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
1340657
1401078
6280823
Distinct Fragments
802041
1088104
5934584
Positions with Two Read
213204
194961
296135
NRF = Distinct/Total
0.598245
0.776619
0.944874
PBC1 = OneRead/Distinct
0.578278
0.77566
0.946554
PBC2 = OneRead/TwoRead
2.175395
4.329066
18.969058
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
11007
1674
N1
4918
315
N2
6160
658
Np
10865
1576
N optimal
11007
1674
N conservative
11007
1674
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.013069489185458
1.0621827411167513
Self Consistency Ratio
1.252541683611224
2.088888888888889
Reproducibility Test
pass
borderline
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
25873
29409
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
126.0
114.0
126.0
126.0
25 percentile
504.0
456.0
504.0
504.0
50 percentile (median)
504.0
456.0
504.0
504.0
75 percentile
504.0
456.0
504.0
504.0
Max size
2733.0
2680.0
2753.0
2753.0
Mean
504.7854133652843
455.85324220476724
473.799880525687
499.17507040973925
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1340657
1401078
Estimated Fragment Length
105
110
Cross-correlation at Estimated Fragment Length
0.220894825247221
0.299504432734489
Phantom Peak
35
40
Cross-correlation at Phantom Peak
0.2125056
0.2918089
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.196748
0.269839
NSC (Normalized Strand Cross-correlation coeff.)
1.12273
1.109937
RSC (Relative Strand Cross-correlation coeff.)
1.532388
1.350279
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
0.2534307725313534
0.27250574331064265
Synthetic AUC
0.48757619706799815
0.48931105099320593
X-intercept
0.10981755931716426
0.07402774119919235
Synthetic X-intercept
1.17796289359398e-54
3.553578698706407e-74
Elbow Point
0.6762595669627537
0.6450766554137637
Synthetic Elbow Point
0.5218602074358466
0.511388495770087
JS Distance
0.17984264829121613
0.16033665765750785
Synthetic JS Distance
0.30590506792406885
0.2948725697585161
% Genome Enriched
30.853504760536627
33.53345144891102
Diff. Enrichment
26.149187518547627
22.24238818655129
CHANCE Divergence
0.22361050024511028
0.19033652395909345
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
0.34071746016156357
0.3282496540261176
0.26133523215557247
0.26950319787160143
0.258786554374248
0.2643385943185724
0.32594364410808147
0.3317080509461776
0.33201834162690524
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
0.20158342274650087
0.13842782429346626
0.13911332485901906
0.19782493546058316
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
0.07490908065154775
0.03561764922532963
0.039767447358323466
0.07116730936189819
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