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
5151853
8731968
9504582
Distinct Fragments
4325358
7763554
8074815
Positions with Two Read
623179
802154
1098423
NRF = Distinct/Total
0.839573
0.889096
0.849571
PBC1 = OneRead/Distinct
0.834054
0.886541
0.844761
PBC2 = OneRead/TwoRead
5.788995
8.580284
6.210078
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
36397
814
N1
28276
466
N2
32183
802
Np
36628
1114
N optimal
36628
1114
N conservative
36397
814
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0063466769239222
1.3685503685503686
Self Consistency Ratio
1.1381737162257746
1.7210300429184548
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
69556
86172
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
66.0
62.0
69.0
69.0
25 percentile
264.0
250.0
276.0
276.0
50 percentile (median)
264.0
250.0
276.0
276.0
75 percentile
264.0
250.0
276.0
276.0
Max size
264.0
250.0
279.0
279.0
Mean
263.9249525562137
249.89605672376177
260.8662477558348
275.53431800808124
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4883118
8245820
Estimated Fragment Length
130
145
Cross-correlation at Estimated Fragment Length
0.586896759955007
0.725914428189643
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5871425
0.7257589
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5822846
0.7204275
NSC (Normalized Strand Cross-correlation coeff.)
1.007921
1.007616
RSC (Relative Strand Cross-correlation coeff.)
0.9494196
1.029173
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
0.4039759566360114
0.41179089622179366
Synthetic AUC
0.4978289937689555
0.4983729384221357
X-intercept
0.01978144389168816
0.019302329295461985
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5218276624797374
0.5171363320583562
Synthetic Elbow Point
0.5033535540461573
0.49963552225029795
JS Distance
0.04991583461503015
0.03910880069282916
Synthetic JS Distance
0.13899866988996828
0.13139999043928396
% Genome Enriched
42.73083341984014
42.95222428951298
Diff. Enrichment
9.361096021931125
7.882573143581062
CHANCE Divergence
0.07957971346897241
0.06699134646995933
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
0.34524458607004477
0.3758774255837912
0.4102430858813113
0.3628052132472542
0.4109848842734593
0.3652354020228362
0.5263802769729085
0.3520222994207581
0.3456701917896974
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
0.18078273130813893
0.1557550788647604
0.15850771600201036
0.18312187627756077
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
0.00898516200656206
0.006470053605822299
0.008976003836776204
0.011443934292974516
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