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
6082668
6021282
8359376
Distinct Fragments
3151923
2655569
7042098
Positions with Two Read
687054
558880
912746
NRF = Distinct/Total
0.518181
0.44103
0.842419
PBC1 = OneRead/Distinct
0.550661
0.482858
0.845726
PBC2 = OneRead/TwoRead
2.526209
2.294344
6.525022
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
13898
1088
N1
11772
784
N2
13921
637
Np
15717
1382
N optimal
15717
1382
N conservative
13898
1088
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1308821413152972
1.2702205882352942
Self Consistency Ratio
1.1825518178729189
1.2307692307692308
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
35376
46525
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
98.0
92.0
94.0
94.0
25 percentile
390.0
370.0
376.0
376.0
50 percentile (median)
390.0
370.0
376.0
376.0
75 percentile
390.0
370.0
376.0
376.0
Max size
552.0
438.0
639.0
639.0
Mean
389.489710538218
369.68238581407843
347.2235890014472
373.46834637653495
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6082668
6021282
Estimated Fragment Length
160
150
Cross-correlation at Estimated Fragment Length
0.427703290366364
0.371924328501383
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.4224327
0.3658551
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4137217
0.35768
NSC (Normalized Strand Cross-correlation coeff.)
1.033795
1.039824
RSC (Relative Strand Cross-correlation coeff.)
1.605057
1.742395
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
0.34689135219291667
0.33471100951557853
Synthetic AUC
0.4948703594935809
0.49440228642133593
X-intercept
0.035260362420338955
0.04004700849584785
Synthetic X-intercept
0.0
6.809241328937523e-274
Elbow Point
0.5587705961459418
0.5492870910201003
Synthetic Elbow Point
0.49823141612890454
0.5034937057130263
JS Distance
0.11231928143412825
0.1264852334244417
Synthetic JS Distance
0.211753831623091
0.22586769053041542
% Genome Enriched
36.79013380262018
39.13078178560455
Diff. Enrichment
15.522972682265463
17.52600542230855
CHANCE Divergence
0.13211286369423716
0.1494999357310807
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
0.2619809195071672
0.3197889750461203
0.27857199929686627
0.3147393132595053
0.2775901689119005
0.3107058552177352
0.31074940364478965
0.2807200839162103
0.2787146972941947
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
0.12290902167169862
0.11601003563609633
0.12788887125399687
0.1355584752972308
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
0.023629407994868852
0.02149863368330217
0.016842336833795962
0.02890995944037551
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