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
7638016
8925060
6489523
Distinct Fragments
6103656
7890723
5274533
Positions with Two Read
1055182
852106
869777
NRF = Distinct/Total
0.799115
0.884109
0.812777
PBC1 = OneRead/Distinct
0.791222
0.881083
0.80486
PBC2 = OneRead/TwoRead
4.57679
8.159059
4.880859
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
35426
4149
N1
24647
3340
N2
21962
5333
Np
41270
6058
N optimal
41270
6058
N conservative
35426
4149
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1649635860667307
1.460110870089178
Self Consistency Ratio
1.122256625079683
1.5967065868263473
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
89244
49916
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
80.0
79.0
82.0
82.0
25 percentile
320.0
316.0
236.0
330.0
50 percentile (median)
320.0
316.0
330.0
330.0
75 percentile
320.0
316.0
330.0
330.0
Max size
807.0
1124.0
1115.0
1115.0
Mean
318.3797902379992
310.585744050004
285.156652360515
323.37482432759873
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7203331
8395512
Estimated Fragment Length
170
165
Cross-correlation at Estimated Fragment Length
0.663000864518236
0.72879853570621
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.6481987
0.7013216
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6341371
0.6761117
NSC (Normalized Strand Cross-correlation coeff.)
1.045517
1.077926
RSC (Relative Strand Cross-correlation coeff.)
2.052664
2.089926
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
0.3717921380276924
0.3622279804647417
Synthetic AUC
0.49817630165254023
0.4983930658248072
X-intercept
0.019477020349185314
0.019373238705763074
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6452204561602388
0.687024500451051
Synthetic Elbow Point
0.4986870124558532
0.5008234508507025
JS Distance
0.13068200822778284
0.16083311201645703
Synthetic JS Distance
0.20468594545577437
0.22746139820145742
% Genome Enriched
31.249051994603356
27.03990803349752
Diff. Enrichment
14.196482034622049
15.604014524477716
CHANCE Divergence
0.12277006059705775
0.13728257980706596
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
0.46331432614124657
0.34162188175265784
0.35464339508225584
0.3316431489510382
0.35769970592646205
0.3336195674405564
0.4370058042216845
0.45962676181787293
0.35986466356631625
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
0.2591530301893289
0.20284333574591004
0.21648437940459428
0.2874283372067541
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
0.09173492559144722
0.07058213193534295
0.11958798216204887
0.10977879850717258
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