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
10745064
8856478
17923949
Distinct Fragments
8115761
7401140
16787226
Positions with Two Read
1573936
1005794
911750
NRF = Distinct/Total
0.755301
0.835675
0.936581
PBC1 = OneRead/Distinct
0.754587
0.842101
0.942491
PBC2 = OneRead/TwoRead
3.890914
6.196604
17.353235
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
8448
1054
N1
6969
526
N2
6818
531
Np
8419
1019
N optimal
8448
1054
N conservative
8448
1054
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0034445896187196
1.0343473994111874
Self Consistency Ratio
1.0221472572601935
1.0095057034220531
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
17788
17127
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
148.0
146.0
144.0
144.0
25 percentile
590.0
584.0
576.0
576.0
50 percentile (median)
590.0
584.0
576.0
576.0
75 percentile
590.0
584.0
576.0
576.0
Max size
792.0
1099.0
3593.0
3593.0
Mean
588.6819766134473
582.7879955625621
548.6489563567362
571.9776278409091
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10745064
8856478
Estimated Fragment Length
210
190
Cross-correlation at Estimated Fragment Length
0.733161787130005
0.726735240917783
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7322212
0.7254582
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7279431
0.72084
NSC (Normalized Strand Cross-correlation coeff.)
1.007169
1.008178
RSC (Relative Strand Cross-correlation coeff.)
1.219863
1.276518
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
0.39770861437553034
0.39506421712303896
Synthetic AUC
0.49681355156160933
0.4966668372308576
X-intercept
0.029543200094206124
0.029748777016899222
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4893189815359989
0.48928904314919897
Synthetic Elbow Point
0.5053381951073307
0.5048818420905405
JS Distance
0.04146749635137303
0.04251681626913703
Synthetic JS Distance
0.15006418880011585
0.15249525934213048
% Genome Enriched
32.09534777428053
31.664634182851692
Diff. Enrichment
7.1806935209203
7.340201106528321
CHANCE Divergence
0.06207108813137881
0.06350192433570392
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
0.1487315201184065
0.14517843588005777
0.16036344436328737
0.1701449679458083
0.16470276920403404
0.16238516320651156
0.17462527540000722
0.15191333324131837
0.14441913745222584
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
0.07743306554391179
0.06730482629716633
0.06767220585904989
0.07721693780990563
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
0.01817098277169791
0.010201355005154737
0.010786409874659286
0.01766365339070941
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