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
9619384
10414019
12442192
Distinct Fragments
9121854
9890335
11882017
Positions with Two Read
389746
418746
471430
NRF = Distinct/Total
0.948278
0.949714
0.954978
PBC1 = OneRead/Distinct
0.953999
0.954537
0.958225
PBC2 = OneRead/TwoRead
22.32798
22.545137
24.151289
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
14356
2730
N1
14019
2036
N2
9693
1798
Np
14612
2881
N optimal
14612
2881
N conservative
14356
2730
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0178322652549456
1.0553113553113553
Self Consistency Ratio
1.4463014546580006
1.132369299221357
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
27658
19379
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
151.0
148.0
149.0
149.0
25 percentile
604.0
590.0
462.0
596.0
50 percentile (median)
604.0
590.0
596.0
596.0
75 percentile
604.0
590.0
596.0
596.0
Max size
1124.0
790.0
1299.0
1326.0
Mean
598.4115988140863
583.1947984932143
518.6167997223187
579.8582671776622
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9619384
10414019
Estimated Fragment Length
220
205
Cross-correlation at Estimated Fragment Length
0.788454979725219
0.801506525562466
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.7826401
0.7975477
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7726953
0.7889489
NSC (Normalized Strand Cross-correlation coeff.)
1.020396
1.015917
RSC (Relative Strand Cross-correlation coeff.)
1.584721
1.460395
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
0.36782699236174016
0.38187620838478314
Synthetic AUC
0.49699942993986695
0.4971188506963672
X-intercept
0.0295405294307801
0.029382889480426704
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5254359043943633
0.5149279046657435
Synthetic Elbow Point
0.4982675763795095
0.5031620406600956
JS Distance
0.0716134586450232
0.05936112640068365
Synthetic JS Distance
0.1900715985690509
0.17317977186627764
% Genome Enriched
28.73197616643586
25.8922620734243
Diff. Enrichment
9.621194097912223
8.139371812261164
CHANCE Divergence
0.08344913052191086
0.07231580475188841
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
0.24561462913499074
0.1781672035046497
0.23348622878035982
0.17672786110554903
0.2338040664397306
0.17425981917062894
0.21967683167667315
0.20182022516797185
0.20359970260748309
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
0.1375485977778196
0.14182513526470789
0.10444614595520707
0.1399740580565052
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
0.04523108630363996
0.037730566399561676
0.033018389954813876
0.04703533186312166
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