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
2592247
3380956
7420988
Distinct Fragments
2417416
3130633
7150395
Positions with Two Read
145644
208549
223621
NRF = Distinct/Total
0.932556
0.925961
0.963537
PBC1 = OneRead/Distinct
0.934752
0.927886
0.967064
PBC2 = OneRead/TwoRead
15.515126
13.928957
30.922373
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
4185
95
N1
6449
71
N2
7157
50
Np
3878
85
N optimal
4185
95
N conservative
4185
95
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0791645177926767
1.1176470588235294
Self Consistency Ratio
1.1097844627073965
1.42
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
22675
24561
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
158.0
140.0
191.0
191.0
25 percentile
600.0
560.0
640.0
640.0
50 percentile (median)
600.0
560.0
640.0
640.0
75 percentile
600.0
560.0
640.0
640.0
Max size
630.0
560.0
2226.0
2466.0
Mean
599.7464167585447
559.9828997190668
665.0105263157894
641.089605734767
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2592247
3380956
Estimated Fragment Length
135
130
Cross-correlation at Estimated Fragment Length
0.48254031626301
0.544936719548031
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.4822937
0.5443744
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4767557
0.5399152
NSC (Normalized Strand Cross-correlation coeff.)
1.012133
1.009301
RSC (Relative Strand Cross-correlation coeff.)
1.044537
1.126116
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
0.3710434933092779
0.3800288871055425
Synthetic AUC
0.4928204368446853
0.4936894436658052
X-intercept
0.0419538979993735
0.039751153747159276
Synthetic X-intercept
6.820707703731035e-166
3.685457303147634e-215
Elbow Point
0.49947824490765036
0.47153292244704137
Synthetic Elbow Point
0.5080863585728997
0.49462472243072675
JS Distance
0.04917784419728432
0.03388456415450082
Synthetic JS Distance
0.16924235884672323
0.161116287909304
% Genome Enriched
38.746750253894206
38.459635310149984
Diff. Enrichment
10.193627027705048
8.66811561240386
CHANCE Divergence
0.0866588810834179
0.07366791662187319
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
0.18112880088673838
0.18057998437966308
0.23690426909000112
0.2366557239645177
0.24306629596014767
0.23133084000584175
0.07094003274284831
0.1814916096242398
0.17123513580781882
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
0.0437815178564554
0.057589535238528604
0.05826957145669166
0.04068647173874623
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
0.006937845350116237
0.004911722466325337
0.004149548851651247
0.0068651471306317175
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