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
11191090
9114264
6494503
Distinct Fragments
10023805
8166672
5994054
Positions with Two Read
852540
694750
407718
NRF = Distinct/Total
0.895695
0.896032
0.922943
PBC1 = OneRead/Distinct
0.902013
0.901955
0.925259
PBC2 = OneRead/TwoRead
10.605484
10.60233
13.602667
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
9964
3159
N1
8500
2228
N2
10121
2654
Np
9903
3147
N optimal
9964
3159
N conservative
9964
3159
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0061597495708372
1.003813155386082
Self Consistency Ratio
1.1907058823529413
1.1912028725314183
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
14582
16544
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
122.0
129.0
126.0
126.0
25 percentile
490.0
516.0
504.0
504.0
50 percentile (median)
490.0
516.0
504.0
504.0
75 percentile
490.0
516.0
504.0
504.0
Max size
490.0
516.0
566.0
566.0
Mean
488.6300233164175
511.68163684719536
476.94396961063626
495.2036330790847
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
11191090
9114264
Estimated Fragment Length
155
170
Cross-correlation at Estimated Fragment Length
0.800829706455353
0.767901549997614
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.7919859
0.7554866
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7721786
0.7299757
NSC (Normalized Strand Cross-correlation coeff.)
1.037104
1.051955
RSC (Relative Strand Cross-correlation coeff.)
1.446492
1.486653
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
0.3656225148496016
0.35019751862130527
Synthetic AUC
0.49717144676144537
0.49686654224022575
X-intercept
0.029174674833499982
0.0297933743271643
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6182683998235708
0.6466188072671245
Synthetic Elbow Point
0.5008936710514175
0.5045028410077878
JS Distance
0.06632702744304338
0.09008075447158714
Synthetic JS Distance
0.2015118986947901
0.2233667715288975
% Genome Enriched
26.859541244304474
25.411385268166313
Diff. Enrichment
7.609947229897318
10.218196751506536
CHANCE Divergence
0.06597779828115964
0.08879704020346102
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
0.16438900147752025
0.2029619513445417
0.17798960404613506
0.218017746566161
0.18281651841305122
0.21847582818490846
0.1757020495492169
0.18262536348382222
0.18031094671732892
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
0.14003665256858164
0.11794870721710898
0.15290045394836763
0.13989323568100154
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
0.07162899346986452
0.05256083747207415
0.07025768741909283
0.07137285266566806
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