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
1594700
2181005
3723006
Distinct Fragments
1435680
1655788
3583311
Positions with Two Read
110868
310516
120649
NRF = Distinct/Total
0.900282
0.759186
0.962478
PBC1 = OneRead/Distinct
0.910977
0.757702
0.963984
PBC2 = OneRead/TwoRead
11.79665
4.040352
28.630614
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
11167
3433
N1
8514
3093
N2
7265
1803
Np
11631
4182
N optimal
11631
4182
N conservative
11167
3433
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0415509984776574
1.2181765219924265
Self Consistency Ratio
1.171920165175499
1.7154742096505824
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
30424
31323
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
84.0
80.0
82.0
82.0
25 percentile
336.0
320.0
330.0
330.0
50 percentile (median)
336.0
320.0
330.0
330.0
75 percentile
336.0
320.0
330.0
330.0
Max size
494.0
320.0
805.0
805.0
Mean
333.1849855377334
319.41263608211216
306.5597800095648
321.5266958988909
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1594700
2181005
Estimated Fragment Length
155
110
Cross-correlation at Estimated Fragment Length
0.427020142933878
0.392067194602385
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.3717982
0.3711435
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.327702
0.3481762
NSC (Normalized Strand Cross-correlation coeff.)
1.303074
1.12606
RSC (Relative Strand Cross-correlation coeff.)
2.252309
1.911024
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
0.25595174054456954
0.29663676260656263
Synthetic AUC
0.49036143720151987
0.49102397012924465
X-intercept
0.06535038987618513
0.05540450776261537
Synthetic X-intercept
1.7715069474794806e-91
1.174815011681353e-105
Elbow Point
0.7030258541071147
0.6158368125302954
Synthetic Elbow Point
0.5090217857909829
0.5137610045145176
JS Distance
0.19862236086143986
0.11313958397026044
Synthetic JS Distance
0.3371383167689689
0.27227744468123793
% Genome Enriched
19.66057133966205
24.111682721174198
Diff. Enrichment
25.074287233489105
15.920632959617059
CHANCE Divergence
0.2192498248815105
0.13725663266104093
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
0.3511804059621834
0.26571352358059697
0.32009052538042876
0.25331656984305906
0.32077546481098634
0.25470781273521
0.28357812867797616
0.3006411645436394
0.2975227877473053
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
0.18340368176497712
0.21399964872795785
0.12166905213364315
0.19084298810471975
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
0.10899514063774696
0.13280512940487157
0.0598271504879419
0.12206898553154716
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