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
4100672
4835741
3291943
Distinct Fragments
3931690
4588809
3245017
Positions with Two Read
146294
210535
38100
NRF = Distinct/Total
0.958792
0.948936
0.985745
PBC1 = OneRead/Distinct
0.960464
0.950924
0.987287
PBC2 = OneRead/TwoRead
25.812733
20.726288
84.088241
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
7507
1057
N1
6661
556
N2
7779
725
Np
7606
1010
N optimal
7606
1057
N conservative
7507
1057
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0131876914879445
1.0465346534653466
Self Consistency Ratio
1.1678426662663264
1.3039568345323742
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
12231
14506
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
190.0
176.0
181.0
181.0
25 percentile
750.0
704.0
724.0
724.0
50 percentile (median)
750.0
704.0
724.0
724.0
75 percentile
750.0
704.0
724.0
724.0
Max size
784.0
762.0
908.0
908.0
Mean
748.2336685471344
701.8928719150696
685.3434247871334
718.0946621088614
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4100672
4835741
Estimated Fragment Length
230
220
Cross-correlation at Estimated Fragment Length
0.610449798797669
0.645998696982988
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6096344
0.6449492
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6005093
0.6338692
NSC (Normalized Strand Cross-correlation coeff.)
1.016553
1.019136
RSC (Relative Strand Cross-correlation coeff.)
1.089354
1.094721
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
0.36708416751134937
0.3641159040284371
Synthetic AUC
0.4954433871901318
0.49578169507342756
X-intercept
0.032029108666770396
0.031474543880437425
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5603478198422482
0.5744712683574908
Synthetic Elbow Point
0.5067829933658459
0.5050404104215407
JS Distance
0.07013099607874838
0.07937123987865176
Synthetic JS Distance
0.1877843189634161
0.1940046460958963
% Genome Enriched
34.46580250312192
32.78614944523573
Diff. Enrichment
12.170280015044781
12.668814939621075
CHANCE Divergence
0.10389502420185012
0.1085323008188786
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
0.15080767266884496
0.17221721110806296
0.18610199337852623
0.19368834014536185
0.18407432985264455
0.19200718127867042
0.15221286341339094
0.16359766171199458
0.16353389784559239
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
0.1035479923199107
0.09299406077246665
0.10702075903476392
0.1050845009642179
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
0.028631715038819366
0.017019237365819305
0.021972698639793592
0.028006548011133347
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