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
6016281
4569449
4949675
Distinct Fragments
5204942
4068003
4435377
Positions with Two Read
639141
411113
432840
NRF = Distinct/Total
0.865143
0.890261
0.896095
PBC1 = OneRead/Distinct
0.861595
0.888379
0.89363
PBC2 = OneRead/TwoRead
7.01653
8.790593
9.15716
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
70910
1687
N1
34780
817
N2
33977
754
Np
71132
1826
N optimal
71132
1826
N conservative
70910
1687
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0031307290932168
1.0823947836395968
Self Consistency Ratio
1.0236336345174677
1.0835543766578248
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
120131
116102
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
61.0
64.0
75.0
75.0
25 percentile
244.0
256.0
300.0
300.0
50 percentile (median)
244.0
256.0
300.0
300.0
75 percentile
244.0
256.0
300.0
300.0
Max size
250.0
256.0
488.0
488.0
Mean
243.95116997277972
255.9457029164011
292.16538882803945
299.7974329415734
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5668840
4305265
Estimated Fragment Length
125
150
Cross-correlation at Estimated Fragment Length
0.634528998838086
0.580112870520727
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.635058
0.5806037
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6288188
0.5749627
NSC (Normalized Strand Cross-correlation coeff.)
1.009081
1.008957
RSC (Relative Strand Cross-correlation coeff.)
0.9152181
0.9129876
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
0.38691648220247976
0.38397537928700587
Synthetic AUC
0.4980069509833323
0.497752485626145
X-intercept
0.01990704988136787
0.020036757002687932
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5830075689094025
0.5749717138700814
Synthetic Elbow Point
0.4997341595900482
0.5013685006942946
JS Distance
0.0654668466062351
0.07371147111375118
Synthetic JS Distance
0.17913622111685173
0.1772584519829151
% Genome Enriched
39.174344330501725
40.64302804267963
Diff. Enrichment
11.957682504057294
12.598807944418233
CHANCE Divergence
0.10175035316293252
0.1071472485439759
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
0.48388845631897687
0.49616269773035715
0.37831946148364204
0.41367624243590007
0.38641550008241826
0.4153828704769621
0.4803874860285313
0.4896819219764177
0.4878292616452038
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
0.3397894141576487
0.1766101666720541
0.18397107839851404
0.3409154760025575
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
0.020065287882677398
0.010957377087606655
0.010759261256167614
0.021178806630621206
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