R: Graphical output for the DIABLO framework

plotDiablo {mixOmics} | R Documentation

## Graphical output for the DIABLO framework

### Description

Function to visualise correlation between components from different data sets

### Usage

    plotDiablo(x, ncomp = 1, legend = TRUE, legend.ncol, ...)

### Arguments

`x` | object of class inheriting from `"block.splsda"`.
`ncomp` | Which component to plot calculated from each data set. Has to be lower than the minimum of `object$ncomp`
`legend` | boolean. Whether the legend should be added. Default is TRUE.
`legend.ncol` | Number of columns for the legend. Default to `min(5,nlevels(x$Y))`
`...` | not used

### Details

The function uses a plot.data.frame to plot the component `ncomp` calculated from each data set to visualise whether DIABLO (block.splsda) is successful at maximising the correlation between each data sets' component. The lower triangular panel indicated the Pearson's correlation coefficient, the upper triangular panel the scatter plot.

### Author(s)

Amrit Singh

### References

Singh A., Gautier B., Shannon C., Vacher M., Rohart F., Tebbutt S. and Lê Cao K.A. (2016). DIABLO - multi omics integration for biomarker discovery. Submitted.

### See Also

`block.splsda` and http://www.mixOmics.org/mixDIABLO for more details.

### Examples

    data('breast.TCGA')
    Y = breast.TCGA$data.train$subtype

    data = list(mrna =  breast.TCGA$data.train$mrna,
    mirna =  breast.TCGA$data.train$mirna, prot =  breast.TCGA$data.train$protein)

    # set number of component per data set
    ncomp = 3
    # set number of variables to select, per component and per data set (arbitrarily set)
    list.keepX = list(mrna = rep(20, 3), mirna = rep(10,3), prot = rep(10,3))

    # set up a full design where every block is connected
    design = matrix(1, ncol = length(data), nrow = length(data),
    dimnames = list(names(data), names(data)))
    diag(design) =  0
    design

    BC.diablo = block.splsda(X = data, Y = Y, ncomp = ncomp, keepX = list.keepX, design = design)
    plotDiablo(BC.diablo, ncomp = 1)

[Package mixOmics version 6.3.2 Index]