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
6582211
6980028
3028723
Distinct Fragments
5771458
5892355
2964118
Positions with Two Read
443052
567174
56764
NRF = Distinct/Total
0.876827
0.844174
0.978669
PBC1 = OneRead/Distinct
0.902168
0.873047
0.979821
PBC2 = OneRead/TwoRead
11.752171
9.070058
51.164541
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
25478
8727
N1
16456
5985
N2
23496
8733
Np
26855
9525
N optimal
26855
9525
N conservative
25478
8727
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0540466284637726
1.0914403575111722
Self Consistency Ratio
1.427807486631016
1.4591478696741855
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
26237
44876
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
126.0
130.0
129.0
129.0
25 percentile
504.0
520.0
348.0
516.0
50 percentile (median)
504.0
520.0
516.0
516.0
75 percentile
504.0
520.0
516.0
516.0
Max size
934.0
1142.0
1181.0
1181.0
Mean
484.0899111941152
502.8555352526963
440.4387401574803
487.85295103332714
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
6582211
6980028
Estimated Fragment Length
200
210
Cross-correlation at Estimated Fragment Length
0.730680705144698
0.751520572435464
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.6709047
0.6718289
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6067209
0.5808487
NSC (Normalized Strand Cross-correlation coeff.)
1.204311
1.293832
RSC (Relative Strand Cross-correlation coeff.)
1.931326
1.875922
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
0.2780558495135163
0.24140754793247293
Synthetic AUC
0.49623736188477235
0.49627727657244686
X-intercept
0.0321587669546725
0.033018595028956856
Synthetic X-intercept
0.0
0.0
Elbow Point
0.7728557663342397
0.7961429429261685
Synthetic Elbow Point
0.4983683783851262
0.5049632768609326
JS Distance
0.230974789948603
0.29061260184382237
Synthetic JS Distance
0.33439699458785005
0.39037532857139107
% Genome Enriched
18.06057897750283
16.8454483973483
Diff. Enrichment
27.386089975476324
34.60483490558903
CHANCE Divergence
0.24465443437947443
0.30709072930557185
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
0.3623767796668456
0.49439335654280386
0.3591861182078591
0.45278259898703854
0.35868094449914856
0.45161738883306435
0.48187388565991285
0.4256709740446029
0.4255612850876376
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
0.3742370427524479
0.2999498676876769
0.3966987403956437
0.38241625731840995
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
0.2548957019993132
0.1928416034943656
0.2779303648217506
0.2658562307772729
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