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
ctl2
Total Fragments
9769045
10645024
14507115
17814834
Distinct Fragments
9366034
9510611
13392432
15528906
Positions with Two Read
352029
797375
915261
1572459
NRF = Distinct/Total
0.958746
0.893433
0.923163
0.871684
PBC1 = OneRead/Distinct
0.960375
0.901522
0.925334
0.879877
PBC2 = OneRead/TwoRead
25.551591
10.752813
13.539826
8.689273
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
9764
863
N1
8522
618
N2
8278
518
Np
13411
1399
N optimal
13411
1399
N conservative
9764
863
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.3735149528881605
1.6210892236384704
Self Consistency Ratio
1.0294757187726504
1.193050193050193
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
20446
19661
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
151.0
159.0
154.0
154.0
25 percentile
604.0
636.0
420.0
616.0
50 percentile (median)
604.0
636.0
616.0
616.0
75 percentile
604.0
636.0
616.0
616.0
Max size
604.0
663.0
797.0
797.0
Mean
602.5081189474714
634.7361273587305
524.6726233023588
605.4881813436731
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
9769045
10645024
Estimated Fragment Length
160
195
Cross-correlation at Estimated Fragment Length
0.791073161608041
0.780888116032589
Phantom Peak
50
55
Cross-correlation at Phantom Peak
0.7903467
0.7805587
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7847719
0.7744227
NSC (Normalized Strand Cross-correlation coeff.)
1.008029
1.008349
RSC (Relative Strand Cross-correlation coeff.)
1.130303
1.053687
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
0.3966403533815365
0.3912493970414249
Synthetic AUC
0.49704439755993784
0.49709620556171896
X-intercept
0.029245834638802468
0.02925381712522725
Synthetic X-intercept
0.0
0.0
Elbow Point
0.49912491992568303
0.5012083488825517
Synthetic Elbow Point
0.4988759122786806
0.49765221608927546
JS Distance
0.056670097093421225
0.06203104527436162
Synthetic JS Distance
0.15151448876243456
0.15666651238814938
% Genome Enriched
34.30313891322439
35.90921518189093
Diff. Enrichment
8.431040483759933
8.986353088615463
CHANCE Divergence
0.07239396861631482
0.0767287569173337
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
0.17157456381986175
0.1727186074114865
0.17155921287159956
0.17633926274313455
0.17895559823498208
0.18132753224572742
0.27910447153230744
0.1955644668545911
0.19739622733337073
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
0.08670901085686387
0.08219590624323066
0.08197252219485986
0.11123150135206258
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
0.012569947291328026
0.010832332678928094
0.009878068591707093
0.02001762545573293
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