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
5326509
4943159
14759777
Distinct Fragments
4703100
4621274
13391098
Positions with Two Read
485732
245919
1059481
NRF = Distinct/Total
0.882961
0.934883
0.90727
PBC1 = OneRead/Distinct
0.883586
0.940402
0.911753
PBC2 = OneRead/TwoRead
8.555325
17.671892
11.52392
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
7137
2159
N1
7427
1269
N2
9267
2558
Np
7193
2416
N optimal
7193
2416
N conservative
7137
2159
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0078464340759423
1.1190365910143585
Self Consistency Ratio
1.2477447152282213
2.015760441292356
Reproducibility Test
pass
borderline
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
19741
22327
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
108.0
90.0
99.0
99.0
25 percentile
430.0
360.0
396.0
396.0
50 percentile (median)
430.0
360.0
396.0
396.0
75 percentile
430.0
360.0
396.0
396.0
Max size
430.0
360.0
443.0
443.0
Mean
429.0941188389646
357.73749272181664
357.15149006622516
382.8844710134853
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5326509
4943159
Estimated Fragment Length
160
130
Cross-correlation at Estimated Fragment Length
0.640515939268286
0.655128429971288
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.6328266
0.6368383
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6218673
0.6174485
NSC (Normalized Strand Cross-correlation coeff.)
1.029988
1.061025
RSC (Relative Strand Cross-correlation coeff.)
1.70163
1.943287
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
0.3594920632145151
0.33912998845233044
Synthetic AUC
0.4948443180941013
0.4947988817741635
X-intercept
0.037299936522638265
0.03792073713585353
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5527321215411825
0.6003920425737476
Synthetic Elbow Point
0.5077492859544328
0.5084747536170477
JS Distance
0.059838640591442206
0.0983755597644284
Synthetic JS Distance
0.19690370060368206
0.22813406182179288
% Genome Enriched
34.218489877556564
27.02917962496457
Diff. Enrichment
7.798658764077277
10.754660035432217
CHANCE Divergence
0.06630425482674718
0.0926223266868588
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
0.16940005468685201
0.20352290503637666
0.21787890577105262
0.2403507703708118
0.22253862445355563
0.2453178345054761
0.15049010659441242
0.17377631207252245
0.17337705055558195
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
0.09762230408202092
0.08794782814921917
0.12398332687381043
0.10042054383716344
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
0.04688771665733242
0.029350166192452322
0.059584510531901225
0.05135969991176519
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