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
8333509
8554317
13587688
Distinct Fragments
7927534
8091758
12909881
Positions with Two Read
322774
370206
559982
NRF = Distinct/Total
0.951284
0.945927
0.950116
PBC1 = OneRead/Distinct
0.956657
0.951186
0.954294
PBC2 = OneRead/TwoRead
23.496112
20.790492
22.000395
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
8573
324
N1
9084
127
N2
7712
145
Np
9000
308
N optimal
9000
324
N conservative
8573
324
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0498075352851977
1.051948051948052
Self Consistency Ratio
1.1779045643153527
1.141732283464567
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
19484
19116
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
161.0
151.0
155.0
155.0
25 percentile
644.0
604.0
620.0
620.0
50 percentile (median)
644.0
604.0
620.0
620.0
75 percentile
644.0
604.0
620.0
620.0
Max size
644.0
604.0
620.0
620.0
Mean
643.8257031410388
603.730592174095
590.2870370370371
618.8695555555555
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8333509
8554317
Estimated Fragment Length
210
205
Cross-correlation at Estimated Fragment Length
0.75961037505285
0.762710135188845
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7592941
0.762114
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7547346
0.7575702
NSC (Normalized Strand Cross-correlation coeff.)
1.00646
1.006785
RSC (Relative Strand Cross-correlation coeff.)
1.069373
1.131207
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
0.3921575973239752
0.39239172746390677
Synthetic AUC
0.4967789149550379
0.49681161284931097
X-intercept
0.029541608123642867
0.029521650274620004
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4777869140375527
0.47798050517307444
Synthetic Elbow Point
0.5057228627032042
0.49812403210393336
JS Distance
0.012766846333228651
0.01286815324547887
Synthetic JS Distance
0.1544159567381665
0.15425797791092175
% Genome Enriched
37.18227104355601
36.132687763443606
Diff. Enrichment
5.629781518490534
5.7262480469356785
CHANCE Divergence
0.047863792519458784
0.04874781305787989
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
0.15750225713185537
0.15054821973981672
0.21366143880106808
0.1898148731865382
0.19967050164597777
0.17961555082428585
0.15650870968795325
0.16836266855279208
0.1565769017039317
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
0.06984296418915177
0.07610470770331725
0.06434618023704335
0.072939699115273
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
0.004457819762996786
0.0020652314891216085
0.002192236183504075
0.004342434434378684
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