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# wSIR | ||
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wSIR: ***W***eighted ***S***liced ***I***nverse ***R***egression for supervised dimension reduction of spatial transcriptomics and single cell gene expression data | ||
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This is an R package for computation of the wSIR low-dimensional embedding of gene expression data, using its spatial coordinates. It includes functions to analyse the resulting low-dimensional space, as well as the mapping from high-dimensional gene expression data to low-dimensional space. There is a function to project new gene expression data (where the spatial coordinates are unknown) into a low-dimensional space which has the ability to predict each cell's spatial location. | ||
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For an overview of the method and examples, see the vignette at this [website](https://sydneybiox.github.io/wSIR/articles/wSIR_vignette.html). | ||
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## Installation | ||
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```{r} | ||
library(devtools) | ||
install_github("SydneyBioX/wSIR") | ||
``` |