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
1809334
1671244
4150649
Distinct Fragments
1525588
1367562
3964354
Positions with Two Read
189971
198135
143207
NRF = Distinct/Total
0.843177
0.81829
0.955117
PBC1 = OneRead/Distinct
0.851932
0.824559
0.960256
PBC2 = OneRead/TwoRead
6.841555
5.691251
26.582451
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
17313
6817
N1
11816
3962
N2
11783
3623
Np
17160
6805
N optimal
17313
6817
N conservative
17313
6817
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.008916083916084
1.0017634092578986
Self Consistency Ratio
1.0028006449970297
1.0935688655810103
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
31319
29500
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
92.0
98.0
95.0
95.0
25 percentile
370.0
390.0
293.0
380.0
50 percentile (median)
370.0
390.0
380.0
380.0
75 percentile
370.0
390.0
380.0
380.0
Max size
613.0
632.0
1081.0
1081.0
Mean
364.2365337335164
383.85745762711866
333.76705295584566
361.5220932247444
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1809334
1671244
Estimated Fragment Length
150
165
Cross-correlation at Estimated Fragment Length
0.480068864761217
0.450163762873091
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.4160941
0.383488
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.3355557
0.3135813
NSC (Normalized Strand Cross-correlation coeff.)
1.430668
1.435557
RSC (Relative Strand Cross-correlation coeff.)
1.794339
1.953782
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
0.18670650711754794
0.17539902448439904
Synthetic AUC
0.49097262805771286
0.4904679689853466
X-intercept
0.09211607662908618
0.11526278414757722
Synthetic X-intercept
1.8781498080295366e-104
1.4798780808360388e-93
Elbow Point
0.7700608787929563
0.7684551308136056
Synthetic Elbow Point
0.5083067451977914
0.5141153361140623
JS Distance
0.31838587456684486
0.33008143913944027
Synthetic JS Distance
0.44262596892868655
0.4527076964430456
% Genome Enriched
19.60169471240156
19.671709313737225
Diff. Enrichment
38.6604444143616
40.71192285798758
CHANCE Divergence
0.3336882004660898
0.35140865387887477
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
0.4720303035615385
0.49091431782436035
0.4408388793299354
0.4598744065739585
0.43973696034407084
0.4606883307602515
0.4897633196661683
0.4782011246394355
0.47741545000670976
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
0.390323482864237
0.33647978215094776
0.3572634768176433
0.38957239928753185
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
0.27176353670672787
0.20066305273061244
0.2005483126279903
0.2706499200818318
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