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
5951243
8260374
16962764
Distinct Fragments
5073591
6053380
15997580
Positions with Two Read
634101
1281665
812766
NRF = Distinct/Total
0.852526
0.732822
0.9431
PBC1 = OneRead/Distinct
0.856688
0.723439
0.946435
PBC2 = OneRead/TwoRead
6.854564
3.416846
18.628565
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
6370
329
N1
5953
263
N2
6597
168
Np
6270
408
N optimal
6370
408
N conservative
6370
329
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0159489633173844
1.2401215805471124
Self Consistency Ratio
1.108180749202083
1.5654761904761905
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
16497
19308
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
161.0
154.0
152.0
152.0
25 percentile
630.0
616.0
610.0
610.0
50 percentile (median)
630.0
616.0
610.0
610.0
75 percentile
630.0
616.0
610.0
610.0
Max size
6673.0
3882.0
6099.0
6099.0
Mean
633.7496514517791
617.5638077480837
704.1666666666666
615.8915227629514
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5951243
8260374
Estimated Fragment Length
165
160
Cross-correlation at Estimated Fragment Length
0.646921491839145
0.667146814389367
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.646527
0.6669852
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6421445
0.663282
NSC (Normalized Strand Cross-correlation coeff.)
1.007439
1.005827
RSC (Relative Strand Cross-correlation coeff.)
1.090011
1.043639
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
0.38906846699941067
0.39582063953463276
Synthetic AUC
0.49597889833970255
0.4963132884840719
X-intercept
0.030929358232288644
0.030138703925918088
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4953489161447217
0.4809334512659454
Synthetic Elbow Point
0.49924713141195204
0.5028315051187571
JS Distance
0.04431682061603414
0.03214546521368783
Synthetic JS Distance
0.1586172600912648
0.15030081922748137
% Genome Enriched
36.06561632102162
37.53052304976929
Diff. Enrichment
7.532099080617016
6.492936921012821
CHANCE Divergence
0.06417290343161908
0.055233786332155976
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
0.14635910457808282
0.15552422038752223
0.17940405339943255
0.18381465275662956
0.19418082703692285
0.18732423566382997
0.1391243060892793
0.14600346760031677
0.1489171427447567
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
0.060769938028274254
0.06204133454543167
0.06010631913397223
0.06017739615295016
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
0.010436747726419159
0.010470076060219059
0.006967418148584247
0.011454073334735509
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