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
4296341
3761387
10594774
Distinct Fragments
4020400
3489877
9919441
Positions with Two Read
220674
215182
524708
NRF = Distinct/Total
0.935773
0.927817
0.936258
PBC1 = OneRead/Distinct
0.940344
0.932842
0.941745
PBC2 = OneRead/TwoRead
17.131869
15.129067
17.803394
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
3842
103
N1
5582
58
N2
5143
97
Np
3576
81
N optimal
3842
103
N conservative
3842
103
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0743847874720358
1.271604938271605
Self Consistency Ratio
1.085358740034999
1.6724137931034482
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
13349
14391
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
182.0
168.0
177.0
177.0
25 percentile
700.0
670.0
390.0
700.0
50 percentile (median)
700.0
670.0
700.0
700.0
75 percentile
700.0
670.0
700.0
700.0
Max size
700.0
670.0
952.0
952.0
Mean
699.826878417859
669.2219442707247
580.9223300970874
694.9888079125456
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4296341
3761387
Estimated Fragment Length
140
180
Cross-correlation at Estimated Fragment Length
0.60905218750783
0.573631134807385
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.6094635
0.5739654
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6039763
0.5683902
NSC (Normalized Strand Cross-correlation coeff.)
1.008404
1.009221
RSC (Relative Strand Cross-correlation coeff.)
0.9250486
0.9400487
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
0.378452867679442
0.3695940920582155
Synthetic AUC
0.4944262198187039
0.49401822455421374
X-intercept
0.037914446078362904
0.038975938832477686
Synthetic X-intercept
2.9036567747850775e-276
1.220282225373311e-239
Elbow Point
0.48206336632873154
0.5084969302507477
Synthetic Elbow Point
0.49613461927791097
0.5037981608073298
JS Distance
0.03775736658760133
0.05672179462722841
Synthetic JS Distance
0.16565659420410667
0.17591087452981521
% Genome Enriched
35.855708815777135
34.54001648107171
Diff. Enrichment
8.095612384009115
9.738794606133139
CHANCE Divergence
0.06890266415602289
0.0830110592091429
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
0.12542221609931792
0.1409831472055726
0.20119736917743186
0.18359108161829285
0.1998236801782426
0.19104132818122105
0.08683350949481661
0.12737178118489265
0.12511037168967817
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
0.04541650807712558
0.05779553640275848
0.057796050998378694
0.042723558205566524
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
0.0036226050768987978
0.003436700291983246
0.004609394215915051
0.003211885794311465
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