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
3886396
5379992
4853314
Distinct Fragments
3404103
4647513
4257763
Positions with Two Read
392739
586261
489259
NRF = Distinct/Total
0.875902
0.863851
0.87729
PBC1 = OneRead/Distinct
0.872132
0.858962
0.873194
PBC2 = OneRead/TwoRead
7.559285
6.809319
7.598947
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
65115
567
N1
37551
209
N2
34636
272
Np
70278
630
N optimal
70278
630
N conservative
65115
567
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0792904860631192
1.1111111111111112
Self Consistency Ratio
1.084160988566809
1.3014354066985645
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
105545
145295
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
56.0
58.0
58.0
58.0
25 percentile
216.0
224.0
230.0
230.0
50 percentile (median)
216.0
224.0
230.0
230.0
75 percentile
216.0
224.0
230.0
230.0
Max size
383.0
456.0
478.0
478.0
Mean
215.99518688710975
223.99422554114045
228.30793650793652
229.98239847462932
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
3667818
5070577
Estimated Fragment Length
115
140
Cross-correlation at Estimated Fragment Length
0.534267018607065
0.607150986851944
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.5346148
0.6072301
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.5291389
0.6025437
NSC (Normalized Strand Cross-correlation coeff.)
1.009691
1.007646
RSC (Relative Strand Cross-correlation coeff.)
0.9364872
0.9831271
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
0.3942492809282617
0.4040759186352036
Synthetic AUC
0.4975339051058796
0.497896335417975
X-intercept
0.02054713890368703
0.01993459553182532
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5290060236756992
0.5259073922212978
Synthetic Elbow Point
0.5017545590805023
0.49814552416003793
JS Distance
0.05295348834494976
0.03886952303991985
Synthetic JS Distance
0.15768067480915532
0.14891868018965468
% Genome Enriched
43.755948354812254
43.34033667937644
Diff. Enrichment
11.811598472418023
10.251637857061652
CHANCE Divergence
0.10052791646611624
0.08716343442611833
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
0.43674563015133655
0.5412598153458112
0.45420857426926625
0.39361059865620834
0.45581734588201833
0.4036381221001325
0.5340560193996137
0.5320404935505276
0.47081972361577146
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
0.2642632509366614
0.1768946209738166
0.15872218364016719
0.28246952504542555
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
0.007374659039236716
0.00435666299021929
0.004804566505758195
0.007829929725010107
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