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
8309448
7891258
5970383
Distinct Fragments
7400542
7041166
5313551
Positions with Two Read
747291
707382
546532
NRF = Distinct/Total
0.890618
0.892274
0.889985
PBC1 = OneRead/Distinct
0.888685
0.889919
0.88723
PBC2 = OneRead/TwoRead
8.800791
8.858111
8.625925
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
91530
2631
N1
55960
962
N2
57330
863
Np
91160
2741
N optimal
91530
2741
N conservative
91530
2631
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0040587977182975
1.041809198023565
Self Consistency Ratio
1.024481772694782
1.1147161066048668
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
150668
145503
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
50.0
52.0
55.0
55.0
25 percentile
190.0
204.0
220.0
220.0
50 percentile (median)
190.0
204.0
220.0
220.0
75 percentile
190.0
204.0
220.0
220.0
Max size
353.0
335.0
372.0
372.0
Mean
189.96369501154857
203.95483254640797
215.55052900401313
219.86486397902328
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7812580
7427407
Estimated Fragment Length
110
125
Cross-correlation at Estimated Fragment Length
0.717349992824091
0.706620090241663
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7161939
0.7052506
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.708994
0.6988638
NSC (Normalized Strand Cross-correlation coeff.)
1.011786
1.011098
RSC (Relative Strand Cross-correlation coeff.)
1.160569
1.214428
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
0.40110400196113283
0.40221798498809797
Synthetic AUC
0.49828522684917875
0.4982712963421215
X-intercept
0.02020274599268294
0.019937288057786003
Synthetic X-intercept
0.0
0.0
Elbow Point
0.533520551034787
0.5212496082998517
Synthetic Elbow Point
0.5015791201634799
0.49861103863756573
JS Distance
0.05917999324271022
0.055706621098974694
Synthetic JS Distance
0.15143487303493894
0.14937259854476084
% Genome Enriched
42.45590504190443
42.99220990736915
Diff. Enrichment
10.544617684248076
10.398553722717912
CHANCE Divergence
0.08964261071054126
0.08840819453678926
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
0.5031144351479911
0.5134615444358055
0.4467607188742142
0.46280995936824926
0.43859847574909877
0.46285627623151315
0.4914901701793745
0.5085311844060404
0.5088253358893411
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
0.3436286393262126
0.21828767266082785
0.23266181883497838
0.3422849511679523
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
0.022202353491629356
0.011870631569248937
0.010657750293928509
0.02283711879035482
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