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Candace S. Johnson

dblp:95/11001 · DBLP profile ↗
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2ranked-venue papers
0as first author
0since 2021 · last 2015
0000-0002-1211-4692ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Applied, interdisciplinary, general and emerging computing · 2

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Interdisciplinary, comprehensive, and emerging computing
1 paper
Bioinformatics and computational biology · 100%

Topics — the 3 heaviest of 3, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Bioinformatics and computational biology › epigenomics › DNA methylation
DNA methylation analysis
0.112012
IMA: an R package for high-throughput analysis of Illumina's 450K Infinium methylation data · Bioinform. 2012
Bioinformatics and computational biology
epigenetics
0.112012
IMA: an R package for high-throughput analysis of Illumina's 450K Infinium methylation data · Bioinform. 2012
Bioinformatics and computational biology › gene expression analysis
microarray data
0.112012
IMA: an R package for high-throughput analysis of Illumina's 450K Infinium methylation data · Bioinform. 2012

Methods — techniques the papers use, named apart from their topics

r package · 0.1
YearPublicationVenuePosition
2015 SCNVSim: somatic copy number variation and structure variation simulator
abstract
BACKGROUND: Somatically acquired structure variations (SVs) and copy number variations (CNVs) can induce genetic changes that are directly related to tumor genesis. Somatic SV/CNV detection using next-generation sequencing (NGS) data still faces major challenges introduced by tumor sample characteristics, such as ploidy, heterogeneity, and purity. A simulated cancer genome with known SVs and CNVs can serve as a benchmark for evaluating the performance of existing somatic SV/CNV detection tools and developing new methods. RESULTS: SCNVSim is a tool for simulating somatic CNVs and structure variations SVs. Other than multiple types of SV and CNV events, the tool is capable of simulating important features related to tumor samples including aneuploidy, heterogeneity and purity. CONCLUSIONS: SCNVSim generates the genomes of a cancer cell population with detailed information of copy number status, loss of heterozygosity (LOH), and event break points, which is essential for developing and evaluating somatic CNV and SV detection methods in cancer genomics studies.
Maochun Qin, Jeffrey M. Conroy, Carl D. Morrison, Yubo Cheng, Mitsuko Murakami, Adekunle O. Odunsi, Candace S. Johnson, Jianmin Wang 0014
BMC Bioinform.9
2012 IMA: an R package for high-throughput analysis of Illumina's 450K Infinium methylation data
abstract
UNLABELLED: The Illumina Infinium HumanMethylation450 BeadChip is a newly designed high-density microarray for quantifying the methylation level of over 450 000 CpG sites within human genome. Illumina Methylation Analyzer (IMA) is a computational package designed to automate the pipeline for exploratory analysis and summarization of site-level and region-level methylation changes in epigenetic studies utilizing the 450K DNA methylation microarray. The pipeline loads the data from Illumina platform and provides user-customized functions commonly required to perform exploratory methylation analysis for individual sites as well as annotated regions. AVAILABILITY: IMA is implemented in the R language and is freely available from http://www.rforge.net/IMA.
Lara E. Sucheston, Michael J. Higgins, Christine B. Ambrosone, Candace S. Johnson, Dominic J. Smiraglia
Bioinform.7