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
2658944
2344199
4223403
Distinct Fragments
2358564
2124177
4036854
Positions with Two Read
240133
181145
162251
NRF = Distinct/Total
0.88703
0.906142
0.95583
PBC1 = OneRead/Distinct
0.886436
0.906284
0.957218
PBC2 = OneRead/TwoRead
8.706488
10.627437
23.815866
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
5737
273
N1
8323
196
N2
8026
226
Np
5047
274
N optimal
5737
274
N conservative
5737
273
Optimal Set
rep1_vs_rep2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.136714880126808
1.0036630036630036
Self Consistency Ratio
1.0370047346125093
1.153061224489796
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
23196
25103
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
118.0
114.0
125.0
125.0
25 percentile
470.0
450.0
484.0
484.0
50 percentile (median)
470.0
450.0
484.0
484.0
75 percentile
470.0
450.0
484.0
484.0
Max size
470.0
450.0
484.0
484.0
Mean
469.9522762545266
449.92626379317215
462.2554744525547
482.9614781244553
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2658944
2344199
Estimated Fragment Length
125
125
Cross-correlation at Estimated Fragment Length
0.472445703469431
0.4524632469258
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.4699639
0.449343
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.461279
0.4402924
NSC (Normalized Strand Cross-correlation coeff.)
1.024208
1.027643
RSC (Relative Strand Cross-correlation coeff.)
1.285759
1.344756
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
0.3562367765326039
0.3518298454347249
Synthetic AUC
0.4927226809111016
0.49233094108389247
X-intercept
0.04322640101812437
0.04438136577075446
Synthetic X-intercept
2.0283969947016278e-161
3.2507876427227534e-145
Elbow Point
0.5209888413249979
0.5302505016815808
Synthetic Elbow Point
0.4943547399496955
0.5031058664077671
JS Distance
0.047518031347697574
0.053461032347481244
Synthetic JS Distance
0.18863954528955257
0.1930396305163037
% Genome Enriched
34.859788475885374
36.822630128023555
Diff. Enrichment
11.420832790262182
12.062405292637807
CHANCE Divergence
0.0971945056225158
0.10257751335408483
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
0.1783957921808832
0.18992805890256437
0.2427735659639284
0.24899359367897161
0.2425559328788567
0.24305614135722278
0.08930004739523853
0.1661018033280593
0.16864628122667993
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
0.06157361075760867
0.07704371915281291
0.07501632042680084
0.05534871035645928
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
0.008476729470910117
0.006577355911366963
0.007786003470756092
0.008462959532817093
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