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
11078747
13027222
21160602
Distinct Fragments
10034098
11416318
19154234
Positions with Two Read
718015
1005633
1489406
NRF = Distinct/Total
0.905707
0.876343
0.905184
PBC1 = OneRead/Distinct
0.916962
0.89412
0.912281
PBC2 = OneRead/TwoRead
12.814335
10.15038
11.732221
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
14832
4337
N1
9421
2608
N2
13658
3353
Np
15142
4433
N optimal
15142
4433
N conservative
14832
4337
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.020900755124056
1.0221351164399355
Self Consistency Ratio
1.449739942681244
1.285659509202454
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
19113
29485
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
130.0
124.0
124.0
25 percentile
470.0
520.0
252.0
496.0
50 percentile (median)
470.0
520.0
496.0
496.0
75 percentile
470.0
520.0
496.0
496.0
Max size
766.0
1046.0
1093.0
1093.0
Mean
456.9128865170303
507.43028658639986
390.726144822919
463.17302866199975
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11078747
13027222
Estimated Fragment Length
150
155
Cross-correlation at Estimated Fragment Length
0.797309168499957
0.812988148811838
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7864551
0.8010178
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7681077
0.7804764
NSC (Normalized Strand Cross-correlation coeff.)
1.038017
1.041656
RSC (Relative Strand Cross-correlation coeff.)
1.591589
1.58274
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
0.3628278904239719
0.3528508419235702
Synthetic AUC
0.49713881661637876
0.4973161104025626
X-intercept
0.029511979448404436
0.02921456416684798
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6203803322667636
0.6504991187325717
Synthetic Elbow Point
0.4972867097817823
0.5017464998380012
JS Distance
0.09666937598502312
0.11355470872472939
Synthetic JS Distance
0.20395577394922543
0.21880911214296847
% Genome Enriched
22.67023032717677
22.556254403842047
Diff. Enrichment
10.437106849093713
12.415227412095021
CHANCE Divergence
0.09346126987375639
0.1107026750726698
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
0.18965794474346404
0.26301589855435187
0.19185966232227605
0.23782054922151205
0.19426860037909394
0.23891051647517314
0.2599075386836757
0.22499271526791262
0.2266660823340235
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
0.16038695564402394
0.12219134061487497
0.16294800125348863
0.1625832382627231
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
0.07453905712022535
0.05102834158462695
0.06593776092438478
0.07588970472708013
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