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
2931162
601429
6328984
Distinct Fragments
2730627
551555
6075320
Positions with Two Read
172535
40159
201068
NRF = Distinct/Total
0.931585
0.917074
0.95992
PBC1 = OneRead/Distinct
0.932219
0.919605
0.964615
PBC2 = OneRead/TwoRead
14.753772
12.63012
29.14607
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
2004
34
N1
7445
39
N2
1057
29
Np
5921
47
N optimal
5921
47
N conservative
2004
34
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
2.9545908183632736
1.3823529411764706
Self Consistency Ratio
7.043519394512772
1.3448275862068966
Reproducibility Test
fail
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
20944
20331
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
259.0
60.0
219.0
219.0
25 percentile
660.0
240.0
424.0
580.0
50 percentile (median)
660.0
240.0
580.0
580.0
75 percentile
660.0
240.0
580.0
580.0
Max size
835.0
240.0
580.0
580.0
Mean
659.8862203972498
239.95691308838718
508.9574468085106
579.4737375443337
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2931162
601429
Estimated Fragment Length
160
95
Cross-correlation at Estimated Fragment Length
0.513945902039186
0.222038864317897
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5137646
0.2045902
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.507285
0.1810402
NSC (Normalized Strand Cross-correlation coeff.)
1.013131
1.226462
RSC (Relative Strand Cross-correlation coeff.)
1.027974
1.740918
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
0.3721372199468072
0.2270557593269601
Synthetic AUC
0.4932484684248345
0.4849070493159527
X-intercept
0.040869422951840165
0.23100282119527699
Synthetic X-intercept
8.717171966156373e-188
9.104827396991533e-37
Elbow Point
0.48657238740158737
0.5927702381854966
Synthetic Elbow Point
0.4974083178297824
0.5084188043563815
JS Distance
0.023816238581511925
0.16335737071621734
Synthetic JS Distance
0.1704879065572805
0.27310399131243424
% Genome Enriched
38.42551765142476
30.911441602853916
Diff. Enrichment
7.680760021424432
29.068257015845166
CHANCE Divergence
0.0652901110360099
0.250416632265618
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
0.1693376615732091
0.2387935296006697
0.2523895793773468
0.14147413391835867
0.24183495278977443
0.13789831095587413
0.11775670238286784
0.2323565313225479
0.22588793492449272
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
0.023591565056755977
0.06427646959222545
0.025207567321813243
0.052865683775521435
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
0.0041189365225880676
0.005527298941412521
0.0034657698844262268
0.005176873225430645
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