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
2170248
2321590
3455157
Distinct Fragments
1982463
2102693
3342844
Positions with Two Read
157193
180128
94612
NRF = Distinct/Total
0.913473
0.905712
0.967494
PBC1 = OneRead/Distinct
0.913609
0.905753
0.969662
PBC2 = OneRead/TwoRead
11.522122
10.573154
34.260242
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
1623
79
N1
5518
77
N2
5738
62
Np
1432
63
N optimal
1623
79
N conservative
1623
79
Optimal Set
rep1_vs_rep2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.1333798882681565
1.253968253968254
Self Consistency Ratio
1.0398695179412831
1.2419354838709677
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
15565
16392
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
168.0
138.0
150.0
150.0
25 percentile
536.0
544.0
600.0
600.0
50 percentile (median)
536.0
544.0
600.0
600.0
75 percentile
536.0
544.0
600.0
600.0
Max size
536.0
544.0
600.0
600.0
Mean
535.9690330870543
543.9752318204002
565.3417721518987
598.313000616143
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
2170248
2321590
Estimated Fragment Length
120
110
Cross-correlation at Estimated Fragment Length
0.435581932551966
0.445655771556925
Phantom Peak
30
30
Cross-correlation at Phantom Peak
0.4344844
0.4443837
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.4259883
0.4370919
NSC (Normalized Strand Cross-correlation coeff.)
1.022521
1.019593
RSC (Relative Strand Cross-correlation coeff.)
1.129183
1.174448
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
0.35821055763053844
0.3560189058208273
Synthetic AUC
0.49207058603046144
0.4923057981739051
X-intercept
0.04447307898678932
0.04431948968458342
Synthetic X-intercept
9.363312531216959e-136
2.8832735852294547e-144
Elbow Point
0.5070601212358155
0.5180886310007041
Synthetic Elbow Point
0.4997965161535266
0.50722813269783
JS Distance
0.033837872112235684
0.034156810484380844
Synthetic JS Distance
0.18381166557235434
0.1875423280357648
% Genome Enriched
39.2203248513475
37.537225459122304
Diff. Enrichment
11.013134082790499
10.579503517671125
CHANCE Divergence
0.09376559883212365
0.0899726024470092
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
0.13040994744880166
0.1386697858753846
0.21836806682941104
0.22315842540380254
0.23622184542491914
0.2283932959670255
0.03132281089111173
0.10582234349167553
0.10985466624083005
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
0.024566786591202195
0.052789703011572486
0.054926017920345
0.02220864341384854
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
0.0064422371589114335
0.005365854147375847
0.004603759477287081
0.003959648577846676
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