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
3167360
3396132
10539648
Distinct Fragments
3089319
2978557
6592684
Positions with Two Read
68557
328624
3494587
NRF = Distinct/Total
0.975361
0.877044
0.625513
PBC1 = OneRead/Distinct
0.976632
0.875728
0.444458
PBC2 = OneRead/TwoRead
44.009058
7.937357
0.838488
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
5226
7
N1
4172
27
N2
9973
847
Np
6202
160
N optimal
6202
160
N conservative
5226
7
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1867585151167241
22.857142857142858
Self Consistency Ratio
2.3904602109300095
31.37037037037037
Reproducibility Test
borderline
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
26703
25633
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
564.0
114.0
470.0
470.0
25 percentile
564.0
420.0
470.0
470.0
50 percentile (median)
564.0
420.0
470.0
470.0
75 percentile
564.0
420.0
470.0
470.0
Max size
564.0
420.0
470.0
470.0
Mean
564.0
419.9575547146257
470.0
470.0
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3167360
3396132
Estimated Fragment Length
110
130
Cross-correlation at Estimated Fragment Length
0.556779021486137
0.537639522815736
Phantom Peak
30
35
Cross-correlation at Phantom Peak
0.5553899
0.5307779
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5483747
0.5154857
NSC (Normalized Strand Cross-correlation coeff.)
1.015326
1.042977
RSC (Relative Strand Cross-correlation coeff.)
1.198009
1.448696
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
0.34522309236616866
0.310876730657998
Synthetic AUC
0.4934447960674462
0.49331242604060643
X-intercept
0.04244321287640297
0.043486587745232994
Synthetic X-intercept
2.650664320967165e-199
1.97592674405828e-191
Elbow Point
0.5566335100886171
0.6395050054063975
Synthetic Elbow Point
0.505307081374706
0.5085671054039763
JS Distance
0.033697189600202355
0.099172636845315
Synthetic JS Distance
0.2057610255478706
0.2572073358691776
% Genome Enriched
38.58192786948039
29.192551540324544
Diff. Enrichment
4.256412920565067
12.841598262099346
CHANCE Divergence
0.03655786725086621
0.10927540447831362
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
0.21451739010135296
0.24897994144136157
0.24504209782119674
0.2775702623126338
0.2524938958120032
0.2773810742646375
0.16815007315676267
0.20304068452283383
0.19982900031406767
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
0.06509279909936698
0.04440132540694306
0.13537645054083597
0.08326560773222559
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
0.001091860175018908
0.005217882003304198
0.02576988281915244
0.007288301900895617
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