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
5590490
4918220
5286394
Distinct Fragments
4852709
4373449
4657390
Positions with Two Read
586237
452327
516466
NRF = Distinct/Total
0.868029
0.889234
0.881015
PBC1 = OneRead/Distinct
0.864454
0.886526
0.877649
PBC2 = OneRead/TwoRead
7.155713
8.57162
7.914471
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
80828
329
N1
33203
155
N2
31707
108
Np
80011
364
N optimal
80828
364
N conservative
80828
329
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0102110959743036
1.1063829787234043
Self Consistency Ratio
1.0471820102816414
1.4351851851851851
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
138063
131194
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
96.0
204.0
70.0
70.0
25 percentile
250.0
280.0
280.0
280.0
50 percentile (median)
250.0
280.0
280.0
280.0
75 percentile
250.0
280.0
280.0
280.0
Max size
265.0
280.0
288.0
288.0
Mean
249.9986310597336
279.9988337881306
278.46153846153845
279.993071707824
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5257457
4626336
Estimated Fragment Length
140
190
Cross-correlation at Estimated Fragment Length
0.615903555587496
0.592628744494426
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6165279
0.5927921
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6125106
0.5891158
NSC (Normalized Strand Cross-correlation coeff.)
1.005539
1.005963
RSC (Relative Strand Cross-correlation coeff.)
0.8445856
0.9555739
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
0.40818420877620293
0.40997725916624994
Synthetic AUC
0.4979577379138925
0.49785978462067354
X-intercept
0.019268987644861603
0.019237062222647896
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5172576860453979
0.5131832040353733
Synthetic Elbow Point
0.4990989306428185
0.5003943237005422
JS Distance
0.024162018232279828
0.019691206405279625
Synthetic JS Distance
0.14785003171286046
0.14422979704474978
% Genome Enriched
44.03493439325735
44.86838744692398
Diff. Enrichment
9.503626299011458
9.277965846618036
CHANCE Divergence
0.08081187794304658
0.07893407655143948
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
0.5506022423844947
0.5600100269683859
0.3992946190018494
0.41525111492358846
0.40726236696502977
0.41834189709561426
0.5568998192650111
0.557354301374464
0.5562078914206189
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
0.3518976102818127
0.16422915946609737
0.16772161555346446
0.3481750585715242
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
0.010365995046522525
0.009246548713708622
0.007363244108534474
0.01049815918066805
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