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
1325233
2225615
6984171
Distinct Fragments
610312
1658210
5965713
Positions with Two Read
174076
350506
612619
NRF = Distinct/Total
0.460532
0.745057
0.854176
PBC1 = OneRead/Distinct
0.397076
0.730544
0.868742
PBC2 = OneRead/TwoRead
1.392151
3.456132
8.459855
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
6367
273
N1
1179
111
N2
4717
139
Np
6671
206
N optimal
6671
273
N conservative
6367
273
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0477461912988848
1.325242718446602
Self Consistency Ratio
4.000848176420695
1.2522522522522523
Reproducibility Test
borderline
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
21468
46052
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
121.0
103.0
128.0
128.0
25 percentile
356.0
330.0
500.0
500.0
50 percentile (median)
356.0
330.0
500.0
500.0
75 percentile
356.0
330.0
500.0
500.0
Max size
356.0
330.0
635.0
635.0
Mean
355.9785261784982
329.9820637540172
454.040293040293
498.03972417928344
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1325233
2225615
Estimated Fragment Length
130
120
Cross-correlation at Estimated Fragment Length
0.171224853324287
0.366713855920248
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.1657505
0.3617099
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.1578297
0.3544126
NSC (Normalized Strand Cross-correlation coeff.)
1.084871
1.034709
RSC (Relative Strand Cross-correlation coeff.)
1.691141
1.68572
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
0.2955463004735688
0.3571455098110282
Synthetic AUC
0.4856992138039776
0.49132538460118114
X-intercept
0.11105436816507941
0.04629293457228009
Synthetic X-intercept
4.846353558962481e-41
3.1848842136122403e-113
Elbow Point
0.6104539125369549
0.5185782168263227
Synthetic Elbow Point
0.5100980953011605
0.5012506242793333
JS Distance
0.14369456682299322
0.06922521619268424
Synthetic JS Distance
0.22289534078781417
0.17958932768882116
% Genome Enriched
37.264755050011374
38.23904916554621
Diff. Enrichment
24.255693762995705
14.082102759924787
CHANCE Divergence
0.20771448289603958
0.11980462084336899
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
0.20744827810372007
0.2720478513899247
0.12704815458874388
0.20615861636003777
0.16160634476930327
0.2115382541780135
0.19589520472546063
0.2475823387955946
0.23818940718991669
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
0.06344486780221872
0.024062667598446313
0.0408204464652092
0.059741010091283325
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
0.010396801253586444
0.009010092473712438
0.006770959693530657
0.009330990153831339
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