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
3462256
3265182
5566927
Distinct Fragments
3075755
2900470
5330917
Positions with Two Read
304293
289234
208686
NRF = Distinct/Total
0.888367
0.888303
0.957605
PBC1 = OneRead/Distinct
0.888865
0.888333
0.958613
PBC2 = OneRead/TwoRead
8.984535
8.908296
24.487924
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
12129
3425
N1
10727
2401
N2
10466
2249
Np
11914
3416
N optimal
12129
3425
N conservative
12129
3425
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0180459963068658
1.0026346604215457
Self Consistency Ratio
1.0249378941333842
1.0675855935971543
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
23494
23019
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
109.0
109.0
110.0
110.0
25 percentile
436.0
436.0
440.0
440.0
50 percentile (median)
436.0
436.0
440.0
440.0
75 percentile
436.0
436.0
440.0
440.0
Max size
760.0
809.0
902.0
902.0
Mean
432.89708010555887
433.0370997871324
401.81985401459855
429.1819605903207
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3462256
3265182
Estimated Fragment Length
175
180
Cross-correlation at Estimated Fragment Length
0.561781257995978
0.545548460249447
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5431666
0.5274219
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5146113
0.5015762
NSC (Normalized Strand Cross-correlation coeff.)
1.091661
1.087668
RSC (Relative Strand Cross-correlation coeff.)
1.651882
1.701339
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
0.3125504746429367
0.3130521895597552
Synthetic AUC
0.4936370608387514
0.4934477921830089
X-intercept
0.04216433617354909
0.04279874634166778
Synthetic X-intercept
1.3196838013730454e-211
1.7903523063019406e-199
Elbow Point
0.6543083033917004
0.6491472370240178
Synthetic Elbow Point
0.49817576260729457
0.49802019722483504
JS Distance
0.1490200445894468
0.14674674825532105
Synthetic JS Distance
0.26542189455967397
0.26352512097594266
% Genome Enriched
24.80783157407537
23.914669837387507
Diff. Enrichment
17.29840848355565
16.98756924576177
CHANCE Divergence
0.1499538471337074
0.14787084299707579
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
0.2671737009735834
0.26437458383683937
0.28561008857218534
0.2850111387868176
0.28895141127599505
0.28732110121910115
0.26216911918724695
0.2606895607007987
0.26639799657806384
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
0.1899101425895399
0.17887575990541962
0.1751207729468599
0.18756296435693734
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
0.09843535858845466
0.08154713836254514
0.07756390759054203
0.09840560117619912
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