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
2702941
3339256
2552116
Distinct Fragments
2566295
3122642
2497829
Positions with Two Read
101318
169934
40333
NRF = Distinct/Total
0.949445
0.935131
0.978729
PBC1 = OneRead/Distinct
0.956602
0.940518
0.982263
PBC2 = OneRead/TwoRead
24.22988
17.282604
60.831701
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
7483
872
N1
8828
558
N2
8665
470
Np
7555
797
N optimal
7555
872
N conservative
7483
872
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0096218094347187
1.0941028858218318
Self Consistency Ratio
1.0188113098672822
1.1872340425531915
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
19256
18042
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
131.0
127.0
125.0
125.0
25 percentile
500.0
500.0
500.0
500.0
50 percentile (median)
500.0
500.0
500.0
500.0
75 percentile
500.0
500.0
500.0
500.0
Max size
500.0
500.0
507.0
507.0
Mean
499.6010074781886
499.69909100986587
483.9346330275229
498.1457313037723
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2702941
3339256
Estimated Fragment Length
145
150
Cross-correlation at Estimated Fragment Length
0.50987295380993
0.553265954652031
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.5064282
0.5506398
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4933967
0.5387257
NSC (Normalized Strand Cross-correlation coeff.)
1.033394
1.02699
RSC (Relative Strand Cross-correlation coeff.)
1.264345
1.220423
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
0.33160392799702504
0.3443558431433645
Synthetic AUC
0.49303139803289103
0.4936828473704996
X-intercept
0.043041853005828544
0.04087160849427319
Synthetic X-intercept
3.4721996269528626e-176
1.0531237008193343e-214
Elbow Point
0.5911203488348898
0.5697410467440348
Synthetic Elbow Point
0.5125624841199772
0.4955489162449413
JS Distance
0.09373868045666364
0.07419604753683767
Synthetic JS Distance
0.2282477627126046
0.21280655214861524
% Genome Enriched
33.29569980411947
35.67419204270275
Diff. Enrichment
14.976299046679559
13.098805747759574
CHANCE Divergence
0.1275212859456131
0.1114129932893966
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
0.19539134621487855
0.17252401756171365
0.24555722926539275
0.23012441823104063
0.24706898660395674
0.23954994356479614
0.14268670236662845
0.18377881742107544
0.19049283625996477
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
0.09742024735746774
0.11288059052198589
0.10044890468338874
0.09778063433345957
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
0.02504916471064191
0.019292516143215206
0.015384473452398639
0.023469503387096295
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