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
4538614
5816170
7829700
Distinct Fragments
3317696
5047685
7323229
Positions with Two Read
707937
592092
415873
NRF = Distinct/Total
0.730993
0.867871
0.935314
PBC1 = OneRead/Distinct
0.718986
0.866605
0.938559
PBC2 = OneRead/TwoRead
3.369476
7.387953
16.527365
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
10530
522
N1
10218
747
N2
8421
72
Np
8865
650
N optimal
10530
650
N conservative
10530
522
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1878172588832487
1.2452107279693487
Self Consistency Ratio
1.2133950837192733
10.375
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
31947
19160
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
101.0
130.0
158.0
158.0
25 percentile
404.0
520.0
496.0
496.0
50 percentile (median)
404.0
520.0
496.0
496.0
75 percentile
404.0
520.0
496.0
496.0
Max size
404.0
520.0
496.0
496.0
Mean
403.9515134441419
519.948121085595
490.5123076923077
495.66125356125355
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4538614
5816170
Estimated Fragment Length
150
145
Cross-correlation at Estimated Fragment Length
0.52914725542019
0.650770179559949
Phantom Peak
25
30
Cross-correlation at Phantom Peak
0.5240816
0.6497456
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5167158
0.644081
NSC (Normalized Strand Cross-correlation coeff.)
1.024059
1.010386
RSC (Relative Strand Cross-correlation coeff.)
1.687716
1.180874
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
0.36142702644011554
0.3817033294376776
Synthetic AUC
0.49386446692426145
0.49502729382380106
X-intercept
0.03949518631216641
0.03624881528408241
Synthetic X-intercept
1.073477125733191e-227
0.0
Elbow Point
0.5276639896243827
0.4823085748491046
Synthetic Elbow Point
0.49615067688939674
0.5057611674797095
JS Distance
0.05449600262698514
0.027732076458404104
Synthetic JS Distance
0.18765766561575253
0.16615736188362928
% Genome Enriched
35.092532548511
34.84611163765152
Diff. Enrichment
10.620996110176256
6.483963257092706
CHANCE Divergence
0.09038785604361685
0.05523593967875137
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
0.21866312622319628
0.14045869921089843
0.2441397709964011
0.21204636289074186
0.2542981745408724
0.22628481392118732
0.443017780751306
0.15198962494015764
0.16400224078534192
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
0.07948855420553246
0.0930036100150665
0.06736265221805925
0.07068261288656098
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
0.010188568424798304
0.017024519933463527
0.0030202352207501053
0.01274851263382961
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