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Comparing molecular subtypes identified by microarray or bulk RNASeq in ssRNASeq data

Several studies have identified gene expression subtypes of different cancers. For example, this study has identified gene expression subtypes of head and neck cancer using microarrays. I would like to classify samples in this single-cell RNASeq data based upon the gene expression subtypes that were identified by microarrays.

I was thinking of converting single-cell RNASeq data to bulk RNASeq and then applying the classification but I am not sure if this can be done. The method of "pseudo-bulk analysis" cannot be used because it is used to compare clusters, but I want to identify subtypes initially before doing any comparison. If there is any tool or if this can done by any other approach?

microarrray single-cell rnaseq subtype

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