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
4828087
3615296
6002831
Distinct Fragments
4471064
3382284
5793366
Positions with Two Read
243391
167505
166687
NRF = Distinct/Total
0.926053
0.935548
0.965106
PBC1 = OneRead/Distinct
0.938006
0.944294
0.969241
PBC2 = OneRead/TwoRead
17.231069
19.067311
33.686898
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
8974
1920
N1
9074
1492
N2
8083
1383
Np
8922
1809
N optimal
8974
1920
N conservative
8974
1920
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0058282896211612
1.0613598673300166
Self Consistency Ratio
1.1226029939378943
1.0788141720896602
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
24194
23085
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
104.0
95.0
101.0
101.0
25 percentile
416.0
380.0
404.0
404.0
50 percentile (median)
416.0
380.0
404.0
404.0
75 percentile
416.0
380.0
404.0
404.0
Max size
621.0
508.0
641.0
641.0
Mean
413.45544349838804
378.04327485380117
365.56354166666665
395.7662135056831
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4828087
3615296
Estimated Fragment Length
145
125
Cross-correlation at Estimated Fragment Length
0.645719088686175
0.582336947073147
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.6332932
0.5690287
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6112164
0.5465288
NSC (Normalized Strand Cross-correlation coeff.)
1.056449
1.065519
RSC (Relative Strand Cross-correlation coeff.)
1.562846
1.591477
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
0.34905468449566573
0.34586123704795196
Synthetic AUC
0.4947201159226251
0.4939337389525294
X-intercept
0.03789758853476755
0.040293493352910194
Synthetic X-intercept
4.2344909544456245e-308
5.6956867882589095e-233
Elbow Point
0.5889497119328428
0.5782529245599196
Synthetic Elbow Point
0.5050897995575887
0.510437387886724
JS Distance
0.10016426093537613
0.10208512228067484
Synthetic JS Distance
0.21750335938227527
0.21852642106175926
% Genome Enriched
29.712810609808646
31.573876059305128
Diff. Enrichment
12.16506033661494
12.45483499133001
CHANCE Divergence
0.10453578399726095
0.1064214533558296
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
0.20299291033433128
0.19036830321441012
0.23122743409354327
0.23331723130398851
0.23107542964748914
0.23791261229851418
0.18184880970574868
0.19753156080526643
0.19985420523763003
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
0.10959692135788987
0.11081680482704805
0.10025423800938946
0.10974684043953997
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
0.05123563686637997
0.0451038031927846
0.043874912434184406
0.05128927879939233
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