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Package: SmCCNet
Title: Sparse Multiple Canonical Correlation Network Analysis Tool ('SmCCNet')
Version: 2.0.7
Date: 2026-04-30
Authors@R: c(person(given = "Abhinav",
family = "Pundir",
role = "cre",
email="abhinav.pundir@ucdenver.edu"),
person(given = "Weixuan",
family = "Liu",
role = "aut",
email = "weixuan.liu@cuanschutz.edu"),
person(given = "Yonghua",
family = "Zhuang",
role = "aut"),
person(given = c("W.", "Jenny"),
family = "Shi",
role = "aut"),
person(given = "Thao",
family = "Vu",
role = "aut"),
person(given = "Iain",
family = "Konigsberg",
role = "aut"),
person(given = "Katherine",
family = "Pratte",
role = "aut"),
person(given = "Laura",
family = "Saba",
role = "aut"),
person(given = "Katerina",
family = "Kechris",
role = "aut"))
Description:
A canonical correlation based framework ('SmCCNet') designed for the construction of phenotype-specific multi-omics networks. This framework adeptly integrates single or multiple omics data types along with a quantitative or binary phenotype of interest. It offers a streamlined setup process that can be tailored manually or configured automatically, ensuring a flexible and user-friendly experience. Methods are described in Shi et al. (2019) "Unsupervised discovery of phenotype-specific multi-omics networks" <doi:10.1093/bioinformatics/btz226>.
URL: https://github.com/KechrisLab/SmCCNet,
https://kechrislab.github.io/SmCCNet/,
https://liux4283.github.io/SmCCNet/
Depends: R (>= 3.5)
Imports:
EnvStats,
future,
pROC,
spls,
Matrix,
pbapply,
igraph,
magrittr,
rlist,
furrr,
purrr,
pracma
License: GPL-3
Encoding: UTF-8
LazyData: true
biocViews: Network
RoxygenNote: 7.3.3
NeedsCompilation: no
VignetteBuilder: knitr
Suggests:
knitr,
rmarkdown,
bookdown,
testthat (>= 3.0.0),
dplyr,
reshape2,
shadowtext,
tidyverse,
parallel,
mltools,
caret,
Config/testthat/edition: 3