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
2677645
4999427
4804761
Distinct Fragments
2397592
4508033
4320167
Positions with Two Read
235697
419453
411881
NRF = Distinct/Total
0.895411
0.90171
0.899143
PBC1 = OneRead/Distinct
0.892841
0.899317
0.896572
PBC2 = OneRead/TwoRead
9.082288
9.665326
9.404024
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
35750
911
N1
23732
468
N2
29456
518
Np
34075
960
N optimal
35750
960
N conservative
35750
911
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.049156272927366
1.0537870472008781
Self Consistency Ratio
1.241193325467723
1.106837606837607
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
59805
80687
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
81.0
85.0
91.0
91.0
25 percentile
324.0
340.0
360.0
360.0
50 percentile (median)
324.0
340.0
360.0
360.0
75 percentile
324.0
340.0
360.0
360.0
Max size
324.0
340.0
360.0
360.0
Mean
323.9351893654377
339.9307571232045
349.91979166666664
359.7293146853147
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2535146
4730228
Estimated Fragment Length
185
190
Cross-correlation at Estimated Fragment Length
0.454912655881873
0.608102344084419
Phantom Peak
45
50
Cross-correlation at Phantom Peak
0.4555094
0.6085695
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4487941
0.6036524
NSC (Normalized Strand Cross-correlation coeff.)
1.013633
1.007372
RSC (Relative Strand Cross-correlation coeff.)
0.9111374
0.9049987
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
0.3871267142776628
0.4034003881746671
Synthetic AUC
0.4971014879659105
0.4978850022542687
X-intercept
0.020160276492914072
0.019046801853396498
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5363595365710568
0.5233709945842828
Synthetic Elbow Point
0.5006313307666362
0.5030177959594719
JS Distance
0.05976048781661059
0.03924915363029519
Synthetic JS Distance
0.16158233893610222
0.14033483675825345
% Genome Enriched
41.947862248420584
43.09306492874161
Diff. Enrichment
12.468758327510471
9.807794243989093
CHANCE Divergence
0.10606308889453862
0.08339342385122725
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
0.36400710272751546
0.43347595293309893
0.44301209672395964
0.4013531424385142
0.43646079379158903
0.3936314225270987
0.5568489009843162
0.3837530635848828
0.37324512207582883
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
0.2173827203540842
0.16608418542670142
0.1867996391856106
0.21085917061590512
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
0.012003726959247785
0.008611807952280833
0.0076835636570192906
0.012586497306310762
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