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Beyondcell: targeting cancer therapeutic heterogeneity in single-cell RNA-seq data.
Fustero-Torre, Coral; Jiménez-Santos, María José; García-Martín, Santiago; Carretero-Puche, Carlos; García-Jimeno, Luis; Ivanchuk, Vadym; Di Domenico, Tomás; Gómez-López, Gonzalo; Al-Shahrour, Fátima.
Afiliação
  • Fustero-Torre C; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • Jiménez-Santos MJ; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • García-Martín S; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • Carretero-Puche C; Laboratorio de Oncología Clínico-Traslacional, Unidad de Investigación en tumores Digestivos, Instituto de Investigación I+12, Hospital 12 de Octubre, Av. de Córdoba, 28041, Madrid, Spain.
  • García-Jimeno L; Lung-H120 Group, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029, Madrid, Spain.
  • Ivanchuk V; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • Di Domenico T; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • Gómez-López G; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
  • Al-Shahrour F; Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 , Madrid, Spain.
Genome Med ; 13(1): 187, 2021 12 16.
Article em En | MEDLINE | ID: mdl-34911571
We present Beyondcell, a computational methodology for identifying tumour cell subpopulations with distinct drug responses in single-cell RNA-seq data and proposing cancer-specific treatments. Our method calculates an enrichment score in a collection of drug signatures, delineating therapeutic clusters (TCs) within cellular populations. Additionally, Beyondcell determines the therapeutic differences among cell populations and generates a prioritised sensitivity-based ranking in order to guide drug selection. We performed Beyondcell analysis in five single-cell datasets and demonstrated that TCs can be exploited to target malignant cells both in cancer cell lines and tumour patients. Beyondcell is available at: https://gitlab.com/bu_cnio/beyondcell .
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Análise de Célula Única / Neoplasias Idioma: En Ano de publicação: 2021 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Análise de Célula Única / Neoplasias Idioma: En Ano de publicação: 2021 Tipo de documento: Article