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
3688473
6720626
5707576
Distinct Fragments
3000464
5469834
4732607
Positions with Two Read
424891
790607
628344
NRF = Distinct/Total
0.813471
0.813888
0.82918
PBC1 = OneRead/Distinct
0.82077
0.818952
0.835428
PBC2 = OneRead/TwoRead
5.796054
5.66594
6.292335
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
49882
1190
N1
26958
548
N2
33262
866
Np
49254
1299
N optimal
49882
1299
N conservative
49882
1190
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.012750233483575
1.091596638655462
Self Consistency Ratio
1.2338452407448623
1.5802919708029197
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
66395
111713
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
92.0
91.0
98.0
98.0
25 percentile
370.0
364.0
390.0
390.0
50 percentile (median)
370.0
364.0
390.0
390.0
75 percentile
370.0
364.0
390.0
390.0
Max size
370.0
364.0
390.0
390.0
Mean
369.8951728292793
363.8711967273281
370.6374133949192
389.49015676997715
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3482785
6339137
Estimated Fragment Length
240
190
Cross-correlation at Estimated Fragment Length
0.48404275777069
0.633010225766603
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.4841266
0.6327667
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4792026
0.6279058
NSC (Normalized Strand Cross-correlation coeff.)
1.0101
1.008129
RSC (Relative Strand Cross-correlation coeff.)
0.9829635
1.050095
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
0.39508400067346705
0.40563464411656036
Synthetic AUC
0.4974059039128325
0.4980772978755263
X-intercept
0.01954209504192439
0.0187117905237505
Synthetic X-intercept
0.0
0.0
Elbow Point
0.528828132952511
0.5249181172046681
Synthetic Elbow Point
0.5012436786024965
0.5026191847712822
JS Distance
0.05223997776286235
0.03997123800253386
Synthetic JS Distance
0.15053072305782653
0.13914863407660083
% Genome Enriched
42.69381922115041
42.62336309256498
Diff. Enrichment
11.431728181577578
9.706098680594877
CHANCE Divergence
0.09722875245601285
0.0825045229139635
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
0.40407457272646846
0.5455803620638178
0.43276574175270455
0.40683397463553084
0.4331738409417612
0.40809431412784725
0.5392838970278213
0.45169888445785095
0.44635473217490534
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
0.29128110469617485
0.19074911977628048
0.21286871226372742
0.29208895537147933
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
0.015822171744893827
0.009681629416667609
0.012464878028483015
0.016716457905624
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