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
15510424
16958970
18526854
Distinct Fragments
13806722
14852376
16386218
Positions with Two Read
1316036
1588126
1666971
NRF = Distinct/Total
0.890158
0.875783
0.884458
PBC1 = OneRead/Distinct
0.893562
0.879085
0.88581
PBC2 = OneRead/TwoRead
9.374482
8.221326
8.707456
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
10417
258
N1
8466
75
N2
8491
118
Np
9944
233
N optimal
10417
258
N conservative
10417
258
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0475663716814159
1.1072961373390557
Self Consistency Ratio
1.0029529884242854
1.5733333333333333
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
22635
23337
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
146.0
140.0
141.0
141.0
25 percentile
564.0
560.0
564.0
564.0
50 percentile (median)
564.0
560.0
564.0
564.0
75 percentile
564.0
560.0
564.0
564.0
Max size
564.0
560.0
564.0
564.0
Mean
563.9194610117075
559.9137849766465
547.4341085271318
563.5248152059135
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
175
145
Cross-correlation at Estimated Fragment Length
0.837691078780309
0.836255687770681
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8381861
0.8364988
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8339251
0.8322114
NSC (Normalized Strand Cross-correlation coeff.)
1.004516
1.00486
RSC (Relative Strand Cross-correlation coeff.)
0.8838268
0.9432939
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
0.4114918650022893
0.4104970039507206
Synthetic AUC
0.497590098965214
0.49767633148244694
X-intercept
0.0287167859872942
0.028682855951028978
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4339132708355371
0.4415814590314771
Synthetic Elbow Point
0.4985332710224457
0.4978359044236107
JS Distance
0.031318363687626596
0.03372587756851397
Synthetic JS Distance
0.13384254456223166
0.1351560562726224
% Genome Enriched
39.71630497913303
39.184002586666296
Diff. Enrichment
5.934840262320157
6.081088887585684
CHANCE Divergence
0.05046868404774642
0.05173848963490312
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
0.16240452486580437
0.16686774165136528
0.18394344322721537
0.17926942008513191
0.18998063776066235
0.17865853043589927
0.16621083422736838
0.1635785874218538
0.16423277299704794
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
0.0772074164073756
0.06409541952217632
0.0649172112073979
0.07409407701439404
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
0.0035524130305293103
0.001343945080491347
0.0017012261495193766
0.0032988708260827996
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