cross species cell type transfer

[justinesjw]

Hi,

Thank you for the Garnett it has been very useful.

Is it possible to train the classifier on mouse data and classify cells from human data?

Many thanks, Justine

[hpliner]

Hi Justine,

Glad it's been useful. We have had some success doing this. The main obstacle to trying it is the different gene names. The way I've done it before is make a "mouse-ified" human cds object or vice-versa (basically a mouse data cds with human gene names). Here's some code I've used in the past to generate a mouse-human gene table using biomaRt:

require("biomaRt")
human = useMart("ensembl", dataset = "hsapiens_gene_ensembl")
mouse = useMart("ensembl", dataset = "mmusculus_gene_ensembl")
genesV2 = getLDS(attributes = c("ensembl_gene_id"), 
                 filters = "ensembl_gene_id", 
                 values = fData(human_cds)$gene , 
                 mart = human, 
                 attributesL = c("ensembl_gene_id"), 
                 martL = mouse, 
                 uniqueRows=T)

Then a bunch of merges should get you a gene table and expression matrix with the right gene names that you can feed into new_cell_data_set.

Hope this helps, Hannah

[justinesjw]

Hi Hannah,

Thanks!

However, we realized that getLDS() do not convert all genes. We were able to convert more genes using this library. :) http://www.informatics.jax.org/downloads/reports/HMD_HumanPhenotype.rpt

Cheers! Justine

[hpliner]

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