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
4784256
5015014
4576643
Distinct Fragments
4077129
4416272
4079148
Positions with Two Read
546033
484556
410802
NRF = Distinct/Total
0.852197
0.88061
0.891297
PBC1 = OneRead/Distinct
0.847518
0.878068
0.889172
PBC2 = OneRead/TwoRead
6.32826
8.002759
8.829229
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
62420
848
N1
34159
350
N2
35787
329
Np
74864
1046
N optimal
74864
1046
N conservative
62420
848
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.19935917975008
1.2334905660377358
Self Consistency Ratio
1.0476594748089816
1.0638297872340425
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
98627
132573
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
58.0
77.0
64.0
64.0
25 percentile
230.0
240.0
256.0
256.0
50 percentile (median)
230.0
240.0
256.0
256.0
75 percentile
230.0
240.0
256.0
256.0
Max size
230.0
240.0
256.0
256.0
Mean
229.99496081194803
239.99877048871187
254.03632887189292
255.97256358196196
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4517944
4724637
Estimated Fragment Length
120
130
Cross-correlation at Estimated Fragment Length
0.576037222041834
0.59908318882553
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5765734
0.5997867
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5711996
0.5947514
NSC (Normalized Strand Cross-correlation coeff.)
1.008469
1.007283
RSC (Relative Strand Cross-correlation coeff.)
0.9002226
0.8602913
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
0.3947002876478355
0.3981928814080927
Synthetic AUC
0.4977557412149448
0.4978502127176802
X-intercept
0.01972221667897268
0.01954061982399074
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5459080840534014
0.5413202690028137
Synthetic Elbow Point
0.49948298361256316
0.49885747707680694
JS Distance
0.04287509898028698
0.03899205396284902
Synthetic JS Distance
0.16455001514756928
0.15934930533532532
% Genome Enriched
43.259164654467085
42.82133663267546
Diff. Enrichment
11.206499981951252
10.750369295205592
CHANCE Divergence
0.09533685849842674
0.09141291888876747
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
0.41246145528764966
0.5224474139754485
0.4050187139388231
0.4115514626868074
0.4105765093482574
0.4098677976364294
0.5152765381307672
0.5061031308834809
0.5144867861376473
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
0.27060235223020246
0.16373958367112643
0.17198649669326396
0.31465030332612787
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
0.00855751574739093
0.004379734447441492
0.004088980691738146
0.01010587360249169
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