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
10856964
11929042
10901388
Distinct Fragments
9746702
10609485
10029780
Positions with Two Read
926052
1084830
766058
NRF = Distinct/Total
0.897737
0.889383
0.920046
PBC1 = OneRead/Distinct
0.89601
0.887275
0.918584
PBC2 = OneRead/TwoRead
9.430513
8.677422
12.026756
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
73133
3495
N1
32617
1728
N2
38357
2000
Np
73291
3559
N optimal
73291
3559
N conservative
73133
3495
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0021604474040446
1.0183118741058654
Self Consistency Ratio
1.1759818499555446
1.1574074074074074
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
118148
112727
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
71.0
75.0
81.0
81.0
25 percentile
284.0
300.0
324.0
324.0
50 percentile (median)
284.0
300.0
324.0
324.0
75 percentile
284.0
300.0
324.0
324.0
Max size
562.0
572.0
938.0
938.0
Mean
283.7926075769374
299.6930726445306
306.49592582186006
323.14195467383445
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
10253464
11248661
Estimated Fragment Length
165
180
Cross-correlation at Estimated Fragment Length
0.77033226386475
0.783930038922975
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7698502
0.7832704
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7647707
0.7780885
NSC (Normalized Strand Cross-correlation coeff.)
1.007272
1.007508
RSC (Relative Strand Cross-correlation coeff.)
1.0949
1.127285
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
0.4152291003103257
0.41580918539531686
Synthetic AUC
0.4985613917111365
0.49862123654285034
X-intercept
0.01889538365714012
0.01870173841522331
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5408252082185436
0.5424262750640826
Synthetic Elbow Point
0.5016643650652527
0.5000111286561354
JS Distance
0.04857549099788514
0.05025426823118301
Synthetic JS Distance
0.13547541285144066
0.1349226249241692
% Genome Enriched
41.80820736410895
41.55307476702681
Diff. Enrichment
8.06454149479926
8.05446666556745
CHANCE Divergence
0.06854983379639729
0.06847647024456595
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
0.49749664982660774
0.48784573590280406
0.3582274180667686
0.3790063579030845
0.34676688758447355
0.3815331568174802
0.4695949167337431
0.4939604610587354
0.4962099666571102
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
0.35095350505393846
0.17400330623084898
0.20508805417762402
0.3515386712291826
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
0.03180092224823015
0.01794643001714625
0.020753421156928308
0.032166702930142496
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