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
23548952
18651617
14025206
Distinct Fragments
19893898
16105863
12388299
Positions with Two Read
2511545
1806499
1202289
NRF = Distinct/Total
0.844789
0.86351
0.883288
PBC1 = OneRead/Distinct
0.849749
0.868871
0.888022
PBC2 = OneRead/TwoRead
6.730843
7.746431
9.150113
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
20059
357
N1
7577
87
N2
47906
425
Np
41243
801
N optimal
41243
801
N conservative
20059
357
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
2.056084550575801
2.2436974789915967
Self Consistency Ratio
6.322555100963442
4.885057471264368
Reproducibility Test
fail
fail
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
16067
92003
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
167.0
132.0
149.0
146.0
25 percentile
604.0
524.0
564.0
564.0
50 percentile (median)
604.0
524.0
564.0
564.0
75 percentile
604.0
524.0
564.0
564.0
Max size
604.0
524.0
564.0
564.0
Mean
603.9050849567436
523.9921198221797
560.6679151061173
563.9098271221783
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
170
185
Cross-correlation at Estimated Fragment Length
0.838595310670774
0.836712747701939
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8388941
0.8353498
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8343441
0.8303478
NSC (Normalized Strand Cross-correlation coeff.)
1.005095
1.007665
RSC (Relative Strand Cross-correlation coeff.)
0.9343413
1.272475
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
0.4131239959223234
0.3977208156050191
Synthetic AUC
0.49799142065949353
0.4977682546232542
X-intercept
0.02836722267141816
0.028560876031902892
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4348995298415836
0.46537098593517606
Synthetic Elbow Point
0.49949303796536304
0.5012730135555779
JS Distance
0.026715636122974614
0.04595198287388101
Synthetic JS Distance
0.13507440782333127
0.15133186497318563
% Genome Enriched
39.620279699338184
42.598348955369886
Diff. Enrichment
5.112716192452737
7.763670766751652
CHANCE Divergence
0.0434739526014943
0.06603350839990386
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
0.12391723843649298
0.4952957797590339
0.16180468764596534
0.43502786447538994
0.16177637720231278
0.43140830905992883
0.5149928372933228
0.36067589880890033
0.33215022479210304
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
0.12303866507219102
0.06031803144333503
0.2853511284527024
0.2425853441163227
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
0.00443325694001
0.0013639504730834366
0.005308698072798498
0.00871991818616998
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