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
1667141
1388575
2411717
Distinct Fragments
1586491
1337862
2353032
Positions with Two Read
68277
43954
41650
NRF = Distinct/Total
0.951624
0.963478
0.975667
PBC1 = OneRead/Distinct
0.953463
0.964907
0.979861
PBC2 = OneRead/TwoRead
22.154767
29.369614
55.357599
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
9003
1758
N1
8514
1433
N2
6385
963
Np
9263
1866
N optimal
9263
1866
N conservative
9003
1758
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0288792624680663
1.0614334470989761
Self Consistency Ratio
1.3334377447141739
1.4880581516095535
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
24610
26619
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
98.0
101.0
99.0
99.0
25 percentile
390.0
400.0
396.0
396.0
50 percentile (median)
390.0
400.0
396.0
396.0
75 percentile
390.0
400.0
396.0
396.0
Max size
442.0
400.0
503.0
503.0
Mean
389.6019910605445
399.72166497614484
386.2792068595927
394.0522508906402
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1667141
1388575
Estimated Fragment Length
135
145
Cross-correlation at Estimated Fragment Length
0.421755264920443
0.380244942787208
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.404646
0.3686447
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3712506
0.3413331
NSC (Normalized Strand Cross-correlation coeff.)
1.136039
1.114
RSC (Relative Strand Cross-correlation coeff.)
1.512324
1.424739
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
0.29754117284304965
0.30035602358873653
Synthetic AUC
0.4911288719760647
0.49033350907585976
X-intercept
0.05480801835045378
0.0597107808915927
Synthetic X-intercept
3.31154102153384e-108
6.112286137204582e-91
Elbow Point
0.6214939662910143
0.6065702602971975
Synthetic Elbow Point
0.5162313597129593
0.5157165161092296
JS Distance
0.12109837037060897
0.10873746410006091
Synthetic JS Distance
0.2727708545350507
0.2617609384576851
% Genome Enriched
31.30786875436322
31.301286526378778
Diff. Enrichment
17.619095082608005
16.582616922230642
CHANCE Divergence
0.1500350096206187
0.14116627139381674
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
0.25884984874678596
0.2592871635290478
0.28955870166698217
0.26259162957850396
0.28699122066922494
0.2555766118475855
0.20991318699185885
0.26306089836258734
0.2634860854959485
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
0.14812567307123212
0.14728728332177884
0.11654137015969726
0.1505118232636548
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
0.06614585211243172
0.060425439624706485
0.044425470642835044
0.06863200631862096
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