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
9327186
12847074
12695085
Distinct Fragments
7956017
10314940
11385699
Positions with Two Read
920264
1621445
998564
NRF = Distinct/Total
0.852992
0.802902
0.896859
PBC1 = OneRead/Distinct
0.861263
0.804397
0.900392
PBC2 = OneRead/TwoRead
7.445929
5.117228
10.266335
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
36268
4513
N1
36799
3596
N2
34075
4294
Np
38361
5236
N optimal
38361
5236
N conservative
36268
4513
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.057709275394287
1.1602038555284733
Self Consistency Ratio
1.0799413059427734
1.1941045606229144
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
65037
53867
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
94.0
94.0
104.0
104.0
25 percentile
376.0
376.0
264.0
416.0
50 percentile (median)
376.0
376.0
416.0
416.0
75 percentile
376.0
376.0
416.0
416.0
Max size
2046.0
1739.0
3417.0
3417.0
Mean
373.5545151221612
371.671412924425
397.4749809014515
411.6892416777456
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8398519
11826848
Estimated Fragment Length
185
180
Cross-correlation at Estimated Fragment Length
0.703582815770636
0.753832274175968
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.694064
0.7406686
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6834015
0.7261302
NSC (Normalized Strand Cross-correlation coeff.)
1.029531
1.03815
RSC (Relative Strand Cross-correlation coeff.)
1.892736
1.905439
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
0.35198023028779823
0.3342195221028437
Synthetic AUC
0.4986591641379292
0.49882368871579835
X-intercept
0.01768206234150043
0.017636134906847182
Synthetic X-intercept
0.0
0.0
Elbow Point
0.667812855688013
0.6878711635615727
Synthetic Elbow Point
0.5017422642214202
0.49934848646302626
JS Distance
0.11858874249539983
0.13876960335682925
Synthetic JS Distance
0.22598380555006897
0.25316918972592056
% Genome Enriched
18.783322350685918
19.972842908205035
Diff. Enrichment
12.934246514529836
15.544242031032486
CHANCE Divergence
0.11883129794929707
0.13945612351033754
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
0.38542422190203535
0.3709447801277722
0.4139234564161239
0.3940145485245093
0.41516288012978836
0.3923789586183927
0.35446060580225397
0.37189769651579424
0.3708918127309205
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
0.2892875590115607
0.27827522191580534
0.29399887921860623
0.3014068970837724
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
0.09058284499596266
0.06981500652822409
0.09257584153854384
0.09930363331112983
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