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
ctl2
Total Fragments
11263982
9227889
16857020
15990962
Distinct Fragments
10433415
8402047
15299964
14617655
Positions with Two Read
677509
645052
1243090
1108347
NRF = Distinct/Total
0.926263
0.910506
0.907632
0.91412
PBC1 = OneRead/Distinct
0.929845
0.914724
0.909972
0.91648
PBC2 = OneRead/TwoRead
14.319311
11.914624
11.199949
12.08718
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
15002
410
N1
12545
257
N2
10884
144
Np
21891
567
N optimal
21891
567
N conservative
15002
410
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.4592054392747633
1.3829268292682926
Self Consistency Ratio
1.152609334803381
1.7847222222222223
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
39724
33869
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
119.0
140.0
121.0
121.0
25 percentile
476.0
510.0
484.0
484.0
50 percentile (median)
476.0
510.0
484.0
484.0
75 percentile
476.0
510.0
484.0
484.0
Max size
476.0
510.0
612.0
612.0
Mean
475.92732353237335
509.9289320617674
451.3968253968254
483.04106710520307
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11263982
9227889
Estimated Fragment Length
140
160
Cross-correlation at Estimated Fragment Length
0.804617569770069
0.763312498435163
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8041746
0.763138
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7988471
0.7576652
NSC (Normalized Strand Cross-correlation coeff.)
1.007223
1.007454
RSC (Relative Strand Cross-correlation coeff.)
1.08314
1.031886
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
0.39834681939412137
0.3966271519542972
Synthetic AUC
0.49722783268029463
0.4969112376487257
X-intercept
0.029027692098837894
0.02948287186489945
Synthetic X-intercept
0.0
0.0
Elbow Point
0.46434724626223545
0.4706538817051673
Synthetic Elbow Point
0.4978328841020991
0.5024568125772756
JS Distance
0.05323015681356013
0.055757115793589086
Synthetic JS Distance
0.1482726696338782
0.1489138900220878
% Genome Enriched
40.14086615918116
39.990936332728424
Diff. Enrichment
8.062814886987486
8.416329628387015
CHANCE Divergence
0.0685249504266669
0.07153438547824367
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
0.2510220684084292
0.23031268657381418
0.22800308563400015
0.23190903284185874
0.22693995838605263
0.22079862899084593
0.4367705901856852
0.27914948935054107
0.2746749879697815
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
0.10045229272522999
0.0901213772034432
0.08291947734084233
0.13981609854654084
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
0.0054328135257920825
0.0040263503955622
0.0031708860195507078
0.007091016986752448
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