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
7682479
9475234
18565471
Distinct Fragments
6458687
7800425
17430422
Positions with Two Read
857323
1137036
956936
NRF = Distinct/Total
0.840704
0.823244
0.938862
PBC1 = OneRead/Distinct
0.846253
0.828353
0.941958
PBC2 = OneRead/TwoRead
6.375288
5.68276
17.157592
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
10012
830
N1
7045
352
N2
7597
468
Np
10025
788
N optimal
10025
830
N conservative
10012
830
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0012984418697564
1.0532994923857868
Self Consistency Ratio
1.0783534421575585
1.3295454545454546
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
19411
20442
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
160.0
155.0
158.0
158.0
25 percentile
640.0
620.0
520.0
630.0
50 percentile (median)
640.0
620.0
630.0
630.0
75 percentile
640.0
620.0
630.0
630.0
Max size
6066.0
3547.0
6047.0
6047.0
Mean
642.4252743289887
618.9659524508365
657.5843373493976
631.2208478802993
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7682479
9475234
Estimated Fragment Length
235
190
Cross-correlation at Estimated Fragment Length
0.699415035647729
0.736115601956152
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6985053
0.7350362
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6939767
0.7297251
NSC (Normalized Strand Cross-correlation coeff.)
1.007836
1.008757
RSC (Relative Strand Cross-correlation coeff.)
1.200875
1.203226
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
0.3905885996876185
0.39230450560380026
Synthetic AUC
0.49643462632500857
0.4967532687003475
X-intercept
0.030021398230653765
0.029680064514068537
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4982933314170739
0.5000339337612979
Synthetic Elbow Point
0.49700906901737324
0.49799681014072134
JS Distance
0.048002983990422
0.047659305013684504
Synthetic JS Distance
0.15798975855184227
0.15698353076961327
% Genome Enriched
33.84912650506212
32.828119510715084
Diff. Enrichment
8.092197849930894
7.858471250913501
CHANCE Divergence
0.069374593768718
0.06762387325242634
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
0.16983417488752006
0.17169982620291896
0.17785273605440535
0.17165827440118908
0.1810283140752762
0.16795319334713046
0.21950359739254216
0.17587092670618573
0.16698934251636144
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
0.08994294293789207
0.07156382811112072
0.07462533135716434
0.08975120160703903
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
0.01636648215768426
0.010606566859376056
0.011548616718025612
0.015972557442507036
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