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
1265296
1385640
4187640
Distinct Fragments
1166310
1259857
4007464
Positions with Two Read
81647
94709
124560
NRF = Distinct/Total
0.921769
0.909224
0.956974
PBC1 = OneRead/Distinct
0.923286
0.915196
0.965688
PBC2 = OneRead/TwoRead
13.188948
12.174302
31.069035
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
12780
1760
N1
4971
641
N2
5795
1203
Np
13243
2032
N optimal
13243
2032
N conservative
12780
1760
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0362284820031298
1.1545454545454545
Self Consistency Ratio
1.1657614162140415
1.8767550702028082
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
37047
36879
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
105.0
96.0
91.0
91.0
25 percentile
364.0
364.0
364.0
364.0
50 percentile (median)
364.0
364.0
364.0
364.0
75 percentile
364.0
364.0
364.0
364.0
Max size
364.0
364.0
364.0
364.0
Mean
363.9930088806111
363.9076981479975
359.441437007874
363.3005361322963
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1265296
1385640
Estimated Fragment Length
145
140
Cross-correlation at Estimated Fragment Length
0.341760016469131
0.361070528558447
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.3247531
0.3288823
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3035979
0.3079469
NSC (Normalized Strand Cross-correlation coeff.)
1.1257
1.172509
RSC (Relative Strand Cross-correlation coeff.)
1.803907
2.537508
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
0.26354321207150544
0.2656603774340284
Synthetic AUC
0.4892900946032649
0.4896961915131001
X-intercept
0.08540560380768479
0.07814451169155519
Synthetic X-intercept
6.974962931918774e-74
6.573518134781131e-80
Elbow Point
0.6130675720424016
0.6361355031497979
Synthetic Elbow Point
0.501672913953475
0.5030174108572627
JS Distance
0.10060092407923255
0.10445050300041632
Synthetic JS Distance
0.2998502280615957
0.30358658833152696
% Genome Enriched
32.12035858624143
33.99208461167121
Diff. Enrichment
16.326687901453212
16.1287535311859
CHANCE Divergence
0.14044934081252514
0.139464623388253
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
0.34660549218159614
0.35315168948101416
0.25074841971754325
0.27282818509891354
0.2528353559385858
0.270980665389305
0.3509485161724413
0.34998708607582857
0.34977051014197114
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
0.18046812602355272
0.10395212163692241
0.1296233395960954
0.18554897794842817
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
0.06821806618350455
0.03116492548745743
0.05737196768699808
0.07459319049040873
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