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
9507739
13395724
15212116
Distinct Fragments
8341922
11524190
13659263
Positions with Two Read
793587
1220327
1246569
NRF = Distinct/Total
0.877382
0.860289
0.89792
PBC1 = OneRead/Distinct
0.889232
0.874613
0.899088
PBC2 = OneRead/TwoRead
9.347309
8.259428
9.851746
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
25535
7473
N1
16180
5627
N2
24158
6267
Np
26307
7938
N optimal
26307
7938
N conservative
25535
7473
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0302330135108675
1.0622240064231232
Self Consistency Ratio
1.4930778739184178
1.1137373378354363
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
28795
56563
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
120.0
119.0
119.0
25 percentile
470.0
480.0
330.0
476.0
50 percentile (median)
470.0
480.0
476.0
476.0
75 percentile
470.0
480.0
476.0
476.0
Max size
1828.0
1791.0
2303.0
2399.0
Mean
455.9501996874457
473.9116206707565
414.3214915595868
456.36906526779944
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9507739
13395724
Estimated Fragment Length
200
215
Cross-correlation at Estimated Fragment Length
0.775807530117491
0.822975802904001
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7528866
0.8016261
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7246496
0.7819017
NSC (Normalized Strand Cross-correlation coeff.)
1.070597
1.052531
RSC (Relative Strand Cross-correlation coeff.)
1.811731
2.082403
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
0.3412566653380953
0.3563526450616653
Synthetic AUC
0.4969010877334972
0.49736226820952467
X-intercept
0.02990744123007152
0.02917287950193521
Synthetic X-intercept
0.0
0.0
Elbow Point
0.692264546018895
0.6308128684036656
Synthetic Elbow Point
0.5007450369871526
0.5044101338156662
JS Distance
0.16370639964738684
0.1341911458908042
Synthetic JS Distance
0.23883380814000985
0.21517060716626493
% Genome Enriched
23.719157888853626
29.946365017296134
Diff. Enrichment
17.815779013966004
15.651788895774377
CHANCE Divergence
0.15846537323909812
0.13558378281881903
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
0.28606791910815965
0.3785530455914618
0.2859615471106267
0.3148824482355882
0.2852247866366034
0.31283210238239234
0.35143810156260913
0.3138427092687106
0.3059312756251965
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
0.23699474922237412
0.20986953465314204
0.22469051809050516
0.2416490463095851
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
0.1245725658352391
0.11653497646154956
0.10578316354277756
0.1297349443316659
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