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
6035830
11598143
7136728
Distinct Fragments
4853043
10048937
5976748
Positions with Two Read
825508
1212078
869689
NRF = Distinct/Total
0.804039
0.866426
0.837463
PBC1 = OneRead/Distinct
0.796156
0.863827
0.831784
PBC2 = OneRead/TwoRead
4.680488
7.161703
5.716254
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
48075
4384
N1
38609
2803
N2
50672
4519
Np
51099
5060
N optimal
51099
5060
N conservative
48075
4384
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0629017160686427
1.1541970802919708
Self Consistency Ratio
1.3124401046388148
1.6122012129860863
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
81427
79710
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
78.0
68.0
80.0
80.0
25 percentile
310.0
270.0
220.75
320.0
50 percentile (median)
310.0
270.0
320.0
320.0
75 percentile
310.0
270.0
320.0
320.0
Max size
642.0
738.0
838.0
838.0
Mean
308.4362189445761
267.86854848827
276.74604743083006
315.71637409734046
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5721452
10919909
Estimated Fragment Length
155
130
Cross-correlation at Estimated Fragment Length
0.614215386610206
0.770508925938889
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.6036877
0.7613013
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5926205
0.7453621
NSC (Normalized Strand Cross-correlation coeff.)
1.03644
1.033738
RSC (Relative Strand Cross-correlation coeff.)
1.95125
1.577674
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
0.367614117780823
0.3671900320378541
Synthetic AUC
0.4979667727597876
0.4985642366892922
X-intercept
0.01964625556906843
0.019592337201476965
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6361668433990938
0.6592518926345513
Synthetic Elbow Point
0.5013211094188368
0.4985175934449144
JS Distance
0.11703129138522274
0.1267909646909327
Synthetic JS Distance
0.21111475399183768
0.21550489222440292
% Genome Enriched
34.2505446753615
31.522474972891043
Diff. Enrichment
14.98628311039698
14.891916056441124
CHANCE Divergence
0.1283527769957171
0.12854496762031323
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
0.43166305729848325
0.3858162015337422
0.4493679616306176
0.41431161054607585
0.4500335107319539
0.4132829731507138
0.37926453949411504
0.39670200251166293
0.399214843731381
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
0.2872637893052272
0.2605821495714602
0.2821577050963736
0.30089591698509865
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
0.07110747329669818
0.060412932546061025
0.07147998209471229
0.07653561818324933
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