Tumor subtype: nearest centroid classifier
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6.9 years ago
ddjima2014 • 0

I have a signature genes similar to pam50 (breast cancer signature) from other tumor. How should I use "intrinsic.cluster" OR "intrinsic.cluster.predict()" function in genefu package to do nearest centroid classifier to assign the tumor subtype?

I have a matrix like this that define the subtype:

                Basal        Her2       LumA         LumB    Normal
IMAGE:84786  -5.04 -0.83372727 0.66759259 -0.284999992 -1.076800
IMAGE:725321 -3.30 -2.62460000 1.88457143 -0.863454546 -0.695600

I did intrinsic.cluster() with the 3 centroid with the signature genes, BUT I got cluster.1, cluster.2 and cluster.3. How do I associate this cluster to the centroid subtype in my signature genes?

Data used to do "intrinsic.cluster())

700 samples x 20000 genes expression as column
20000 genes x 3 column of annotation
Annotation of the 500 signature genes.

I don't know how to tell incorporate a predefined subtype I have ?

Appreciate your input?

RNA-Seq R genome • 2.1k views
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