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
20595534
6617622
14974631
Distinct Fragments
16904481
5708328
13395746
Positions with Two Read
2239635
626106
1247590
NRF = Distinct/Total
0.820784
0.862595
0.894563
PBC1 = OneRead/Distinct
0.835457
0.869398
0.896166
PBC2 = OneRead/TwoRead
6.30592
7.926466
9.6224
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
12233
3351
N1
10495
2929
N2
8263
2159
Np
12452
3400
N optimal
12452
3400
N conservative
12233
3351
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0179023951606312
1.0146225007460459
Self Consistency Ratio
1.2701198112065835
1.3566465956461324
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
20792
17539
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
148.0
138.0
146.0
146.0
25 percentile
590.0
550.0
335.75
584.0
50 percentile (median)
590.0
550.0
492.5
584.0
75 percentile
590.0
550.0
584.0
584.0
Max size
1230.0
1148.0
1299.0
1299.0
Mean
568.6155252020008
532.7396658874508
464.5658823529412
547.3938323160938
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
15000000
6617622
Estimated Fragment Length
200
180
Cross-correlation at Estimated Fragment Length
0.833029455190071
0.687534572338364
Phantom Peak
55
55
Cross-correlation at Phantom Peak
0.8209627
0.6686197
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.8015491
0.6466823
NSC (Normalized Strand Cross-correlation coeff.)
1.039274
1.063172
RSC (Relative Strand Cross-correlation coeff.)
1.621558
1.862217
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
0.3778908633844388
0.35740518115031805
Synthetic AUC
0.49782170969758094
0.4962542255049806
X-intercept
0.02852436760037535
0.030417074290734123
Synthetic X-intercept
0.0
0.0
Elbow Point
0.6090422664563659
0.6233593547227824
Synthetic Elbow Point
0.5013711858658624
0.500431177273946
JS Distance
0.11410177229654442
0.14825885125066735
Synthetic JS Distance
0.18739684473670873
0.21408348015176215
% Genome Enriched
24.13440613332801
26.329985824665084
Diff. Enrichment
11.556809712433347
14.67825237834256
CHANCE Divergence
0.10436081533218988
0.12937341942094785
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
0.19797466637050237
0.1979304419304021
0.17706617723529577
0.20539562011972567
0.17416045511450132
0.20752561620908402
0.2268555906126626
0.19485142436496297
0.1903740018378564
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
0.13937696213805945
0.12329375356282049
0.12681030000068122
0.14109511753864315
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
0.06616529773809983
0.05610274844843175
0.06345248552554747
0.0667705133749256
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