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
4064158
2523622
11030155
Distinct Fragments
2568426
1775322
10071112
Positions with Two Read
651640
354946
707797
NRF = Distinct/Total
0.63197
0.703482
0.913053
PBC1 = OneRead/Distinct
0.6157
0.729608
0.922107
PBC2 = OneRead/TwoRead
2.426771
3.649259
13.120484
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
11123
3141
N1
9489
2109
N2
8913
3125
Np
11782
3586
N optimal
11782
3586
N conservative
11123
3141
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0592466061314394
1.1416746259153137
Self Consistency Ratio
1.0646247054863682
1.4817449027975345
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
26957
42264
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
105.0
69.0
88.0
88.0
25 percentile
420.0
276.0
232.0
350.0
50 percentile (median)
420.0
276.0
350.0
350.0
75 percentile
420.0
276.0
350.0
350.0
Max size
13346.0
412.0
6721.0
6721.0
Mean
427.2571873724821
272.92213231118683
330.70133853876183
343.94983873705655
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4064158
2523622
Estimated Fragment Length
155
135
Cross-correlation at Estimated Fragment Length
0.477327611364438
0.434453547760297
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4384704
0.3510587
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4163415
0.3164402
NSC (Normalized Strand Cross-correlation coeff.)
1.146481
1.37294
RSC (Relative Strand Cross-correlation coeff.)
2.755942
3.408967
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
0.31951656607561724
0.26511502562311595
Synthetic AUC
0.4930415994688708
0.49161763017295557
X-intercept
0.043639302713112546
0.05608230140594909
Synthetic X-intercept
1.0799847357573512e-176
2.457793573915005e-121
Elbow Point
0.6151650917509005
0.6708063502200226
Synthetic Elbow Point
0.5091891327316102
0.5071787729609631
JS Distance
0.14354283515526922
0.22144248348710432
Synthetic JS Distance
0.25574003810258256
0.32757350376311706
% Genome Enriched
28.435894109781774
26.542003851641937
Diff. Enrichment
15.461131624894865
24.87618413517763
CHANCE Divergence
0.13247603404376576
0.21302244893123948
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
0.26546759062088904
0.37528810193575396
0.29483173763767023
0.3193775766863268
0.2912989858225201
0.32045666465550343
0.307368978084928
0.29658696817467894
0.29638466234791766
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
0.17828407908737812
0.15532825228012231
0.19037395323429754
0.1854885678922135
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
0.11073585589834248
0.08605485267095077
0.12474100209660971
0.11796502152252776
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