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
8123713
13322604
8377711
Distinct Fragments
7497540
12240565
7863683
Positions with Two Read
527991
894018
437415
NRF = Distinct/Total
0.92292
0.918782
0.938643
PBC1 = OneRead/Distinct
0.923816
0.920468
0.940271
PBC2 = OneRead/TwoRead
13.118301
12.602712
16.903835
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
4918
228
N1
7212
127
N2
5929
154
Np
5118
242
N optimal
5118
242
N conservative
4918
228
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0406669377795852
1.0614035087719298
Self Consistency Ratio
1.216393995614775
1.2125984251968505
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
14495
10338
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
209.0
175.0
184.0
184.0
25 percentile
770.0
696.0
710.0
710.0
50 percentile (median)
770.0
696.0
710.0
710.0
75 percentile
770.0
696.0
710.0
710.0
Max size
770.0
696.0
710.0
710.0
Mean
769.7315626077958
695.4717546914296
680.0495867768595
708.5838218053927
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8123713
13322604
Estimated Fragment Length
195
190
Cross-correlation at Estimated Fragment Length
0.742666862476655
0.827549752270953
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7431752
0.8278039
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7389769
0.822965
NSC (Normalized Strand Cross-correlation coeff.)
1.004993
1.005571
RSC (Relative Strand Cross-correlation coeff.)
0.8789218
0.9474874
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
0.39732717610249596
0.4008825803184259
Synthetic AUC
0.49673117018026847
0.4974406253067078
X-intercept
0.029547812899106
0.028773547254150704
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4723698914431673
0.4655332056194125
Synthetic Elbow Point
0.5017483752946623
0.5000267184421152
JS Distance
0.019896367144249943
0.019607875906527197
Synthetic JS Distance
0.14738099020611753
0.14502348373985707
% Genome Enriched
38.20581896551724
36.74868295019157
Diff. Enrichment
5.719357586891727
4.836598259170843
CHANCE Divergence
0.04861139741689325
0.041172608494836095
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
0.13324337025704674
0.09440154257481696
0.19513081724119027
0.1560323433002278
0.18605299110818507
0.14778647235366324
0.08487539103074339
0.11541508172580464
0.11515970438935486
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
0.04673031040735972
0.0681035212268331
0.055438444164704025
0.048381362814834745
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
0.004037288125307843
0.0025746187036269257
0.002839060724771319
0.004173927642750874
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