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
5054937
3384361
8408777
Distinct Fragments
4263753
2598615
7800782
Positions with Two Read
580957
494675
487443
NRF = Distinct/Total
0.843483
0.76783
0.927695
PBC1 = OneRead/Distinct
0.841805
0.760736
0.931145
PBC2 = OneRead/TwoRead
6.178166
3.996282
14.901556
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
7213
893
N1
7363
448
N2
8857
872
Np
6219
842
N optimal
7213
893
N conservative
7213
893
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1598327705418878
1.0605700712589075
Self Consistency Ratio
1.2029064240119516
1.9464285714285714
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
20035
30290
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
112.0
99.0
112.0
112.0
25 percentile
450.0
396.0
450.0
450.0
50 percentile (median)
450.0
396.0
450.0
450.0
75 percentile
450.0
396.0
450.0
450.0
Max size
464.0
556.0
855.0
855.0
Mean
449.55517843773396
395.34232419940577
409.1522956326988
444.9308193539443
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5054937
3384361
Estimated Fragment Length
140
130
Cross-correlation at Estimated Fragment Length
0.607114136431713
0.477612405313809
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.6035924
0.4695944
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.596891
0.4600902
NSC (Normalized Strand Cross-correlation coeff.)
1.017127
1.038084
RSC (Relative Strand Cross-correlation coeff.)
1.525519
1.843638
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
0.37275233441219424
0.3510817689884518
Synthetic AUC
0.4945869683325014
0.49306585011513926
X-intercept
0.03774571225628297
0.04224095962457801
Synthetic X-intercept
5.105738076501702e-293
6.041841652828981e-178
Elbow Point
0.5021807835657108
0.5389667914348878
Synthetic Elbow Point
0.5017863868430809
0.5113043138618136
JS Distance
0.0464529646744428
0.08051415087496822
Synthetic JS Distance
0.17546263972155549
0.20003598133635478
% Genome Enriched
32.76303083025403
33.19759136146338
Diff. Enrichment
7.883226083957817
11.893557080934647
CHANCE Divergence
0.0673781632265556
0.10138753382265461
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
0.1474386968629776
0.2203821675585801
0.19987319494500438
0.2549548810437511
0.2091287482770036
0.2616571769443452
0.1336840709574928
0.16029695594020799
0.15842418123612012
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
0.07203593330050281
0.06655932812023663
0.09250942230922196
0.06497872672279999
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
0.021170312708533954
0.011906910501441052
0.02591053569628095
0.020856626810646556
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