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
1895125
3653814
6351184
Distinct Fragments
1766136
3308566
6141453
Positions with Two Read
111060
282648
175548
NRF = Distinct/Total
0.931936
0.90551
0.966978
PBC1 = OneRead/Distinct
0.932471
0.906129
0.969532
PBC2 = OneRead/TwoRead
14.828651
10.606794
33.918546
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
3143
85
N1
6102
43
N2
6697
63
Np
3334
77
N optimal
3334
85
N conservative
3143
85
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.060769965001591
1.103896103896104
Self Consistency Ratio
1.097509013438217
1.4651162790697674
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
21942
18974
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
498.0
560.0
165.0
165.0
25 percentile
670.0
560.0
660.0
660.0
50 percentile (median)
670.0
560.0
660.0
660.0
75 percentile
670.0
560.0
660.0
660.0
Max size
2493.0
560.0
2499.0
2499.0
Mean
670.5075198249932
560.0
713.2
661.4091181763647
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1895125
3653814
Estimated Fragment Length
125
140
Cross-correlation at Estimated Fragment Length
0.411466069199415
0.555352628439274
Phantom Peak
35
30
Cross-correlation at Phantom Peak
0.4113345
0.5549192
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4023586
0.549624
NSC (Normalized Strand Cross-correlation coeff.)
1.022635
1.010423
RSC (Relative Strand Cross-correlation coeff.)
1.014664
1.08185
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
0.35937994024586767
0.37841179161749705
Synthetic AUC
0.4916093685706165
0.4938633254511865
X-intercept
0.04623637466285769
0.03929403597248599
Synthetic X-intercept
4.239462420612419e-121
1.2424093710549123e-227
Elbow Point
0.4996169744170829
0.4834321486139262
Synthetic Elbow Point
0.49644217555150877
0.49869088048560495
JS Distance
0.06083863181719166
0.031850458264018916
Synthetic JS Distance
0.18135496581153585
0.16630104875681415
% Genome Enriched
40.114149603408926
39.58669145693356
Diff. Enrichment
12.221848298071276
8.873628796200828
CHANCE Divergence
0.10410853287881153
0.0754311690797172
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
0.1918337352396135
0.14681744606017624
0.2465731463824511
0.22974143961990298
0.23878277890446065
0.22178305103473456
0.060598707795362805
0.17331727968003227
0.15541652637963255
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
0.03757149993694417
0.06245578750648824
0.056663274800879265
0.038113682333515496
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
0.008717933176459547
0.009050458576747283
0.0054493041170484945
0.008515567947302922
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