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
12182169
13949083
18725922
Distinct Fragments
11380401
12969166
17561319
Positions with Two Read
651152
791530
990529
NRF = Distinct/Total
0.934185
0.92975
0.937808
PBC1 = OneRead/Distinct
0.93852
0.93424
0.94038
PBC2 = OneRead/TwoRead
16.402831
15.30746
16.672221
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
12912
1188
N1
9528
677
N2
10217
775
Np
13188
1165
N optimal
13188
1188
N conservative
12912
1188
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.021375464684015
1.0197424892703864
Self Consistency Ratio
1.0723131821998322
1.1447562776957163
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
23450
24323
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
132.0
134.0
132.0
132.0
25 percentile
530.0
536.0
316.75
530.0
50 percentile (median)
530.0
536.0
530.0
530.0
75 percentile
530.0
536.0
530.0
530.0
Max size
530.0
536.0
530.0
530.0
Mean
527.5245628997868
533.4026230316983
443.6683501683502
521.9391113133152
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12182169
13949083
Estimated Fragment Length
190
190
Cross-correlation at Estimated Fragment Length
0.819401065561057
0.838345839276317
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8171209
0.8362697
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8114545
0.8303918
NSC (Normalized Strand Cross-correlation coeff.)
1.009793
1.009579
RSC (Relative Strand Cross-correlation coeff.)
1.402407
1.353222
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
0.39432690147191934
0.3946092564414929
Synthetic AUC
0.49731374381741994
0.49748352198573675
X-intercept
0.029010095848686024
0.02894821935416908
Synthetic X-intercept
0.0
0.0
Elbow Point
0.46426133437658434
0.46339306743739495
Synthetic Elbow Point
0.5012029146318641
0.5028128358846299
JS Distance
0.030928972449848647
0.03077188125355589
Synthetic JS Distance
0.15366080026000264
0.15374520044659395
% Genome Enriched
31.81769188699356
30.43325522257574
Diff. Enrichment
5.969868652345589
5.957382238267305
CHANCE Divergence
0.05148136005466394
0.051709972738038644
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
0.1728795399091434
0.1794543081765127
0.18385363862938967
0.18692812472779774
0.18089980670267225
0.17990532564447861
0.19913366043962613
0.18044428671931811
0.18477898155404282
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
0.09815147119005688
0.07790665827867878
0.0831375275671034
0.10038376800436696
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
0.015176728048089158
0.010347898297813508
0.01110222934134183
0.015151273796440871
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