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
2480905
1620916
1687052
Distinct Fragments
2269363
1445568
1625125
Positions with Two Read
156763
137910
32467
NRF = Distinct/Total
0.914732
0.891822
0.963293
PBC1 = OneRead/Distinct
0.920987
0.892736
0.976823
PBC2 = OneRead/TwoRead
13.332572
9.357625
48.89457
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
25203
937
N1
22397
2125
N2
16899
679
Np
30944
2873
N optimal
30944
2873
N conservative
25203
937
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2277903424195533
3.066168623265742
Self Consistency Ratio
1.325344694952364
3.12960235640648
Reproducibility Test
pass
fail
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
42671
40724
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
156.0
169.0
162.0
162.0
25 percentile
624.0
676.0
650.0
650.0
50 percentile (median)
624.0
676.0
650.0
650.0
75 percentile
624.0
676.0
650.0
650.0
Max size
3889.0
3734.0
4361.0
4361.0
Mean
624.0589158913548
675.7676799921422
660.9404803341455
650.1435173216132
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2480905
1620916
Estimated Fragment Length
145
120
Cross-correlation at Estimated Fragment Length
0.549071561146233
0.419048561950461
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5347936
0.4113261
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4667331
0.3630186
NSC (Normalized Strand Cross-correlation coeff.)
1.176415
1.154345
RSC (Relative Strand Cross-correlation coeff.)
1.209784
1.159861
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
0.17159251877442466
0.1939959656603292
Synthetic AUC
0.49233039931274036
0.4903890797886126
X-intercept
0.09641490842797704
0.11431044730868807
Synthetic X-intercept
3.415917907714049e-145
5.138545008835748e-92
Elbow Point
0.7500867650402709
0.7248690546001428
Synthetic Elbow Point
0.5041835723552659
0.5023842367363743
JS Distance
0.22723854638056384
0.17602576626089522
Synthetic JS Distance
0.46571675967776555
0.4136217734565647
% Genome Enriched
20.271105845370737
22.38897066743259
Diff. Enrichment
36.54383144729568
30.294279928104284
CHANCE Divergence
0.3140717444172681
0.2594724480714862
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
0.5630041446384524
0.5114684317634527
0.5275068100560579
0.4577867487873249
0.530608899648283
0.4581680627454881
0.5649160197403111
0.539993392634617
0.5402904012414099
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
0.38200203171104935
0.4189614345049303
0.31488312589025064
0.44141854969405964
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
0.0692810239479331
0.12948271774774195
0.056836503351003646
0.1403075115198447
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