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
14871488
15762500
24089065
Distinct Fragments
11848245
12669013
19815193
Positions with Two Read
1774645
1830903
2693337
NRF = Distinct/Total
0.796709
0.803744
0.82258
PBC1 = OneRead/Distinct
0.809315
0.816793
0.831381
PBC2 = OneRead/TwoRead
5.403314
5.651838
6.116569
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
24336
3606
N1
12326
2093
N2
12136
2237
Np
22819
3601
N optimal
24336
3606
N conservative
24336
3606
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0664796879793155
1.0013885031935574
Self Consistency Ratio
1.0156558998022414
1.0688007644529383
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
38868
50109
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
106.0
99.0
104.0
104.0
25 percentile
424.0
396.0
255.25
416.0
50 percentile (median)
424.0
396.0
416.0
416.0
75 percentile
424.0
396.0
416.0
416.0
Max size
667.0
642.0
1144.0
1144.0
Mean
419.55449212719975
392.5716937077172
349.744869661675
405.6898833004602
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
14871488
15000000
Estimated Fragment Length
160
145
Cross-correlation at Estimated Fragment Length
0.809111529272116
0.815078090343842
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.8028322
0.8086586
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7914472
0.797174
NSC (Normalized Strand Cross-correlation coeff.)
1.022319
1.022459
RSC (Relative Strand Cross-correlation coeff.)
1.551538
1.558962
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
0.3747739395269314
0.38011944525269487
Synthetic AUC
0.49739835106579017
0.4974835081602828
X-intercept
0.02886284158789566
0.028780958353388068
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5679161515678642
0.5631868954870355
Synthetic Elbow Point
0.5019827664390066
0.5032767062116235
JS Distance
0.10458761938087825
0.0974216018941848
Synthetic JS Distance
0.18407328373073928
0.17712636185965328
% Genome Enriched
27.782382322807678
27.584863983958876
Diff. Enrichment
11.247377007649927
10.659796158790558
CHANCE Divergence
0.09872232054925582
0.09391620926820472
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
0.26276697863462933
0.2931335068742514
0.21603135519235667
0.20643001269703906
0.21203748436943196
0.2143306553703177
0.3261591394275139
0.2680348410202671
0.2662628946151035
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
0.17608238116217534
0.11599288065402776
0.10779631628179227
0.168243689008139
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
0.0479240438417303
0.03371600478163015
0.03354355248393317
0.047992481621095456
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