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
4250834
1133268
2519188
Distinct Fragments
3266229
904378
2477568
Positions with Two Read
466629
146930
34322
NRF = Distinct/Total
0.768374
0.798027
0.983479
PBC1 = OneRead/Distinct
0.809662
0.799702
0.985159
PBC2 = OneRead/TwoRead
5.667331
4.922296
71.114708
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
7549
2483
N1
10517
3696
N2
3078
1324
Np
9460
3540
N optimal
9460
3540
N conservative
7549
2483
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.2531461120678236
1.4256947241240434
Self Consistency Ratio
3.416829109811566
2.7915407854984893
Reproducibility Test
borderline
borderline
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
21215
29769
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
85.0
70.0
81.0
81.0
25 percentile
340.0
280.0
259.0
324.0
50 percentile (median)
340.0
280.0
324.0
324.0
75 percentile
340.0
280.0
324.0
324.0
Max size
604.0
304.0
602.0
602.0
Mean
333.01112420457224
277.9241828748026
285.3466101694915
309.51226215644823
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
4250834
1133268
Estimated Fragment Length
145
125
Cross-correlation at Estimated Fragment Length
0.591046805954711
0.363974195547283
Phantom Peak
40
40
Cross-correlation at Phantom Peak
0.5065163
0.2705165
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4477038
0.2066463
NSC (Normalized Strand Cross-correlation coeff.)
1.320174
1.761339
RSC (Relative Strand Cross-correlation coeff.)
2.437286
2.463242
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
0.2971420328473882
0.2666595834152497
Synthetic AUC
0.49381953744639284
0.48828814638940676
X-intercept
0.04180721089113848
0.08165361791253178
Synthetic X-intercept
2.169493816288734e-224
1.2749310031407683e-61
Elbow Point
0.703036952076996
0.6474442726774049
Synthetic Elbow Point
0.5070578396578023
0.5154530195459792
JS Distance
0.17470937269240164
0.19385650110449093
Synthetic JS Distance
0.30084361331445525
0.31678842524787904
% Genome Enriched
19.379245000748018
32.66264399341745
Diff. Enrichment
18.58681998608254
24.493072254514793
CHANCE Divergence
0.16454932425603166
0.2092878154999721
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
0.26310755199644087
0.3128973818904083
0.3013161407019986
0.23442721349761544
0.3012840241410434
0.2361733474479161
0.2334797910922398
0.27060099199004484
0.27430953229424127
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
0.17352564598829212
0.20365967184840852
0.14114655520511618
0.19273015286950412
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
0.12315338760488563
0.14519633789040182
0.1121585489626873
0.14318280620053478
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