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
1967370
1231228
10080865
Distinct Fragments
1840681
1148323
9610814
Positions with Two Read
82641
62394
394396
NRF = Distinct/Total
0.935605
0.932665
0.953372
PBC1 = OneRead/Distinct
0.945951
0.938166
0.95652
PBC2 = OneRead/TwoRead
21.069372
17.266372
23.308903
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
7470
2107
N1
4406
1628
N2
2673
1056
Np
8138
2183
N optimal
8138
2183
N conservative
7470
2107
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0894243641231594
1.0360702420503085
Self Consistency Ratio
1.6483352038907595
1.5416666666666667
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
42081
29966
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
62.0
64.0
64.0
64.0
25 percentile
250.0
256.0
236.0
256.0
50 percentile (median)
250.0
256.0
256.0
256.0
75 percentile
250.0
256.0
256.0
256.0
Max size
292.0
288.0
421.0
421.0
Mean
249.0115491552007
254.52419408663152
236.1617040769583
250.69734578520521
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1967370
1231228
Estimated Fragment Length
115
115
Cross-correlation at Estimated Fragment Length
0.486992085170994
0.397776505213085
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4270668
0.3254368
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3677283
0.2700214
NSC (Normalized Strand Cross-correlation coeff.)
1.324326
1.473129
RSC (Relative Strand Cross-correlation coeff.)
2.009888
2.305409
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
0.31139160228061724
0.29217160137118564
Synthetic AUC
0.49177697819175803
0.48957928165815845
X-intercept
0.0477756251533828
0.061820002913026216
Synthetic X-intercept
3.846989143005047e-126
4.204741705373575e-78
Elbow Point
0.6346087466604948
0.6131620899566438
Synthetic Elbow Point
0.5046435617002605
0.5083750508902577
JS Distance
0.14167878454751057
0.16598910700665462
Synthetic JS Distance
0.265532742613508
0.2822293493925976
% Genome Enriched
32.44652302388083
30.41698174570079
Diff. Enrichment
14.714302233950988
18.50090495092272
CHANCE Divergence
0.12519958984563434
0.15762183736891067
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
0.28419913665091107
0.26194787859691526
0.22675873704923127
0.192234246805387
0.22415048582965377
0.19318124765197459
0.25008000547659504
0.2807205973740267
0.2795955559809223
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
0.13005018993615847
0.10483871402734604
0.1019670609906633
0.1332716773301865
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
0.0923537361976014
0.0780018587410724
0.07520779483841257
0.09356370479690572
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