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
18496100
18928093
37020818
Distinct Fragments
16033759
16614498
31605861
Positions with Two Read
1773152
1720443
3902230
NRF = Distinct/Total
0.866872
0.877769
0.853732
PBC1 = OneRead/Distinct
0.873794
0.883259
0.856686
PBC2 = OneRead/TwoRead
7.901296
8.529725
6.938674
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
28559
835
N1
31051
532
N2
11313
287
Np
37882
1240
N optimal
37882
1240
N conservative
28559
835
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.3264470044469343
1.4850299401197604
Self Consistency Ratio
2.7447184654821886
1.853658536585366
Reproducibility Test
borderline
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
73859
37066
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
104.0
136.0
120.0
120.0
25 percentile
416.0
544.0
480.0
480.0
50 percentile (median)
416.0
544.0
480.0
480.0
75 percentile
416.0
544.0
480.0
480.0
Max size
416.0
700.0
1123.0
1123.0
Mean
415.83694607292273
543.6195435169698
457.6161290322581
479.17652183094873
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
150
170
Cross-correlation at Estimated Fragment Length
0.838939719928705
0.840287846161552
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8365034
0.8398826
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8284047
0.8347838
NSC (Normalized Strand Cross-correlation coeff.)
1.012717
1.006593
RSC (Relative Strand Cross-correlation coeff.)
1.300828
1.079487
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
0.3785403265037375
0.401692780716084
Synthetic AUC
0.49776341110000594
0.4978024583788937
X-intercept
0.02862320867667863
0.028505319021395973
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4970987156021963
0.4743480102623944
Synthetic Elbow Point
0.5028590457720491
0.50253741271491
JS Distance
0.08482044121018818
0.05177083667086169
Synthetic JS Distance
0.17553701691838888
0.1453447600983725
% Genome Enriched
38.707969340697105
35.217236666480176
Diff. Enrichment
9.71622383838695
6.625505747416827
CHANCE Divergence
0.08258723614202965
0.05669554313379293
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
0.40648077388981774
0.25247769471943654
0.3671991134693438
0.20255867539601985
0.3634562582065401
0.1974545770722886
0.402398599330358
0.3642239754290997
0.3684500591731838
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
0.1813176215483777
0.20488116531124784
0.08746873737070351
0.23597547083868659
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
0.010075445271538868
0.007115886565551126
0.004697519536268318
0.014429327033196439
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