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
3790818
3282341
9456420
Distinct Fragments
3303685
2663582
8931566
Positions with Two Read
379279
430280
442045
NRF = Distinct/Total
0.871497
0.811489
0.944498
PBC1 = OneRead/Distinct
0.869975
0.806178
0.947089
PBC2 = OneRead/TwoRead
7.577865
4.990522
19.136038
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
4053
20
N1
7076
16
N2
6911
33
Np
3620
21
N optimal
4053
21
N conservative
4053
20
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1196132596685082
1.05
Self Consistency Ratio
1.0238749819128925
2.0625
Reproducibility Test
pass
borderline
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
24795
26394
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
556.0
544.0
616.0
616.0
25 percentile
556.0
544.0
616.0
616.0
50 percentile (median)
556.0
544.0
13408.0
616.0
75 percentile
556.0
544.0
13408.0
616.0
Max size
10674.0
10692.0
13408.0
13408.0
Mean
560.5039322444042
550.1803819049784
9753.142857142857
663.3427091043671
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3790818
3282341
Estimated Fragment Length
125
110
Cross-correlation at Estimated Fragment Length
0.548672446494105
0.484180125171073
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.5485107
0.4828987
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5428112
0.4772046
NSC (Normalized Strand Cross-correlation coeff.)
1.010798
1.014618
RSC (Relative Strand Cross-correlation coeff.)
1.028384
1.225045
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
0.37341140031227243
0.36266449714059823
Synthetic AUC
0.4938629765076605
0.49317061605250345
X-intercept
0.039519075181414245
0.04149433061785591
Synthetic X-intercept
1.3252824657781058e-227
1.6988218268036018e-183
Elbow Point
0.4983529561992095
0.5212399815642826
Synthetic Elbow Point
0.4998133888012108
0.49545576745285264
JS Distance
0.03287154937895687
0.04806313345960016
Synthetic JS Distance
0.17143405049150093
0.18307583477739986
% Genome Enriched
40.9711872083256
40.29820371467734
Diff. Enrichment
7.682499917678104
9.136846236166129
CHANCE Divergence
0.06548645950133122
0.07791922656702992
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
0.18146658532020857
0.20092110632450602
0.23430716749795433
0.23534440108768026
0.22533696608860998
0.24253056220166888
0.06621768047250742
0.18433998719018715
0.1658313471019524
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
0.04455699105572968
0.05872865819497977
0.06315578421814023
0.040294253530676755
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
0.008647789857842274
0.007806616519038466
0.009820000751407309
0.008724070424080063
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