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
6235653
6586300
8210841
Distinct Fragments
5736620
6051103
7810011
Positions with Two Read
404451
440704
341963
NRF = Distinct/Total
0.919971
0.918741
0.951183
PBC1 = OneRead/Distinct
0.922058
0.920054
0.953288
PBC2 = OneRead/TwoRead
13.07821
12.632842
21.77192
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
6308
1542
N1
7255
1425
N2
7550
973
Np
6168
1677
N optimal
6308
1677
N conservative
6308
1542
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0226977950713358
1.0875486381322956
Self Consistency Ratio
1.0406616126809096
1.4645426515930113
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
16385
16693
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
112.0
114.0
109.0
109.0
25 percentile
424.0
436.0
436.0
436.0
50 percentile (median)
424.0
436.0
436.0
436.0
75 percentile
424.0
436.0
436.0
436.0
Max size
424.0
436.0
436.0
436.0
Mean
423.381080256332
435.7524111903193
424.3333333333333
432.8486049461002
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6235653
6586300
Estimated Fragment Length
160
170
Cross-correlation at Estimated Fragment Length
0.693053302257827
0.702232241793215
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.6854016
0.6970611
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6740165
0.6883774
NSC (Normalized Strand Cross-correlation coeff.)
1.028244
1.020127
RSC (Relative Strand Cross-correlation coeff.)
1.672088
1.595511
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
0.361831606139863
0.3701944492936289
Synthetic AUC
0.49533480051176343
0.4954573563458769
X-intercept
0.03610207705660528
0.035748917576168715
Synthetic X-intercept
0.0
0.0
Elbow Point
0.544025219976456
0.5209521339212674
Synthetic Elbow Point
0.49625827278340406
0.5072971990744407
JS Distance
0.049636089696251356
0.03336581573362136
Synthetic JS Distance
0.19621819514612845
0.18421933332722035
% Genome Enriched
29.747800235439655
30.901255013068894
Diff. Enrichment
6.737348286967492
5.466810547180911
CHANCE Divergence
0.05773154800915693
0.04676655518881863
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
0.14774330501747787
0.1373938610289818
0.19346471767538664
0.2029131698800043
0.19627743462717537
0.19965113118817998
0.11213205437065392
0.13646538188699092
0.14157938471934325
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
0.07671696123229281
0.08725136762680678
0.0770352739641413
0.07566903682692482
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
0.033023654225868886
0.03382875222436428
0.02227473007140445
0.034977203797115275
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