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
15112052
11359659
40665250
Distinct Fragments
13034884
10055095
32977855
Positions with Two Read
1463833
990153
4882696
NRF = Distinct/Total
0.862549
0.885158
0.810959
PBC1 = OneRead/Distinct
0.868193
0.888504
0.816454
PBC2 = OneRead/TwoRead
7.730937
9.022844
5.514353
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
12998
2502
N1
10473
1479
N2
9936
1664
Np
12909
2605
N optimal
12998
2605
N conservative
12998
2502
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0068944147493997
1.0411670663469224
Self Consistency Ratio
1.0540458937198067
1.1250845165652468
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
25170
22120
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
136.0
125.0
131.0
131.0
25 percentile
544.0
500.0
306.0
524.0
50 percentile (median)
544.0
500.0
524.0
524.0
75 percentile
544.0
500.0
524.0
524.0
Max size
1465.0
1643.0
2707.0
2707.0
Mean
538.7740564163687
494.2129294755877
438.0222648752399
505.7985074626866
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
11359659
Estimated Fragment Length
195
195
Cross-correlation at Estimated Fragment Length
0.829502472997949
0.793089526281492
Phantom Peak
55
50
Cross-correlation at Phantom Peak
0.8268476
0.7880779
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.820079
0.7811397
NSC (Normalized Strand Cross-correlation coeff.)
1.011491
1.015298
RSC (Relative Strand Cross-correlation coeff.)
1.392225
1.722317
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
0.3915959345212967
0.38638697479980444
Synthetic AUC
0.49751963140105115
0.4971758021741418
X-intercept
0.028728935012602513
0.0291087094266006
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5096852469633038
0.5164732149103433
Synthetic Elbow Point
0.4999846364957536
0.5031814334541044
JS Distance
0.078136363985461
0.0881311141112911
Synthetic JS Distance
0.15866655827664533
0.1659209842629551
% Genome Enriched
32.310207736604454
33.20567582855784
Diff. Enrichment
8.517598717850328
9.239837255476402
CHANCE Divergence
0.07348677409106653
0.07937610712961142
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
0.20223955047798947
0.1852775311553467
0.19032593624753866
0.20140859082734008
0.1947325010315796
0.19302404596834713
0.21672098729897013
0.194450248793224
0.1914605094596086
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
0.11538012795475468
0.09832573828232077
0.09950419127954116
0.1143880600009756
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
0.03460674306957873
0.022946574366660696
0.02817886605400161
0.03547677555125265
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