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
5211844
4340382
2110403
Distinct Fragments
4889361
4080194
2047211
Positions with Two Read
268155
217888
55517
NRF = Distinct/Total
0.938125
0.940054
0.970057
PBC1 = OneRead/Distinct
0.940543
0.942175
0.971194
PBC2 = OneRead/TwoRead
17.149231
17.643266
35.813174
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
66904
1790
N1
42861
659
N2
6396
530
Np
67477
1777
N optimal
67477
1790
N conservative
66904
1790
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0085645103431782
1.0073157006190208
Self Consistency Ratio
6.701219512195122
1.2433962264150944
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
102386
94906
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
127.0
184.0
174.0
174.0
25 percentile
424.0
440.0
436.0
436.0
50 percentile (median)
424.0
440.0
436.0
436.0
75 percentile
424.0
440.0
436.0
436.0
Max size
424.0
440.0
436.0
436.0
Mean
423.997099212783
439.99730259414576
435.72290502793294
435.99264934718497
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5211844
4340382
Estimated Fragment Length
135
155
Cross-correlation at Estimated Fragment Length
0.660584843703043
0.62038006095322
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.6572457
0.6165297
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6486983
0.6069903
NSC (Normalized Strand Cross-correlation coeff.)
1.018324
1.022059
RSC (Relative Strand Cross-correlation coeff.)
1.390667
1.403631
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
0.36989564807014547
0.3634814195310428
Synthetic AUC
0.49494339164170614
0.4944642760085506
X-intercept
0.03682573752211719
0.03825001446219582
Synthetic X-intercept
0.0
4.025032902013066e-280
Elbow Point
0.5027238797782596
0.5183310825502138
Synthetic Elbow Point
0.49823516411761454
0.49776479900314957
JS Distance
0.044456454823968365
0.04193165777894003
Synthetic JS Distance
0.18224900525945548
0.18873351165503122
% Genome Enriched
32.93391075728047
32.192648417037866
Diff. Enrichment
4.947448155111644
6.326558711382102
CHANCE Divergence
0.042121336573374114
0.05391155734560657
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
0.46757432980785535
0.46270251767999365
0.39963888839006584
0.14870677219689804
0.40206088373613535
0.1482559973242538
0.5050422123446332
0.4663366887269896
0.46953961160763547
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
0.32809050177198196
0.22779809008324384
0.057533663808120875
0.32975236744393915
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
0.025333858035450317
0.012213639516425418
0.012018606015782106
0.025162899763728326
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