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
1213856
1584257
14908501
Distinct Fragments
1062008
1287915
13919682
Positions with Two Read
118858
207082
781948
NRF = Distinct/Total
0.874904
0.812946
0.933674
PBC1 = OneRead/Distinct
0.873956
0.807712
0.939887
PBC2 = OneRead/TwoRead
7.808881
5.023445
16.731203
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
8542
404
N1
2736
166
N2
4781
147
Np
7324
313
N optimal
8542
404
N conservative
8542
404
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1663025669033316
1.29073482428115
Self Consistency Ratio
1.7474415204678362
1.129251700680272
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
32423
35894
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
111.0
111.0
129.0
129.0
25 percentile
444.0
444.0
516.0
516.0
50 percentile (median)
444.0
444.0
516.0
516.0
75 percentile
444.0
444.0
516.0
516.0
Max size
444.0
1521.0
2777.0
2777.0
Mean
443.79859975943003
444.18593636819526
529.1064356435644
516.5492858815265
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
1213856
1584257
Estimated Fragment Length
135
140
Cross-correlation at Estimated Fragment Length
0.299040481940387
0.323090965182463
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.2945612
0.3198049
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.2814003
0.3094335
NSC (Normalized Strand Cross-correlation coeff.)
1.062687
1.044137
RSC (Relative Strand Cross-correlation coeff.)
1.340346
1.316832
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
0.3206608760670526
0.3321342208588276
Synthetic AUC
0.4891465954148248
0.4901622321642678
X-intercept
0.06256848542670039
0.05405982607446025
Synthetic X-intercept
6.415039957716691e-72
9.122672780363875e-88
Elbow Point
0.5677409439562172
0.5517595141102434
Synthetic Elbow Point
0.5184906752085341
0.4977338178315922
JS Distance
0.11197053209012046
0.10169595696679978
Synthetic JS Distance
0.21818134219484123
0.2102302042187155
% Genome Enriched
39.60668158293398
40.964913506274215
Diff. Enrichment
16.671064632589545
15.95470011649719
CHANCE Divergence
0.14303598523234853
0.13682451537878626
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
0.26254458977407846
0.27402413905946216
0.180289681387924
0.20942215679057785
0.17847706610989916
0.22666709785912942
0.20979172256152306
0.2530264543289747
0.2502963925039526
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
0.09648152881850773
0.04293819693465784
0.05950759398640975
0.08370940449003822
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
0.017248219638794235
0.009272800471879184
0.011250264682669542
0.015284382466584558
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