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
1883552
2141193
8114259
Distinct Fragments
1837152
2087596
7503795
Positions with Two Read
36536
45377
453568
NRF = Distinct/Total
0.975366
0.974969
0.924767
PBC1 = OneRead/Distinct
0.978149
0.976706
0.931082
PBC2 = OneRead/TwoRead
49.184612
44.933953
15.403759
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
7018
217
N1
5215
183
N2
6651
74
Np
6167
211
N optimal
7018
217
N conservative
7018
217
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1379925409437328
1.028436018957346
Self Consistency Ratio
1.27535953978907
2.472972972972973
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
32790
32958
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
100.0
116.0
109.0
109.0
25 percentile
400.0
440.0
436.0
436.0
50 percentile (median)
400.0
440.0
436.0
436.0
75 percentile
400.0
440.0
436.0
436.0
Max size
460.0
471.0
561.0
561.0
Mean
399.9582494663007
439.9577947691001
393.221198156682
434.7460815047022
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1883552
2141193
Estimated Fragment Length
100
95
Cross-correlation at Estimated Fragment Length
0.430000924262776
0.458864519858417
Phantom Peak
40
25
Cross-correlation at Phantom Peak
0.4267584
0.456055
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.418583
0.4503665
NSC (Normalized Strand Cross-correlation coeff.)
1.027278
1.018869
RSC (Relative Strand Cross-correlation coeff.)
1.396621
1.493892
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
0.35194212028570127
0.36151581723443904
Synthetic AUC
0.4917575255803474
0.4922703677537054
X-intercept
0.04711362933554121
0.04458786796612368
Synthetic X-intercept
1.5609680312925858e-125
6.295866763241961e-143
Elbow Point
0.5259189801191058
0.5020379662234281
Synthetic Elbow Point
0.5140951363055474
0.5092877951045622
JS Distance
0.06128998855762062
0.04489502671368685
Synthetic JS Distance
0.1887454850113608
0.1778839848973865
% Genome Enriched
36.29874210699572
39.02540724410706
Diff. Enrichment
11.10781830895201
9.556199156496564
CHANCE Divergence
0.0944404270128352
0.08134682190933225
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
0.2143281752653115
0.21196467509500821
0.21708605069423315
0.2340785982096492
0.20644435469288183
0.24329642101010562
0.13400714578408116
0.19923803326014722
0.20898091331648294
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
0.05779347371317981
0.0491452968316375
0.05211362015484303
0.05158811110607098
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
0.007892343408167501
0.008416555048687817
0.0054153611026812876
0.007271984537656519
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