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
8020019
9553931
15153985
Distinct Fragments
7547878
8980551
14304632
Positions with Two Read
387851
470936
692798
NRF = Distinct/Total
0.94113
0.939985
0.943952
PBC1 = OneRead/Distinct
0.944542
0.943516
0.948137
PBC2 = OneRead/TwoRead
18.381518
17.99246
19.576768
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
4410
567
N1
6078
577
N2
4683
354
Np
4553
646
N optimal
4553
646
N conservative
4410
567
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0324263038548753
1.1393298059964727
Self Consistency Ratio
1.2978859705317105
1.6299435028248588
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
14252
10071
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
140.0
161.0
151.0
151.0
25 percentile
560.0
644.0
325.0
604.0
50 percentile (median)
560.0
644.0
604.0
604.0
75 percentile
560.0
644.0
604.0
604.0
Max size
560.0
644.0
604.0
604.0
Mean
556.620053325849
639.8319928507597
490.26780185758514
587.5264660663299
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8020019
9553931
Estimated Fragment Length
215
230
Cross-correlation at Estimated Fragment Length
0.749541052785112
0.781193214324671
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7479418
0.7809055
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7422362
0.7758808
NSC (Normalized Strand Cross-correlation coeff.)
1.009842
1.006847
RSC (Relative Strand Cross-correlation coeff.)
1.280295
1.057256
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
0.3909140890942308
0.4008165618102867
Synthetic AUC
0.4967011697307816
0.4969748334390967
X-intercept
0.02974213635637873
0.029380887753472775
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4726269359731758
0.45412941082548297
Synthetic Elbow Point
0.501331967736292
0.5039704353231725
JS Distance
0.029613617193847218
0.019918878074812442
Synthetic JS Distance
0.15875165776960254
0.14668639706902295
% Genome Enriched
30.37601788280377
31.2873223694715
Diff. Enrichment
5.503516803804997
4.369248471309406
CHANCE Divergence
0.0476314301089656
0.037781364049648
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
0.11748561766406841
0.08746665479327781
0.1576961461529334
0.14231412619956463
0.17236212674653315
0.1453997551558527
0.08249871876114696
0.10261727098878848
0.10677181233056922
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
0.04188178395863555
0.05659292423901515
0.04344402485619749
0.04308046954123001
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
0.009186273925177586
0.010501379732206011
0.006016134822330505
0.010085167154950614
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