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
1404271
822409
2979464
Distinct Fragments
1287843
776635
2911372
Positions with Two Read
98180
40709
54875
NRF = Distinct/Total
0.91709
0.944342
0.977146
PBC1 = OneRead/Distinct
0.917173
0.944575
0.979639
PBC2 = OneRead/TwoRead
12.030709
18.020339
51.974396
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
7197
27
N1
7849
21
N2
4597
24
Np
7064
29
N optimal
7197
29
N conservative
7197
27
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.018827859569649
1.0740740740740742
Self Consistency Ratio
1.7074178812268872
1.1428571428571428
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
26891
26168
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
178.0
244.0
177.0
177.0
25 percentile
670.0
750.0
314.0
700.0
50 percentile (median)
670.0
750.0
451.0
700.0
75 percentile
670.0
750.0
697.0
700.0
Max size
670.0
750.0
700.0
700.0
Mean
669.9386411810643
749.8839422195048
469.55172413793105
699.1224121161595
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1404271
822409
Estimated Fragment Length
150
155
Cross-correlation at Estimated Fragment Length
0.333818886114716
0.237867638485913
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.3333009
0.2366438
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3260028
0.2310032
NSC (Normalized Strand Cross-correlation coeff.)
1.023976
1.029716
RSC (Relative Strand Cross-correlation coeff.)
1.070975
1.216975
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
0.3439235142572421
0.3196105809653847
Synthetic AUC
0.4901812323349619
0.487360255908733
X-intercept
0.05337024861966617
0.07832796093575464
Synthetic X-intercept
4.1346969554202774e-88
9.001310413282278e-53
Elbow Point
0.5224304247917531
0.49919812976733796
Synthetic Elbow Point
0.5034240874801056
0.4997676887498101
JS Distance
0.048133106441504904
0.07831560211149587
Synthetic JS Distance
0.19383007161877172
0.2088133102717096
% Genome Enriched
37.9962818753391
37.64262119809785
Diff. Enrichment
14.830137756935324
18.74966388866648
CHANCE Divergence
0.12626606044354194
0.16006794274586375
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
0.23360002212165065
0.2514248953339207
0.2746664085807425
0.23973555400165278
0.26237353021602405
0.22769112628854182
0.16880677979411438
0.23551719415717554
0.23626343107774223
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
0.07045829879800292
0.0766138819502693
0.05357199615027163
0.06929906087842558
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
0.006703565003751602
0.007719534339253947
0.00843304104385105
0.00738397685163239
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