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
12296583
7553355
15841255
Distinct Fragments
11322920
7128884
15052446
Positions with Two Read
793813
356467
690755
NRF = Distinct/Total
0.920818
0.943804
0.950205
PBC1 = OneRead/Distinct
0.923697
0.946315
0.951909
PBC2 = OneRead/TwoRead
13.175577
18.925095
20.743329
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
11981
2376
N1
9333
1479
N2
9114
1467
Np
11839
2341
N optimal
11981
2376
N conservative
11981
2376
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0119942562716446
1.0149508756941479
Self Consistency Ratio
1.0240289664252797
1.0081799591002045
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
20531
20353
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
132.0
139.0
135.0
135.0
25 percentile
530.0
556.0
355.75
540.0
50 percentile (median)
530.0
556.0
540.0
540.0
75 percentile
530.0
556.0
540.0
540.0
Max size
596.0
821.0
1655.0
1655.0
Mean
525.1021382299937
549.4823367562522
459.57996632996634
523.1670144395292
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
12296583
7553355
Estimated Fragment Length
195
190
Cross-correlation at Estimated Fragment Length
0.817098419662649
0.739001221969372
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8150538
0.7365768
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8082436
0.7285709
NSC (Normalized Strand Cross-correlation coeff.)
1.010956
1.014316
RSC (Relative Strand Cross-correlation coeff.)
1.300222
1.302829
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
0.3941765561630656
0.3842960232401219
Synthetic AUC
0.49730545023240497
0.4966059705761926
X-intercept
0.028868682917483266
0.029908474400373607
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4892488354734544
0.5254958468213514
Synthetic Elbow Point
0.49966378195644917
0.5032781421827468
JS Distance
0.05236578623000587
0.07184581879398133
Synthetic JS Distance
0.15654865811315016
0.16793080496085375
% Genome Enriched
30.125613197568367
31.228869880374084
Diff. Enrichment
7.816568358988962
9.87473653431785
CHANCE Divergence
0.06818877138806727
0.08549300705435463
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
0.16643305278184742
0.1817838710576411
0.16824647729656392
0.1877918689950926
0.16471797620819603
0.18367070852150572
0.18947766783454278
0.17690083353034383
0.16894406507357979
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
0.10933931609936304
0.08853841165806414
0.0990856952557461
0.10853396457557926
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
0.03539225649609437
0.023242234659460348
0.02797391317865109
0.03451185506899826
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