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DISSECT: deep semi-supervised consistency regularization for accurate cell type fraction and gene expression estimation

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Cell deconvolution is the estimation of cell type fractions and cell type-specific gene expression from mixed data. An unmet challenge in cell deconvolution is the scarcity of realistic training data and the domain shift often observed in synthetic training da... ...