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
12375281
6796794
27778516
Distinct Fragments
11158145
6233020
24517559
Positions with Two Read
945691
446300
2510237
NRF = Distinct/Total
0.901648
0.917053
0.882609
PBC1 = OneRead/Distinct
0.905785
0.920965
0.884963
PBC2 = OneRead/TwoRead
10.687291
12.862182
8.643461
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
6892
156
N1
7148
88
N2
6086
54
Np
7080
162
N optimal
7080
162
N conservative
6892
156
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0272780034822984
1.0384615384615385
Self Consistency Ratio
1.1744988498192572
1.6296296296296295
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
20448
18907
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
162.0
169.0
155.0
149.0
25 percentile
570.0
670.0
596.0
596.0
50 percentile (median)
570.0
670.0
596.0
596.0
75 percentile
570.0
670.0
596.0
596.0
Max size
617.0
2858.0
2739.0
2739.0
Mean
569.7860426447575
670.6179192891522
652.9753086419753
596.8074858757062
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12375281
6796794
Estimated Fragment Length
165
185
Cross-correlation at Estimated Fragment Length
0.811030159680904
0.704045511279646
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8115619
0.704553
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8073061
0.7001953
NSC (Normalized Strand Cross-correlation coeff.)
1.004613
1.005499
RSC (Relative Strand Cross-correlation coeff.)
0.8750526
0.8835352
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
0.41001202022929484
0.39939493161798045
Synthetic AUC
0.49731942797607004
0.49641540900256337
X-intercept
0.028778099398908085
0.03007257450723048
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4392146051950802
0.4710131465134072
Synthetic Elbow Point
0.5020965024777765
0.5039569532856645
JS Distance
0.04316383356911663
0.06106697257285986
Synthetic JS Distance
0.13513504754176017
0.14435762671440533
% Genome Enriched
39.13290144210121
39.41576822503092
Diff. Enrichment
6.4339507314625735
8.243477730179332
CHANCE Divergence
0.05475334675982204
0.0700991189473112
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
0.15204138959421123
0.16173190291571513
0.18632097797795916
0.19330281986195352
0.18604203380513162
0.19907736527926992
0.15328667940458432
0.16209164712982588
0.16008624403508978
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
0.05728889839352247
0.05746229442074548
0.05685538905315884
0.05873871204424069
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
0.004154808906275202
0.0020824891162542505
0.0036332061476561086
0.004233017478956127
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