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
7407013
2795582
8266244
Distinct Fragments
6641417
2558056
7614388
Positions with Two Read
567703
193034
470419
NRF = Distinct/Total
0.896639
0.915035
0.921142
PBC1 = OneRead/Distinct
0.903405
0.916886
0.930684
PBC2 = OneRead/TwoRead
10.568713
12.150424
15.064415
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
37035
1592
N1
27321
1701
N2
14907
569
Np
38463
2279
N optimal
38463
2279
N conservative
37035
1592
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0385581206966383
1.431532663316583
Self Consistency Ratio
1.8327631314147717
2.9894551845342705
Reproducibility Test
pass
borderline
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
96245
62054
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
97.0
124.0
100.0
100.0
25 percentile
380.0
470.0
400.0
400.0
50 percentile (median)
380.0
470.0
400.0
400.0
75 percentile
380.0
470.0
400.0
400.0
Max size
380.0
470.0
400.0
400.0
Mean
379.95960309626474
469.894914107068
394.44844229925405
399.680030158854
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
7407013
2795582
Estimated Fragment Length
150
125
Cross-correlation at Estimated Fragment Length
0.718755316161021
0.496588887896384
Phantom Peak
40
35
Cross-correlation at Phantom Peak
0.7085247
0.4924624
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6988096
0.4832961
NSC (Normalized Strand Cross-correlation coeff.)
1.028542
1.027505
RSC (Relative Strand Cross-correlation coeff.)
2.053052
1.450184
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
0.35885291580015916
0.3469507387416413
Synthetic AUC
0.49566224775710316
0.49301909336807237
X-intercept
0.035546546103167986
0.043122333909282086
Synthetic X-intercept
0.0
1.5102085312516694e-175
Elbow Point
0.5320968391985667
0.5488166447859346
Synthetic Elbow Point
0.5027527256798077
0.5022007267851253
JS Distance
0.0301706384248864
0.04769644319689731
Synthetic JS Distance
0.200066673032003
0.20368638937297737
% Genome Enriched
29.15431303147234
36.3803416586526
Diff. Enrichment
6.786559567468098
11.381466544837938
CHANCE Divergence
0.05821520522999822
0.09678865649624145
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
0.45952155682507645
0.3831213068628956
0.3617801125748647
0.3047490542852324
0.36906053452035537
0.3121867693876536
0.47491032418693296
0.4025836163566499
0.4063129612827919
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
0.21381335190668407
0.1821488643394787
0.12954762288758873
0.22879623997967907
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
0.029577230602917177
0.03028468104789538
0.01828434411050896
0.038636830152953924
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