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
3326648
3720351
5455626
Distinct Fragments
3061860
3384036
5286003
Positions with Two Read
213281
279524
138693
NRF = Distinct/Total
0.920404
0.909601
0.968909
PBC1 = OneRead/Distinct
0.924071
0.909882
0.972002
PBC2 = OneRead/TwoRead
13.265959
11.015419
37.0459
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
22683
54
N1
13060
34
N2
10781
50
Np
8219
101
N optimal
22683
101
N conservative
22683
54
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
2.759824796203918
1.8703703703703705
Self Consistency Ratio
1.2113904090529635
1.4705882352941178
Reproducibility Test
borderline
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
46202
75485
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
370.0
271.0
464.0
464.0
25 percentile
370.0
576.0
464.0
464.0
50 percentile (median)
370.0
576.0
464.0
464.0
75 percentile
370.0
576.0
464.0
464.0
Max size
370.0
576.0
464.0
464.0
Mean
370.0
575.9959594621448
464.0
464.0
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3326648
3720351
Estimated Fragment Length
150
120
Cross-correlation at Estimated Fragment Length
0.543473020254768
0.560636949701222
Phantom Peak
40
30
Cross-correlation at Phantom Peak
0.5381434
0.5603345
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.53162
0.5558975
NSC (Normalized Strand Cross-correlation coeff.)
1.022296
1.008526
RSC (Relative Strand Cross-correlation coeff.)
1.816994
1.068157
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
0.3368341401139324
0.3816358636683477
Synthetic AUC
0.49361050191837585
0.49392821675615944
X-intercept
0.04501032346868548
0.03887209870632474
Synthetic X-intercept
7.512040322292618e-210
1.5283004508935224e-232
Elbow Point
0.5211965249309275
0.4663295330999332
Synthetic Elbow Point
0.49907067301365887
0.5102557926383854
JS Distance
0.05252792822128201
0.02930652477021469
Synthetic JS Distance
0.21851391859705163
0.1599219624447003
% Genome Enriched
37.898999571102266
35.58474719969678
Diff. Enrichment
9.56293611604384
6.772569323870653
CHANCE Divergence
0.08177722103605
0.05764113737448698
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
0.2929810124851731
0.42488847733903623
0.29754723442152725
0.21202807004341262
0.2971891759577413
0.2334523104709484
0.4660874381883313
0.16132810207139436
0.18139488759322436
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
0.13416458922204377
0.09894359732875366
0.07284902734601789
0.05503638533749136
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
0.003003136131719077
0.0016682269335482553
0.0045958359973837185
0.004370472878863263
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