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
2436217
2218593
2268712
Distinct Fragments
2345721
2152362
2223913
Positions with Two Read
76021
57381
37553
NRF = Distinct/Total
0.962854
0.970147
0.980254
PBC1 = OneRead/Distinct
0.965313
0.971759
0.981842
PBC2 = OneRead/TwoRead
29.785901
36.450707
58.145315
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
40073
48
N1
11576
148
N2
13218
7
Np
38555
138
N optimal
40073
138
N conservative
40073
48
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0393723252496434
2.875
Self Consistency Ratio
1.141845196959226
21.142857142857142
Reproducibility Test
pass
fail
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
64541
69404
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
206.0
610.0
174.0
174.0
25 percentile
536.0
610.0
560.0
560.0
50 percentile (median)
536.0
610.0
560.0
560.0
75 percentile
536.0
610.0
560.0
560.0
Max size
536.0
610.0
560.0
560.0
Mean
535.9948869710727
610.0
557.2028985507246
559.990367579168
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2436217
2218593
Estimated Fragment Length
140
120
Cross-correlation at Estimated Fragment Length
0.48250310754639
0.462256648011387
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.4813618
0.4620387
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4748595
0.4558913
NSC (Normalized Strand Cross-correlation coeff.)
1.016097
1.013962
RSC (Relative Strand Cross-correlation coeff.)
1.175515
1.035453
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
0.3664155460272268
0.37155353551260256
Synthetic AUC
0.49269903070929055
0.49237747848829927
X-intercept
0.04247192042174719
0.042946645310695475
Synthetic X-intercept
2.266715325579048e-160
5.080604918902977e-147
Elbow Point
0.498530945879368
0.48235040680731556
Synthetic Elbow Point
0.5030093766721292
0.49940500661210097
JS Distance
0.03372006271441323
0.025728517261806787
Synthetic JS Distance
0.17192084069872912
0.16194470281671544
% Genome Enriched
39.8904542399116
42.02591838322267
Diff. Enrichment
10.104556042903573
9.838216188297727
CHANCE Divergence
0.08601645630592693
0.0839666418401652
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
0.3903265069428661
0.4231830496700243
0.24127814105875636
0.2541993747829107
0.25256026924354696
0.24967002431399793
0.4913450938987681
0.3951296512867192
0.40735511523776097
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
0.23175153248151772
0.08658222362889813
0.09346208174134538
0.2193928570241552
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
0.001419865037485279
0.004149363490954201
0.00025286557832580756
0.0028858180786841877
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