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
18781110
16062360
23699690
Distinct Fragments
16069166
13890573
20246100
Positions with Two Read
1910365
1563602
2443170
NRF = Distinct/Total
0.855603
0.86479
0.854277
PBC1 = OneRead/Distinct
0.860013
0.86883
0.858172
PBC2 = OneRead/TwoRead
7.234058
7.718423
7.111513
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
8362
349
N1
6917
206
N2
6926
190
Np
7927
322
N optimal
8362
349
N conservative
8362
349
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0548757411378833
1.0838509316770186
Self Consistency Ratio
1.001301142113633
1.0842105263157895
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
18314
18555
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
154.0
152.0
158.0
158.0
25 percentile
616.0
610.0
616.0
616.0
50 percentile (median)
616.0
610.0
616.0
616.0
75 percentile
616.0
610.0
616.0
616.0
Max size
616.0
610.0
616.0
616.0
Mean
615.691711259146
609.654756130423
573.1661891117478
614.1833293470462
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
15000000
Estimated Fragment Length
220
205
Cross-correlation at Estimated Fragment Length
0.832711418475151
0.830486023090593
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.8331457
0.8308292
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8286273
0.8263459
NSC (Normalized Strand Cross-correlation coeff.)
1.004929
1.00501
RSC (Relative Strand Cross-correlation coeff.)
0.9038903
0.9234457
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
0.4086096099529738
0.40704961740458157
Synthetic AUC
0.4977655663520504
0.49759690644789667
X-intercept
0.028484463564572373
0.02862826396961018
Synthetic X-intercept
0.0
0.0
Elbow Point
0.45388600622336195
0.45889705089336
Synthetic Elbow Point
0.4987189596321903
0.5004614784716181
JS Distance
0.015887216528981826
0.018128741076907276
Synthetic JS Distance
0.13684563802556157
0.13819012866554278
% Genome Enriched
35.917346722748825
36.62017120237111
Diff. Enrichment
3.8943676591797427
4.199714672597699
CHANCE Divergence
0.03323784103887948
0.035789487328163956
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
0.13982208398056398
0.14224096209834963
0.1617178615312726
0.18056674781665213
0.16381877918405446
0.16035437523164564
0.16179610651948936
0.14643253292193187
0.1374624330937952
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
0.06496168635840698
0.05550374256546109
0.05707187821490359
0.06196980489783879
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
0.005326954778636017
0.003248893115165449
0.0035012381041825444
0.005021891437396511
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