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
3038354
2644576
6790425
Distinct Fragments
2020641
2123254
6315035
Positions with Two Read
495767
322347
352552
NRF = Distinct/Total
0.665045
0.802871
0.929991
PBC1 = OneRead/Distinct
0.650531
0.812504
0.936766
PBC2 = OneRead/TwoRead
2.651425
5.351851
16.779675
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
16645
3176
N1
8926
2081
N2
8953
2050
Np
16588
3234
N optimal
16645
3234
N conservative
16645
3176
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0034362189534602
1.0182619647355164
Self Consistency Ratio
1.0030248711628948
1.0151219512195122
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
44040
44862
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
84.0
75.0
81.0
81.0
25 percentile
336.0
300.0
227.0
324.0
50 percentile (median)
336.0
300.0
324.0
324.0
75 percentile
336.0
300.0
324.0
324.0
Max size
541.0
409.0
1286.0
1286.0
Mean
333.5940735694823
298.02866568588115
280.5887445887446
315.60877140282366
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3038354
2644576
Estimated Fragment Length
140
130
Cross-correlation at Estimated Fragment Length
0.441214077743979
0.475538017815481
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.404485
0.4340933
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3676503
0.395163
NSC (Normalized Strand Cross-correlation coeff.)
1.200092
1.203397
RSC (Relative Strand Cross-correlation coeff.)
1.997132
2.064589
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
0.2924047411118907
0.2861150870360346
Synthetic AUC
0.4921493357227912
0.49233509349812343
X-intercept
0.046853583548973406
0.048411778437056706
Synthetic X-intercept
1.601255812934437e-138
2.220872032928342e-145
Elbow Point
0.6721984912842838
0.6547590783307163
Synthetic Elbow Point
0.5133078972823436
0.4948224096211597
JS Distance
0.1915037090469525
0.1937142031977193
Synthetic JS Distance
0.2920013102115815
0.2987986289968033
% Genome Enriched
25.122251461929967
24.010167171766547
Diff. Enrichment
23.742675213134618
23.622017853290668
CHANCE Divergence
0.20622054809988724
0.2054473194800423
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
0.34036299377830137
0.33668153751808144
0.2938751027131992
0.29011080578792886
0.29231837048846865
0.2871091720228259
0.35481903821708705
0.3337550522404296
0.3323946888312007
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
0.19386087346153433
0.1532869467044632
0.14513217580997767
0.19288852361207123
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
0.09810310310909942
0.08239296101314288
0.07688386223942852
0.09927025838675707
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