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
1747702
2437822
3611110
Distinct Fragments
1378064
1751423
3514310
Positions with Two Read
243753
388763
80257
NRF = Distinct/Total
0.788501
0.718438
0.973194
PBC1 = OneRead/Distinct
0.782438
0.704309
0.975712
PBC2 = OneRead/TwoRead
4.423531
3.172995
42.724684
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
5936
234
N1
4278
234
N2
6197
156
Np
5298
224
N optimal
5936
234
N conservative
5936
234
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1204228010570025
1.0446428571428572
Self Consistency Ratio
1.448574100046751
1.5
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
39452
45703
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
94.0
138.0
114.0
114.0
25 percentile
376.0
350.0
404.0
404.0
50 percentile (median)
376.0
350.0
404.0
404.0
75 percentile
376.0
350.0
404.0
404.0
Max size
414.0
360.0
483.0
483.0
Mean
375.8722244753118
349.9243594512395
379.55128205128204
403.0362196765499
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1747702
2437822
Estimated Fragment Length
180
115
Cross-correlation at Estimated Fragment Length
0.339572203549658
0.377225032261372
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.3285435
0.3687474
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.317182
0.3603102
NSC (Normalized Strand Cross-correlation coeff.)
1.070591
1.046945
RSC (Relative Strand Cross-correlation coeff.)
1.970704
2.004793
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
0.3410793350480726
0.35534410472728
Synthetic AUC
0.49048905307842233
0.4915546426406972
X-intercept
0.0510651454103004
0.04617425300195476
Synthetic X-intercept
5.609290286589566e-94
1.6210292201995286e-119
Elbow Point
0.5175270275661228
0.5079506921450513
Synthetic Elbow Point
0.5147678263184706
0.5120969425574909
JS Distance
0.0681129134508661
0.04152276159285033
Synthetic JS Distance
0.2019161848942925
0.18437049127457059
% Genome Enriched
38.30055451390274
39.92340527386604
Diff. Enrichment
15.211353228813152
12.706550743489393
CHANCE Divergence
0.12957624326858203
0.10828446454879666
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
0.27081214346128235
0.26947800469275623
0.2121641835093786
0.2219814515744356
0.21670227407531112
0.22656631527780616
0.0782376056150696
0.2279161130047952
0.23230577010738243
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
0.05680842425506399
0.05208227608918642
0.05260100442245709
0.050932675858990924
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
0.0133901036652163
0.015631737119617052
0.008733614535278579
0.012551754042632347
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