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
2551092
2968667
2381045
Distinct Fragments
2088983
2500021
2270736
Positions with Two Read
330680
348532
85953
NRF = Distinct/Total
0.818858
0.842136
0.953672
PBC1 = OneRead/Distinct
0.812937
0.838646
0.957753
PBC2 = OneRead/TwoRead
5.135515
6.015611
25.302258
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
39145
574
N1
8226
306
N2
1262
260
Np
38843
597
N optimal
39145
597
N conservative
39145
574
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0077748886543263
1.0400696864111498
Self Consistency Ratio
6.518225039619652
1.176923076923077
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
73090
79151
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
88.0
106.0
109.0
109.0
25 percentile
340.0
410.0
404.0
404.0
50 percentile (median)
340.0
410.0
404.0
404.0
75 percentile
340.0
410.0
404.0
404.0
Max size
340.0
410.0
404.0
404.0
Mean
339.9812833492954
409.9684400702455
395.3065326633166
403.8674160173713
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2551092
2968667
Estimated Fragment Length
165
195
Cross-correlation at Estimated Fragment Length
0.431651137399678
0.476926048608516
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.4255412
0.4726563
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4183604
0.4654559
NSC (Normalized Strand Cross-correlation coeff.)
1.031769
1.024643
RSC (Relative Strand Cross-correlation coeff.)
1.850869
1.592996
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
0.3451482296344293
0.34857155526366335
Synthetic AUC
0.49226495825956124
0.49293333678823337
X-intercept
0.04428367402301052
0.04218528092935676
Synthetic X-intercept
9.84188557181259e-143
2.803870319261147e-171
Elbow Point
0.5283522428072192
0.5308914580241595
Synthetic Elbow Point
0.49722628068517216
0.499299604556218
JS Distance
0.04212205060346222
0.04732963652550987
Synthetic JS Distance
0.20025334185377353
0.19816025447750968
% Genome Enriched
31.16931558874687
32.96112786634114
Diff. Enrichment
7.077708929750709
5.273581864147609
CHANCE Divergence
0.060215251729776494
0.04480014160257951
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
0.3659814877240428
0.40246445814649623
0.2338726903770159
0.061131271336459694
0.23338085452317492
0.08285335008795379
0.4478207937456076
0.3898605684965777
0.3828958856601291
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
0.21183104617912857
0.06498177904945905
0.019746005050275805
0.20664581261688092
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
0.013355155085089427
0.00980302873536638
0.009082453596310798
0.013402021368855661
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