'PCA with a NMF basis matrix

Is there any function other than jsPCA to do the dimension reduction on a matrix of basis components of an NMF model? 'Cause it seems that jsPCA only extracts two dimensions but I would like more dimensions (say, 4 dimensions).

The code of using a jsPCA function:

pca <- as.data.frame(jsPCA(t(basis(nmfModel))))

I try to use the princomp function:

test <- as.data.frame(princomp(t(basis(nmfModel))))

but it returns an error message saying:

Error in princomp.default(as.data.frame(t(basis(nmfModel)))) : 'princomp' can only be used with more units than variables

r pca nmf

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'PCA with a NMF basis matrix

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