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
24819149
19730178
29155761
Distinct Fragments
21289376
17424554
24695743
Positions with Two Read
2570901
1743601
3157160
NRF = Distinct/Total
0.85778
0.883142
0.847028
PBC1 = OneRead/Distinct
0.860339
0.886654
0.850069
PBC2 = OneRead/TwoRead
7.124379
8.860716
6.649359
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
24907
165
N1
27101
77
N2
8418
74
Np
49651
190
N optimal
49651
190
N conservative
24907
165
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.9934556550367366
1.1515151515151516
Self Consistency Ratio
3.219410786410074
1.0405405405405406
Reproducibility Test
borderline
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
96468
23066
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
183.0
155.0
155.0
155.0
25 percentile
630.0
620.0
620.0
620.0
50 percentile (median)
630.0
620.0
620.0
620.0
75 percentile
630.0
620.0
620.0
620.0
Max size
630.0
620.0
620.0
620.0
Mean
629.9864100012439
619.8723228995058
597.0157894736842
619.9075547320296
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
150
145
Cross-correlation at Estimated Fragment Length
0.842397568825881
0.842302077305146
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8432807
0.8432234
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8387448
0.8385679
NSC (Normalized Strand Cross-correlation coeff.)
1.004355
1.004453
RSC (Relative Strand Cross-correlation coeff.)
0.8053083
0.8021019
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
0.41527478170910553
0.4150120574299598
Synthetic AUC
0.4980581947251244
0.49785408253491154
X-intercept
0.02836987059041998
0.028467711501099214
Synthetic X-intercept
0.0
0.0
Elbow Point
0.441258513656794
0.4439341630508793
Synthetic Elbow Point
0.5000277590976075
0.5000453212443303
JS Distance
0.010329464436467952
0.01220184198969824
Synthetic JS Distance
0.13153287160380614
0.13155053860059035
% Genome Enriched
44.76860624624361
42.8581127087356
Diff. Enrichment
3.159156839004157
3.1769423292099033
CHANCE Divergence
0.02692179551788838
0.0270073958842911
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
0.5209154744109417
0.16424283572712378
0.324768890626191
0.21671010882343397
0.3065207695711
0.202798399093373
0.5307477667338182
0.44554126436177055
0.41464107034916586
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
0.14723199902550263
0.16592910333097818
0.061789071299584816
0.2795418778378752
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
0.0028126224251048696
0.0015113308982001132
0.001804551331049376
0.003153980393401703
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