Complete deconvolution of cellular mixtures based on linearity of transcriptional signatures

Complete gene expression deconvolution remains a challenging problem. Here, the authors provide a solution based on the recognition that expression levels of cell type specific genes are mutually linear across mixtures and mutually linear gene clusters correspond to cell type-specific signatures.

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Detalles Bibliográficos
Autores principales: Konstantin Zaitsev, Monika Bambouskova, Amanda Swain, Maxim N. Artyomov
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2019
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Acceso en línea:https://doaj.org/article/e0ae9b56ce5441f49af3e03ef9d412aa
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Descripción
Sumario:Complete gene expression deconvolution remains a challenging problem. Here, the authors provide a solution based on the recognition that expression levels of cell type specific genes are mutually linear across mixtures and mutually linear gene clusters correspond to cell type-specific signatures.