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kimod (version 1.0.0)

A k-tables approach to integrate multiple Omics-Data

Description

This package allows to work with mixed omics data (transcriptomics, proteomics, microarray-chips, rna-seq data), introducing the following improvements: distance options (for numeric and/or categorical variables) for each of the tables, bootstrap resampling techniques on the residuals matrices for all methods, that enable perform confidence ellipses for the projection of individuals, variables and biplot methodology to project variables (gene expression) on the compromise. Since the main purpose of the package is to use these techniques to omic data analysis, it includes an example data from four different microarray platforms (i.e.,Agilent, Affymetrix HGU 95, Affymetrix HGU 133 and Affymetrix HGU 133plus 2.0) on the NCI-60 cell lines.NCI60_4arrays is a list containing the NCI-60 microarray data with only few hundreds of genes randomly selected in each platform to keep the size of the package small. The data are the same that the package omicade4 used to implement the co-inertia analysis. The references in packages follow the style of the APA-6th norm.

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Version

Version

1.0.0

License

GPL (>=2)

Maintainer

M L Zingaretti

Last Published

February 15th, 2017

Functions in kimod (1.0.0)

GroupProj-class

Class GroupProj GroupProj S4 class (kimod: k-tables approach to integrate multiple Omics-Data of Multiple dataset) GroupProj to SelectVar object.
winesassesors

Description of a set of wines by a group of expert assessors.
Biplot

Plot a Biplot of a SelectVar class object
SelectVar

Function SelectVar of DiStatis object
print.Bootstrap

print or summary a Bootstrap object
CompPlot

Plot a CompPlot of a DiStatis object
SelectVar-class

Class SelectVar S4 class (kimod: k-tables approach to integrate multiple Omics-Data Multiple dataset) SelectVar to DiStatis object.
print.DiStatis

print.DiStatis a DiStatis object Generic Print/Summary method for DiStatis class output visualization.
print.GP

print.GP a GroupProj object Generic print.GP method for GroupProj class output visualization.
NCI60Selec

Microarray gene expression profiles of the NCI 60 cell lines from 4 different platforms.
GroupProj

GroupProj of SelectVar object
summary.DiStatis

summary.DiStatis a DiStatis object
summary.Bootstrap

print.Bootstrap or summary.Bootstrap a Bootstrap object
NCI60Selec_ESet

Microarray gene expression profiles of the NCI 60 cell lines from 4 different platforms.
TrajPlot

Plot a TrajPlot of a DiStatis object
PanelPlot

Plot a PanelPlot of a DiStatis object
print.SV

print.SV a SelectVar object Generic Print/Summary method for SelectVar class output visualization.
RVPlot

Plot a RVPlot of a DiStatis object
Bootstrap-class

Class Bootstrap: Bootstrap S4 class (kimod: k-tables approach to integrate multiple Omics-Data Multiple dataset)
DiStatis-class

Class DiStatis DiStatis S4 class (kimod: k-tables approach to integrate multiple Omics-Data Multiple dataset)
summary.GP

summary.GP a GroupProj object
Bootstrap

Funtion Bootstrap of a DiStatis object
BootPlot

Plot a BootPlot of a Bootstrap object
summary.SV

summary a SelectVar object Generic Print/Summary method for SelectVar class output visualization.
DiStatis

DiStatis of a DiStatis object High level constructor of DiStatis class object