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
21982401
15649959
15943304
Distinct Fragments
18362444
13821037
13932679
Positions with Two Read
2479301
1397448
1489999
NRF = Distinct/Total
0.835325
0.883136
0.873889
PBC1 = OneRead/Distinct
0.838443
0.885748
0.877252
PBC2 = OneRead/TwoRead
6.209762
8.760221
8.203001
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
13882
437
N1
58698
435
N2
5288
232
Np
20112
612
N optimal
20112
612
N conservative
13882
437
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.4487825961676992
1.40045766590389
Self Consistency Ratio
11.100226928895612
1.875
Reproducibility Test
borderline
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
100084
12351
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
524.0
156.0
145.0
145.0
25 percentile
524.0
624.0
580.0
580.0
50 percentile (median)
524.0
624.0
580.0
580.0
75 percentile
524.0
624.0
580.0
580.0
Max size
524.0
624.0
580.0
580.0
Mean
524.0
623.7534612581977
576.1274509803922
579.8821599045347
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
170
150
Cross-correlation at Estimated Fragment Length
0.834050798799362
0.835790800117974
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8331259
0.8354512
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8277437
0.8301735
NSC (Normalized Strand Cross-correlation coeff.)
1.00762
1.006766
RSC (Relative Strand Cross-correlation coeff.)
1.171852
1.064338
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
0.4033554049493763
0.40405135510140716
Synthetic AUC
0.4979093460903094
0.49759120529714945
X-intercept
0.028486813989991172
0.028710474920021246
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4709700094656501
0.4901848797223409
Synthetic Elbow Point
0.5003265981694396
0.5023950083508811
JS Distance
0.02177664812986697
0.02339174121468721
Synthetic JS Distance
0.14488118573753178
0.14531547872586892
% Genome Enriched
47.57847103790653
41.51785892586838
Diff. Enrichment
4.998833743896308
3.922299221224873
CHANCE Divergence
0.04299056836854823
0.033338330706032496
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
0.5107504070383954
0.1061517172262156
0.4889436202568516
0.15731702612262224
0.48900381339300547
0.16058963270485435
0.5338487809411507
0.24165338486257376
0.21265769536233733
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
0.09171236532287899
0.3242097011307384
0.04990685302515626
0.12688701931359422
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
0.007318748460768604
0.006509620996584992
0.00484778962149225
0.009117216378049076
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