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
2655104
2449302
7600096
Distinct Fragments
2487061
2258846
7262124
Positions with Two Read
131381
148831
241181
NRF = Distinct/Total
0.936709
0.922241
0.955531
PBC1 = OneRead/Distinct
0.942301
0.927644
0.964572
PBC2 = OneRead/TwoRead
17.837891
14.079083
29.043934
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
8199
157
N1
8797
78
N2
7973
107
Np
8277
156
N optimal
8277
157
N conservative
8199
157
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0095133552872302
1.0064102564102564
Self Consistency Ratio
1.1033488022074502
1.3717948717948718
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
31345
34656
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
135.0
153.0
290.0
290.0
25 percentile
460.0
424.0
450.0
450.0
50 percentile (median)
460.0
424.0
450.0
450.0
75 percentile
460.0
424.0
450.0
450.0
Max size
676.0
1089.0
1744.0
1744.0
Mean
459.9179773488595
424.02871075715603
509.2356687898089
451.1313277757642
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2655104
2449302
Estimated Fragment Length
140
130
Cross-correlation at Estimated Fragment Length
0.492284566719066
0.465751748950081
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.4898821
0.4631021
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4843443
0.4566041
NSC (Normalized Strand Cross-correlation coeff.)
1.016394
1.020034
RSC (Relative Strand Cross-correlation coeff.)
1.43382
1.407758
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
0.35338365876437394
0.34722826181282357
Synthetic AUC
0.4929231415598511
0.4925762135305785
X-intercept
0.043061036385618125
0.04453936421927931
Synthetic X-intercept
8.916823182683368e-171
4.5501560187497915e-155
Elbow Point
0.5223644467143616
0.5341032874340139
Synthetic Elbow Point
0.502496961311657
0.5081586891144746
JS Distance
0.039747416532862206
0.049536492161142344
Synthetic JS Distance
0.1937497976622392
0.2010409761079438
% Genome Enriched
38.976582169889994
37.90304882671444
Diff. Enrichment
7.991142288541514
8.976945724211237
CHANCE Divergence
0.06820574940818432
0.07653335964531183
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
0.21856357921521488
0.23586363263160992
0.2642707430412219
0.2609563467253019
0.26315491213031117
0.265395493993191
0.17192697402379384
0.23323117319697115
0.22988967118777723
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
0.07184542011343958
0.07524874728425274
0.06981567740890234
0.07169343423077477
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
0.009352880905994745
0.006184560667519104
0.008047566213832822
0.009040755840219562
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