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
6452106
6314853
6769171
Distinct Fragments
5342578
5306035
5721680
Positions with Two Read
808397
751887
794234
NRF = Distinct/Total
0.828036
0.840247
0.845256
PBC1 = OneRead/Distinct
0.822513
0.835726
0.840453
PBC2 = OneRead/TwoRead
5.435869
5.89768
6.054645
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
62467
1538
N1
29969
733
N2
31615
667
Np
70180
1694
N optimal
70180
1694
N conservative
62467
1538
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.123473193846351
1.1014304291287387
Self Consistency Ratio
1.0549234208682305
1.0989505247376312
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
119262
98710
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
68.0
64.0
72.0
72.0
25 percentile
270.0
256.0
290.0
290.0
50 percentile (median)
270.0
256.0
290.0
290.0
75 percentile
270.0
256.0
290.0
290.0
Max size
289.0
330.0
763.0
763.0
Mean
269.94503697741106
255.94519298956538
281.3099173553719
289.7943858649188
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6063638
5927678
Estimated Fragment Length
170
150
Cross-correlation at Estimated Fragment Length
0.633249536836194
0.632986557060746
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.6331945
0.6330394
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6282045
0.6280359
NSC (Normalized Strand Cross-correlation coeff.)
1.008031
1.007883
RSC (Relative Strand Cross-correlation coeff.)
1.011025
0.9894394
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
0.39865019518891515
0.40148810723381595
Synthetic AUC
0.4980512084949415
0.49804323776456794
X-intercept
0.019505350848831034
0.019553251024864184
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5514048722462388
0.5437228815149229
Synthetic Elbow Point
0.5004854649850741
0.49991280056547815
JS Distance
0.0603327973514023
0.054988620817876116
Synthetic JS Distance
0.15133310788280044
0.14686501115669362
% Genome Enriched
40.258301699258745
41.61826753046651
Diff. Enrichment
10.58798192890582
10.190398229478198
CHANCE Divergence
0.09005417695005236
0.08662648756292722
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
0.5147578784116794
0.4391804024594158
0.37637557645778114
0.3772625296483642
0.3760508587683096
0.3968400230955032
0.5060493238748893
0.5025850852180264
0.5045222156462377
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
0.30205084050809833
0.16708337527448153
0.16701808597143394
0.33170164637381006
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
0.01691168548304431
0.009889722741049758
0.008665975653615505
0.01823228618053098
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