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
802264
642368
6378723
Distinct Fragments
749684
622702
6192190
Positions with Two Read
46479
18364
141098
NRF = Distinct/Total
0.93446
0.969385
0.970757
PBC1 = OneRead/Distinct
0.934108
0.969515
0.975571
PBC2 = OneRead/TwoRead
15.066718
32.875136
42.813633
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
4332
408
N1
2012
228
N2
1182
78
Np
4848
403
N optimal
4848
408
N conservative
4332
408
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1191135734072022
1.0124069478908189
Self Consistency Ratio
1.7021996615905246
2.923076923076923
Reproducibility Test
pass
borderline
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
24343
20800
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
159.0
109.0
109.0
25 percentile
450.0
484.0
424.0
424.0
50 percentile (median)
450.0
484.0
424.0
424.0
75 percentile
450.0
484.0
424.0
424.0
Max size
450.0
484.0
424.0
424.0
Mean
449.8744197510578
483.96009615384617
411.7156862745098
422.9661716171617
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
802264
642368
Estimated Fragment Length
150
135
Cross-correlation at Estimated Fragment Length
0.2402946111079
0.208921772404277
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.2372481
0.2074075
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.224976
0.1989438
NSC (Normalized Strand Cross-correlation coeff.)
1.06809
1.050155
RSC (Relative Strand Cross-correlation coeff.)
1.248245
1.17891
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
0.3020665531153008
0.30206722578238454
Synthetic AUC
0.48710745682615286
0.48582655629617866
X-intercept
0.08282439321235821
0.10061352141339372
Synthetic X-intercept
1.0896854286459719e-50
8.508949375860365e-42
Elbow Point
0.5474845622050858
0.6055286758911025
Synthetic Elbow Point
0.4937662012067427
0.5197105971510573
JS Distance
0.12187284353132538
0.10888288423485878
Synthetic JS Distance
0.23540882052665468
0.21802654489399964
% Genome Enriched
43.80702506958231
38.03473628555182
Diff. Enrichment
20.136970850267318
20.581304336505507
CHANCE Divergence
0.17633001910983248
0.1765340353240928
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
0.23676227538902647
0.19932952332301013
0.17361906823738138
0.13999233740940584
0.1641963639819836
0.13009801730468376
0.23986092003190862
0.22889522179959998
0.22329242632692464
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
0.06159389921037724
0.04911871709709953
0.02525621787299256
0.06683830075031504
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
0.020745661699249685
0.017673180802923176
0.006741483349829188
0.02089523336069459
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