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Prioritization and functional validation of target genes from single-cell transcriptomics studies

Translation of academic results into clinical practice is a formidable unmet medical need. Single-cell RNA-sequencing (scRNA-seq) studies generate long descriptive ranks of markers with predicted biological function, but without functional validation, it remains challenging to know which markers tru...

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Autores principales: Sokol, Liliana, Cuypers, Anne, Truong, Anh-Co K., Bouché, Ann, Brepoels, Katleen, Souffreau, Joris, Rohlenova, Katerina, Vinckier, Stefan, Schoonjans, Luc, Eelen, Guy, Dewerchin, Mieke, de Rooij, Laura P.M.H., Carmeliet, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10276815/
https://www.ncbi.nlm.nih.gov/pubmed/37330599
http://dx.doi.org/10.1038/s42003-023-05006-7
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author Sokol, Liliana
Cuypers, Anne
Truong, Anh-Co K.
Bouché, Ann
Brepoels, Katleen
Souffreau, Joris
Rohlenova, Katerina
Vinckier, Stefan
Schoonjans, Luc
Eelen, Guy
Dewerchin, Mieke
de Rooij, Laura P.M.H.
Carmeliet, Peter
author_facet Sokol, Liliana
Cuypers, Anne
Truong, Anh-Co K.
Bouché, Ann
Brepoels, Katleen
Souffreau, Joris
Rohlenova, Katerina
Vinckier, Stefan
Schoonjans, Luc
Eelen, Guy
Dewerchin, Mieke
de Rooij, Laura P.M.H.
Carmeliet, Peter
author_sort Sokol, Liliana
collection PubMed
description Translation of academic results into clinical practice is a formidable unmet medical need. Single-cell RNA-sequencing (scRNA-seq) studies generate long descriptive ranks of markers with predicted biological function, but without functional validation, it remains challenging to know which markers truly exert the putative function. Given the lengthy/costly nature of validation studies, gene prioritization is required to select candidates. We address these issues by studying tip endothelial cell (EC) marker genes because of their importance for angiogenesis. Here, by tailoring Guidelines On Target Assessment for Innovative Therapeutics, we in silico prioritize previously unreported/poorly described, high-ranking tip EC markers. Notably, functional validation reveals that four of six candidates behave as tip EC genes. We even discover a tip EC function for a gene lacking in-depth functional annotation. Thus, validating prioritized genes from scRNA-seq studies offers opportunities for identifying targets to be considered for possible translation, but not all top-ranked scRNA-seq markers exert the predicted function.
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spelling pubmed-102768152023-06-19 Prioritization and functional validation of target genes from single-cell transcriptomics studies Sokol, Liliana Cuypers, Anne Truong, Anh-Co K. Bouché, Ann Brepoels, Katleen Souffreau, Joris Rohlenova, Katerina Vinckier, Stefan Schoonjans, Luc Eelen, Guy Dewerchin, Mieke de Rooij, Laura P.M.H. Carmeliet, Peter Commun Biol Article Translation of academic results into clinical practice is a formidable unmet medical need. Single-cell RNA-sequencing (scRNA-seq) studies generate long descriptive ranks of markers with predicted biological function, but without functional validation, it remains challenging to know which markers truly exert the putative function. Given the lengthy/costly nature of validation studies, gene prioritization is required to select candidates. We address these issues by studying tip endothelial cell (EC) marker genes because of their importance for angiogenesis. Here, by tailoring Guidelines On Target Assessment for Innovative Therapeutics, we in silico prioritize previously unreported/poorly described, high-ranking tip EC markers. Notably, functional validation reveals that four of six candidates behave as tip EC genes. We even discover a tip EC function for a gene lacking in-depth functional annotation. Thus, validating prioritized genes from scRNA-seq studies offers opportunities for identifying targets to be considered for possible translation, but not all top-ranked scRNA-seq markers exert the predicted function. Nature Publishing Group UK 2023-06-17 /pmc/articles/PMC10276815/ /pubmed/37330599 http://dx.doi.org/10.1038/s42003-023-05006-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Sokol, Liliana
Cuypers, Anne
Truong, Anh-Co K.
Bouché, Ann
Brepoels, Katleen
Souffreau, Joris
Rohlenova, Katerina
Vinckier, Stefan
Schoonjans, Luc
Eelen, Guy
Dewerchin, Mieke
de Rooij, Laura P.M.H.
Carmeliet, Peter
Prioritization and functional validation of target genes from single-cell transcriptomics studies
title Prioritization and functional validation of target genes from single-cell transcriptomics studies
title_full Prioritization and functional validation of target genes from single-cell transcriptomics studies
title_fullStr Prioritization and functional validation of target genes from single-cell transcriptomics studies
title_full_unstemmed Prioritization and functional validation of target genes from single-cell transcriptomics studies
title_short Prioritization and functional validation of target genes from single-cell transcriptomics studies
title_sort prioritization and functional validation of target genes from single-cell transcriptomics studies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10276815/
https://www.ncbi.nlm.nih.gov/pubmed/37330599
http://dx.doi.org/10.1038/s42003-023-05006-7
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