Package: CorNetto Title: Knowledge-Guided Multi-Omic Correlation Network Analysis Version: 0.99.1 Authors@R: c( person("Bradley", "Ward", role = c("aut", "cre"), email = "bradleyalexward@gmail.com", comment = c(ORCID = "0000-0003-0778-0153")), person("Jean-Luc", "Balligand", role = "ctb"), person("Laurence", "Bamps", role = "ctb"), person("Patrice D.", "Cani", role = "ctb"), person("Julien", "De Greef", role = "ctb"), person("Joseph P.", "Dewulf", role = "ctb"), person("Vincent", "Haufroid", role = "ctb"), person("Benoît", "Kabamba", role = "ctb"), person("Sébastien", "Pyr dit Ruys", role = "ctb"), person("Didier", "Vertommen", role = "ctb"), person("Jean Cyr", "Yombi", role = "ctb"), person("Leïla", "Belkhir", role = c("ths", "fnd"), email = "leila.belkhir@saintluc.uclouvain.be"), person("Laure", "Elens", role = c("ths", "fnd"), email = "laure.elens@uclouvain.be"), person("Sofina COVID Solidarity Fund", role = "fnd") ) Description: Builds knowledge-guided multi-omic correlation networks from normalized transcriptomic, proteomic, and metabolomic abundance data. Group-specific correlation networks are compared with the Fisher z-difference test, either across all within-omic pairs in one or every assay without generating cross-omic pairs, or across candidate edges supplied by a prior-knowledge network, and the resulting differential network is summarized into node-level rewiring scores that identify features whose interaction patterns change between groups. Rewiring scores can be compared with group-label permutation reference distributions, and networks can be restricted to pathway-focused neighbourhoods, converted to 'igraph' objects, or exported as Cytoscape-ready node and edge tables. The package is built on Bioconductor containers so that multi-omic assays and sample metadata are managed consistently throughout the workflow. License: Artistic-2.0 Encoding: UTF-8 Depends: R (>= 4.5.0) Imports: BiocParallel, graphics, igraph, methods, MultiAssayExperiment, S4Vectors, stats, SummarizedExperiment, tools, utils, withr Suggests: BiocManager, BiocStyle, knitr, qvalue, rmarkdown, testthat (>= 3.0.0) VignetteBuilder: knitr biocViews: GraphAndNetwork, Metabolomics, Network, NetworkInference, Proteomics, SystemsBiology, Transcriptomics URL: https://github.com/bradleyalexward/CorNetto BugReports: https://github.com/bradleyalexward/CorNetto/issues Config/testthat/edition: 3 Roxygen: list(markdown = TRUE) Config/roxygen2/version: 8.0.0 Config/pak/sysreqs: libglpk-dev libicu-dev libxml2-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-08-25 08:48:58 UTC RemoteUrl: https://github.com/bioc/CorNetto RemoteRef: HEAD RemoteSha: 20ca097f7480bb0dfc0c6f56f6ac16aaccc089af NeedsCompilation: no Packaged: 2026-10-16 10:50:50 UTC; root Author: Bradley Ward [aut, cre] (ORCID: ), Jean-Luc Balligand [ctb], Laurence Bamps [ctb], Patrice D. Cani [ctb], Julien De Greef [ctb], Joseph P. Dewulf [ctb], Vincent Haufroid [ctb], Benoît Kabamba [ctb], Sébastien Pyr dit Ruys [ctb], Didier Vertommen [ctb], Jean Cyr Yombi [ctb], Leïla Belkhir [ths, fnd], Laure Elens [ths, fnd], Sofina COVID Solidarity Fund [fnd] Maintainer: Bradley Ward