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
8363514
10968547
13667652
Distinct Fragments
8050866
10456447
13042652
Positions with Two Read
260389
426812
540291
NRF = Distinct/Total
0.962618
0.953312
0.954272
PBC1 = OneRead/Distinct
0.965797
0.956834
0.956578
PBC2 = OneRead/TwoRead
29.861112
23.441443
23.091847
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
15805
685
N1
11125
243
N2
11197
273
Np
15620
644
N optimal
15805
685
N conservative
15805
685
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0118437900128041
1.063664596273292
Self Consistency Ratio
1.0064719101123596
1.123456790123457
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
27545
27628
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
152.0
156.0
152.0
152.0
25 percentile
610.0
624.0
610.0
610.0
50 percentile (median)
610.0
624.0
610.0
610.0
75 percentile
610.0
624.0
610.0
610.0
Max size
610.0
720.0
781.0
781.0
Mean
609.6387366128154
623.5604459244245
565.8277372262773
607.9217336285985
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8363514
10968547
Estimated Fragment Length
235
260
Cross-correlation at Estimated Fragment Length
0.764734844431234
0.808589571667983
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7629345
0.8068219
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7580392
0.8019393
NSC (Normalized Strand Cross-correlation coeff.)
1.008833
1.008293
RSC (Relative Strand Cross-correlation coeff.)
1.367764
1.362029
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
0.3835343327143069
0.3869915552687691
Synthetic AUC
0.4968061135439304
0.4971971986672646
X-intercept
0.029634951998882303
0.02916392232002076
Synthetic X-intercept
0.0
0.0
Elbow Point
0.48952557731073987
0.482941141249027
Synthetic Elbow Point
0.5051767993658296
0.5005749020466713
JS Distance
0.036795475072196715
0.032529603548197
Synthetic JS Distance
0.16425195988535538
0.1613020801572032
% Genome Enriched
33.27744845618027
32.50384208530427
Diff. Enrichment
6.833840411547665
6.211300229718841
CHANCE Divergence
0.058425718383053105
0.05324979346479882
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
0.21937327843611706
0.2192308960802018
0.22397406008784018
0.20810399693478854
0.22213587720646344
0.20943894880357883
0.25717538318162614
0.22162580613384333
0.21969759159462507
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
0.12425134290846793
0.09546102377506956
0.09509756357537295
0.12325145923932151
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
0.009555710111289849
0.004338257191728573
0.004696951374273883
0.008842603058928976
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