--- a +++ b/man/proportionality.Rd @@ -0,0 +1,46 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/proprotionality.R +\name{proportionality} +\alias{proportionality} +\title{Proportionality Distance} +\usage{ +proportionality(X) +} +\arguments{ +\item{X}{an object of the class: \code{pca}, \code{spca}, \code{pls}, \code{spls}, \code{block.pls} or \code{block.spls}} +} +\value{ +Return a list containing the following components: + \item{propr.distance}{Square matrix with proportionality distance between pairs of features} + \item{propr.distance.w.cluster}{distance between pairs with cluster label} + \item{pvalue}{Wilcoxon U-test p-value comparing the medians within clusters and with the entire background set} +} +\description{ +\code{proportionality} is a wrapper that compute proportionality distance for +a clustering result (\code{pca}, \code{spca}, \code{pls}, \code{spls}, \code{block.pls}, \code{block.spls}). +and it performs a u-test to compare the median within a cluster to the median of the entire background set. +} +\examples{ +demo <- suppressWarnings(get_demo_cluster()) + +# pca +X <- demo$pca +propr.res <- proportionality(X) +plot(propr.res) + +# pls +X <- demo$spls +propr.res <- proportionality(X) +plot(propr.res) + +# block.pls +X <- demo$block.spls +propr.res <- proportionality(X) +plot(propr.res) + +} +\references{ +Lovell, D., Pawlowsky-Glahn, V., Egozcue, J. J., Marguerat, S., Bähler, J. (2015). Proportionality: a valid alternative to correlation for relative data. PLoS Comput. Biol. 11, e1004075. doi: 10.1371/journal.pcbi.1004075 + +Quinn, T. P., Richardson, M. F., Lovell, D., Crowley, T. M. (2017). propr: an r-package for identifying proportionally abundant features using compositional data analysis. Sci. Rep. 7, 16252. doi: 10.1038/s41598-017-16520-0 +}