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
5986305
6219132
5795735
Distinct Fragments
4935405
5157216
4886319
Positions with Two Read
768887
781278
688978
NRF = Distinct/Total
0.824449
0.82925
0.843089
PBC1 = OneRead/Distinct
0.81768
0.823211
0.837874
PBC2 = OneRead/TwoRead
5.248602
5.434016
5.942306
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
74685
675
N1
59937
178
N2
47578
241
Np
75595
785
N optimal
75595
785
N conservative
74685
675
Optimal Set
pooled-pr1_vs_pooled-pr2
pooled-pr1_vs_pooled-pr2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0121845082680592
1.162962962962963
Self Consistency Ratio
1.259762915633276
1.353932584269663
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
119215
117569
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
68.0
86.0
74.0
74.0
25 percentile
270.0
290.0
296.0
296.0
50 percentile (median)
270.0
290.0
296.0
296.0
75 percentile
270.0
290.0
296.0
296.0
Max size
270.0
290.0
296.0
296.0
Mean
269.99519355785765
289.9934251375788
293.74140127388534
295.97654606786165
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
5643157
5872415
Estimated Fragment Length
160
175
Cross-correlation at Estimated Fragment Length
0.616694077751432
0.627088298710726
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.615285
0.6264103
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.6097942
0.6217089
NSC (Normalized Strand Cross-correlation coeff.)
1.011315
1.008653
RSC (Relative Strand Cross-correlation coeff.)
1.256634
1.144214
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
0.39112739785861383
0.3975342381041549
Synthetic AUC
0.49797788433066814
0.49802385929377474
X-intercept
0.019382405358101516
0.01903115913250165
Synthetic X-intercept
0.0
0.0
Elbow Point
0.5000169635961227
0.5124682431501997
Synthetic Elbow Point
0.5015185215206792
0.502247835265171
JS Distance
0.07597142560352656
0.057432362055687414
Synthetic JS Distance
0.15931365321361232
0.15049573374386824
% Genome Enriched
46.76903365377899
44.28296874906451
Diff. Enrichment
11.772229303922732
10.802007657339235
CHANCE Divergence
0.10081176910265234
0.09198414549679942
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
0.5398112530112104
0.5379048302365922
0.543769594599512
0.48361351774248107
0.5427003571806904
0.47801285447504716
0.5272553844051052
0.5399434154041726
0.5387799430440727
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
0.36666484292876245
0.3042827517387996
0.25669146711234614
0.370690530375902
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
0.006749838332547875
0.002337200567025357
0.0031237401548653773
0.007629133482208284
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