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
3967834
3795414
25821519
Distinct Fragments
3672232
3584451
23780004
Positions with Two Read
246480
178804
1732613
NRF = Distinct/Total
0.9255
0.944416
0.920937
PBC1 = OneRead/Distinct
0.927215
0.946551
0.922187
PBC2 = OneRead/TwoRead
13.814293
18.975325
12.656952
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
7375
984
N1
6876
610
N2
6704
491
Np
7249
927
N optimal
7375
984
N conservative
7375
984
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0173817078217686
1.0614886731391586
Self Consistency Ratio
1.025656324582339
1.2423625254582484
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
17367
15622
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
152.0
171.0
156.0
156.0
25 percentile
610.0
684.0
309.0
624.0
50 percentile (median)
610.0
684.0
624.0
624.0
75 percentile
610.0
684.0
624.0
624.0
Max size
13345.0
13359.0
13386.0
13386.0
Mean
622.893418552427
700.1472282678275
790.5132113821138
644.2280677966102
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3967834
3795414
Estimated Fragment Length
185
230
Cross-correlation at Estimated Fragment Length
0.584253534753167
0.581755959580502
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5832752
0.5814478
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5773438
0.5759024
NSC (Normalized Strand Cross-correlation coeff.)
1.011968
1.010164
RSC (Relative Strand Cross-correlation coeff.)
1.164936
1.055562
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
0.37308983584006467
0.3772088655173738
Synthetic AUC
0.495275410970162
0.49521773298127747
X-intercept
0.03452352896533267
0.034661335484979086
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5350487914967386
0.5201956453139792
Synthetic Elbow Point
0.5070322227671725
0.4989652524745505
JS Distance
0.08387341367351227
0.07607668510980024
Synthetic JS Distance
0.17680326784857125
0.17041642110414068
% Genome Enriched
34.433055989390894
35.10411382419083
Diff. Enrichment
11.316477222029619
10.710673793608994
CHANCE Divergence
0.09669539237422523
0.09143610127002628
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
0.17195565857154274
0.1623070825756516
0.20584918716434394
0.2078246041737439
0.19970771388256103
0.20188970818429483
0.16772289995573075
0.16553244707089468
0.16720180970660817
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
0.08612913543609331
0.08499758189387156
0.08354759351402238
0.0849100514244514
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
0.024140797348396307
0.019549134968253043
0.016819424184090572
0.023260759081332728
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