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
3415770
4591631
7373971
Distinct Fragments
3232651
4189757
7190342
Positions with Two Read
158819
330317
164138
NRF = Distinct/Total
0.94639
0.912477
0.975098
PBC1 = OneRead/Distinct
0.94761
0.913674
0.976184
PBC2 = OneRead/TwoRead
19.28795
11.589083
42.7634
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
7776
1387
N1
7390
781
N2
7218
1064
Np
7654
1424
N optimal
7776
1424
N conservative
7776
1387
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0159393781029527
1.026676279740447
Self Consistency Ratio
1.0238293155998892
1.3623559539052497
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
16664
15864
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
138.0
132.0
136.0
136.0
25 percentile
550.0
530.0
544.0
544.0
50 percentile (median)
550.0
530.0
544.0
544.0
75 percentile
550.0
530.0
544.0
544.0
Max size
647.0
530.0
752.0
752.0
Mean
548.285585693711
526.5530131114473
470.4936797752809
530.1219135802469
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3415770
4591631
Estimated Fragment Length
210
205
Cross-correlation at Estimated Fragment Length
0.558602280307043
0.61487288910449
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5568995
0.6117877
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5498027
0.6045385
NSC (Normalized Strand Cross-correlation coeff.)
1.016005
1.017095
RSC (Relative Strand Cross-correlation coeff.)
1.239937
1.425587
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
0.3674970479069271
0.37081267519505573
Synthetic AUC
0.4949640608863941
0.49557331815900224
X-intercept
0.03532465563199311
0.034101610509010234
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5424673987645847
0.5475132080892564
Synthetic Elbow Point
0.5068011080068036
0.5043037359296916
JS Distance
0.07197664523716517
0.07284403646018375
Synthetic JS Distance
0.18242464085836185
0.1814314576003575
% Genome Enriched
34.42842093502099
31.962179374630892
Diff. Enrichment
12.124674711712563
11.615228340344608
CHANCE Divergence
0.10352924569417211
0.09989742247915111
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
0.16478087330504104
0.15777367482853324
0.20841219665073596
0.1900289770129652
0.21338302597657682
0.18784345086681278
0.15204360236100284
0.15943570391685313
0.16208621926031527
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
0.09286300781092224
0.09010277889376846
0.09035395152546775
0.09163277648637184
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
0.031086152825915692
0.022059056687708863
0.026563609800329305
0.03156573907743654
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