diffuStats: an R package to compute diffusion-based scores on biological networks.
basic_science · Level V
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- Record sourced from PubMed, PMID 29029016.
- Also identified by DOI 10.1093/bioinformatics/btx632 and PMC identifier 5860365.
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Abstract
Label propagation and diffusion over biological networks are a common mathematical formalism in computational biology for giving context to molecular entities and prioritizing novel candidates in the area of study. There are several choices in conceiving the diffusion process-involving the graph kernel, the score definitions and the presence of a posterior statistical normalization-which have an impact on the results. This manuscript describes diffuStats, an R package that provides a collection of graph kernels and diffusion scores, as well as a parallel permutation analysis for the normalized scores, that eases the computation of the scores and their benchmarking for an optimal choice. The R package diffuStats is publicly available in Bioconductor, https://bioconductor.org, under the GPL-3 license. sergi.picart@upc.edu. Supplementary data are available at Bioinformatics online.
Medical subject headings
- Computational Biology
- Software