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
5040714
3888223
10167715
Distinct Fragments
3880095
2781686
9574819
Positions with Two Read
559721
529055
477081
NRF = Distinct/Total
0.769751
0.715413
0.941688
PBC1 = OneRead/Distinct
0.811847
0.743875
0.946719
PBC2 = OneRead/TwoRead
5.627881
3.911177
19.000264
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
24642
6670
N1
20426
5158
N2
17785
4636
Np
24772
6716
N optimal
24772
6716
N conservative
24642
6670
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0052755458160862
1.006896551724138
Self Consistency Ratio
1.1484959235310654
1.1125970664365832
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
39620
37439
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
109.0
110.0
109.0
109.0
25 percentile
436.0
440.0
292.75
436.0
50 percentile (median)
436.0
440.0
436.0
436.0
75 percentile
436.0
440.0
436.0
436.0
Max size
2521.0
13343.0
10717.0
10717.0
Mean
428.01567390206964
442.0911883330217
417.9279332936272
430.28608913289196
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5040714
3888223
Estimated Fragment Length
175
180
Cross-correlation at Estimated Fragment Length
0.633067299178288
0.554636909286894
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5676907
0.4803065
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5052038
0.4198109
NSC (Normalized Strand Cross-correlation coeff.)
1.253093
1.321159
RSC (Relative Strand Cross-correlation coeff.)
2.046245
2.228694
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
0.23438932234897786
0.2209823117227672
Synthetic AUC
0.49433393040849694
0.4933143500953039
X-intercept
0.044888218438969105
0.05284981123642139
Synthetic X-intercept
2.6803848565852605e-267
1.589280719727859e-191
Elbow Point
0.7393945198700604
0.7401028821365004
Synthetic Elbow Point
0.5068989388537972
0.5044410003661359
JS Distance
0.2744730531224541
0.29503305999232343
Synthetic JS Distance
0.38493514710794313
0.4021159368183441
% Genome Enriched
21.62220945174756
22.0362521849484
Diff. Enrichment
30.625519258377903
32.881168200017704
CHANCE Divergence
0.26394826406261984
0.2829419495504172
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
0.44651332378623626
0.4657114671361377
0.44369135877756194
0.4519548212745021
0.44269536706880985
0.45152874049238856
0.4496098166621345
0.453525230566201
0.454193995062924
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
0.3725681374723896
0.34474014139235415
0.3504318755416939
0.3731474789254483
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
0.2270860466669529
0.1917557255037913
0.20220766890599493
0.22757683206671342
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