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
5173790
4674309
8464206
Distinct Fragments
4841159
4377338
8129003
Positions with Two Read
257702
227789
261811
NRF = Distinct/Total
0.935708
0.936467
0.960398
PBC1 = OneRead/Distinct
0.941698
0.942842
0.965818
PBC2 = OneRead/TwoRead
17.690627
18.118254
29.987804
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
8261
1179
N1
7753
666
N2
8457
834
Np
7761
1077
N optimal
8261
1179
N conservative
8261
1179
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0644246875402654
1.0947075208913648
Self Consistency Ratio
1.090803559912292
1.2522522522522523
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
20134
22862
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
106.0
102.0
105.0
105.0
25 percentile
424.0
410.0
420.0
420.0
50 percentile (median)
424.0
410.0
420.0
420.0
75 percentile
424.0
410.0
420.0
420.0
Max size
424.0
410.0
596.0
596.0
Mean
423.39122876725935
409.44068760388416
396.6369804919423
416.4983658152766
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5173790
4674309
Estimated Fragment Length
135
130
Cross-correlation at Estimated Fragment Length
0.659918559986809
0.637140389654606
Phantom Peak
35
35
Cross-correlation at Phantom Peak
0.6534053
0.6299103
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6422056
0.6181311
NSC (Normalized Strand Cross-correlation coeff.)
1.027581
1.030753
RSC (Relative Strand Cross-correlation coeff.)
1.581565
1.613804
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
0.3478418055051286
0.34414850268482045
Synthetic AUC
0.49492467060346984
0.49466374722804785
X-intercept
0.037719060235579534
0.03847120694608485
Synthetic X-intercept
0.0
1.412911579732346e-301
Elbow Point
0.5633080090656623
0.5728385258722508
Synthetic Elbow Point
0.5090862499028241
0.5057737677336895
JS Distance
0.0719281683399038
0.07865079581787744
Synthetic JS Distance
0.21388960961759668
0.21811214901050519
% Genome Enriched
29.491133846202956
27.15768346793501
Diff. Enrichment
9.075555421952842
9.976279306142422
CHANCE Divergence
0.07766154851424353
0.08600954112301266
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
0.17395670462436516
0.19251098989363769
0.2160994528154575
0.22694287097060045
0.21421232602150503
0.22682209490017013
0.16153985046020092
0.17788583785146567
0.1824209179174726
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
0.09724436349531446
0.08996907825573569
0.09714413864386746
0.09275691758366703
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
0.02844275945923573
0.0195033937446886
0.0238252396168312
0.02721780188216081
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