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
7634582
6015902
8335219
Distinct Fragments
6659693
4120716
7695831
Positions with Two Read
768112
967083
558967
NRF = Distinct/Total
0.872306
0.684971
0.923291
PBC1 = OneRead/Distinct
0.870054
0.669433
0.922351
PBC2 = OneRead/TwoRead
7.543554
2.852436
12.698889
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
40898
3903
N1
29499
3339
N2
30526
3051
Np
42891
4460
N optimal
42891
4460
N conservative
40898
3903
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.04873098929043
1.142710735331796
Self Consistency Ratio
1.0348147394826943
1.0943952802359882
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
75583
65169
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
90.0
86.0
92.0
92.0
25 percentile
360.0
344.0
278.75
370.0
50 percentile (median)
360.0
344.0
370.0
370.0
75 percentile
360.0
344.0
370.0
370.0
Max size
714.0
666.0
1082.0
1082.0
Mean
358.01430215789264
341.597277846829
327.5038116591928
365.45230934228624
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7203596
5657934
Estimated Fragment Length
185
185
Cross-correlation at Estimated Fragment Length
0.700251145151816
0.599637732185946
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.6819547
0.5716799
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6658467
0.5544123
NSC (Normalized Strand Cross-correlation coeff.)
1.05167
1.081574
RSC (Relative Strand Cross-correlation coeff.)
2.135857
2.619093
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
0.3588118710808546
0.3315197260673096
Synthetic AUC
0.4982633087948474
0.4977730576496217
X-intercept
0.019198297919901644
0.019892861562289185
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6389426665655424
0.6506304961339949
Synthetic Elbow Point
0.5030420231954128
0.500214608325222
JS Distance
0.14332728703261033
0.17614363317365464
Synthetic JS Distance
0.2246555260609486
0.25933996891547745
% Genome Enriched
28.432202205838326
30.40252757297908
Diff. Enrichment
14.292476319050563
18.702691880034617
CHANCE Divergence
0.12423253458707693
0.16049593002586718
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
0.44484959447968103
0.440722038575917
0.4069284298829357
0.45251942230763936
0.405653830692539
0.4488670455541398
0.40983124707291546
0.4410305030007963
0.4390728909793753
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
0.30849339332962666
0.2509046727171524
0.28551136192629656
0.3185700689019356
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
0.08963342910566713
0.08101251176272099
0.09062862896750058
0.09551158577584706
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