443
CHANCE Divergence
0.06999344632942818
0.07179484039410121
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
0.1625024282210513
0.17189813150994174
0.16423991448255298
0.16993380509021958
0.16646267773751858
0.16873313954872665
0.178772489131121
0.16765313349833968
0.16630157208364782
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
0.11235565851785323
0.09352240591630322
0.09754405154739298
0.11123553865890994
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
0.04300834236627779
0.030081114517658904
0.032314239667450034
0.041747227448415906
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