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Single-cell-led drug repurposing for Alzheimer’s disease
Alzheimer’s disease is the most common form of dementia. Notwithstanding the huge investments in drug development, only one disease-modifying treatment has been recently approved. Here we present a single-cell-led systems biology pipeline for the identification of drug repurposing candidates. Using...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9816180/ https://www.ncbi.nlm.nih.gov/pubmed/36604493 http://dx.doi.org/10.1038/s41598-023-27420-x |
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author | Parolo, Silvia Mariotti, Federica Bora, Pranami Carboni, Lucia Domenici, Enrico |
author_facet | Parolo, Silvia Mariotti, Federica Bora, Pranami Carboni, Lucia Domenici, Enrico |
author_sort | Parolo, Silvia |
collection | PubMed |
description | Alzheimer’s disease is the most common form of dementia. Notwithstanding the huge investments in drug development, only one disease-modifying treatment has been recently approved. Here we present a single-cell-led systems biology pipeline for the identification of drug repurposing candidates. Using single-cell RNA sequencing data of brain tissues from patients with Alzheimer’s disease, genome-wide association study results, and multiple gene annotation resources, we built a multi-cellular Alzheimer’s disease molecular network that we leveraged for gaining cell-specific insights into Alzheimer’s disease pathophysiology and for the identification of drug repurposing candidates. Our computational approach pointed out 54 candidate drugs, mainly targeting MAPK and IGF1R signaling pathways, which could be further evaluated for their potential as Alzheimer’s disease therapy. |
format | Online Article Text |
id | pubmed-9816180 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98161802023-01-07 Single-cell-led drug repurposing for Alzheimer’s disease Parolo, Silvia Mariotti, Federica Bora, Pranami Carboni, Lucia Domenici, Enrico Sci Rep Article Alzheimer’s disease is the most common form of dementia. Notwithstanding the huge investments in drug development, only one disease-modifying treatment has been recently approved. Here we present a single-cell-led systems biology pipeline for the identification of drug repurposing candidates. Using single-cell RNA sequencing data of brain tissues from patients with Alzheimer’s disease, genome-wide association study results, and multiple gene annotation resources, we built a multi-cellular Alzheimer’s disease molecular network that we leveraged for gaining cell-specific insights into Alzheimer’s disease pathophysiology and for the identification of drug repurposing candidates. Our computational approach pointed out 54 candidate drugs, mainly targeting MAPK and IGF1R signaling pathways, which could be further evaluated for their potential as Alzheimer’s disease therapy. Nature Publishing Group UK 2023-01-05 /pmc/articles/PMC9816180/ /pubmed/36604493 http://dx.doi.org/10.1038/s41598-023-27420-x 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Parolo, Silvia Mariotti, Federica Bora, Pranami Carboni, Lucia Domenici, Enrico Single-cell-led drug repurposing for Alzheimer’s disease |
title | Single-cell-led drug repurposing for Alzheimer’s disease |
title_full | Single-cell-led drug repurposing for Alzheimer’s disease |
title_fullStr | Single-cell-led drug repurposing for Alzheimer’s disease |
title_full_unstemmed | Single-cell-led drug repurposing for Alzheimer’s disease |
title_short | Single-cell-led drug repurposing for Alzheimer’s disease |
title_sort | single-cell-led drug repurposing for alzheimer’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9816180/ https://www.ncbi.nlm.nih.gov/pubmed/36604493 http://dx.doi.org/10.1038/s41598-023-27420-x |
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