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
13104189
12756254
62216669
Distinct Fragments
11719464
11269058
47991421
Positions with Two Read
1058591
1076469
8399775
NRF = Distinct/Total
0.89433
0.883414
0.77136
PBC1 = OneRead/Distinct
0.898761
0.890421
0.774928
PBC2 = OneRead/TwoRead
9.950018
9.321412
4.427489
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
16333
3273
N1
9616
1489
N2
13461
2730
Np
16850
3623
N optimal
16850
3623
N conservative
16333
3273
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0316537072185146
1.1069355331500152
Self Consistency Ratio
1.3998544093178036
1.8334452652787105
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
24518
31109
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
138.0
126.0
131.0
131.0
25 percentile
550.0
504.0
289.5
524.0
50 percentile (median)
550.0
504.0
524.0
524.0
75 percentile
550.0
504.0
524.0
524.0
Max size
2886.0
3525.0
3581.0
3581.0
Mean
545.2507545476792
495.5057700343952
447.39221639525255
505.0701483679525
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
13104189
12756254
Estimated Fragment Length
160
140
Cross-correlation at Estimated Fragment Length
0.82052134413993
0.816578644282936
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.8185806
0.8113407
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8091278
0.7934228
NSC (Normalized Strand Cross-correlation coeff.)
1.014081
1.029185
RSC (Relative Strand Cross-correlation coeff.)
1.205306
1.292329
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
0.38822079253169345
0.36962428410036385
Synthetic AUC
0.4973846491550608
0.49733317909043484
X-intercept
0.02896546755967687
0.029069523125348936
Synthetic X-intercept
0.0
0.0
Elbow Point
0.526597202906352
0.5953799328841601
Synthetic Elbow Point
0.5008074728679149
0.5048417443499493
JS Distance
0.0891484578682063
0.12608908032318275
Synthetic JS Distance
0.16571417669958816
0.19418124557658115
% Genome Enriched
31.714935775704227
26.889358917662033
Diff. Enrichment
8.920382193557774
12.144817226841065
CHANCE Divergence
0.07707200311506704
0.10694408911888416
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
0.20533424249014917
0.2562512275657242
0.18925368556909616
0.23597556394707672
0.19661659374896706
0.2364697771409324
0.2843091432737663
0.23413391178833398
0.23483689909593228
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
0.1477360395227433
0.09931251831070963
0.14448079805924793
0.15261479969627287
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
0.05061584477883457
0.026661841456579627
0.05165614286069923
0.05471014159166283
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