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Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases
Neurodegenerative diseases, including Alzheimer’s (AD) and Parkinson’s diseases (PD), are complex heterogeneous diseases with highly variable patient responses to treatment. Due to the growing evidence for ageing-related clinical and pathological commonalities between AD and PD, these diseases have...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8533098/ https://www.ncbi.nlm.nih.gov/pubmed/34680427 http://dx.doi.org/10.3390/biomedicines9101310 |
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author | Lam, Simon Hartmann, Nils Benfeitas, Rui Zhang, Cheng Arif, Muhammad Turkez, Hasan Uhlén, Mathias Englert, Christoph Knight, Robert Mardinoglu, Adil |
author_facet | Lam, Simon Hartmann, Nils Benfeitas, Rui Zhang, Cheng Arif, Muhammad Turkez, Hasan Uhlén, Mathias Englert, Christoph Knight, Robert Mardinoglu, Adil |
author_sort | Lam, Simon |
collection | PubMed |
description | Neurodegenerative diseases, including Alzheimer’s (AD) and Parkinson’s diseases (PD), are complex heterogeneous diseases with highly variable patient responses to treatment. Due to the growing evidence for ageing-related clinical and pathological commonalities between AD and PD, these diseases have recently been studied in tandem. In this study, we analysed transcriptomic data from AD and PD patients, and stratified these patients into three subclasses with distinct gene expression and metabolic profiles. Through integrating transcriptomic data with a genome-scale metabolic model and validating our findings by network exploration and co-analysis using a zebrafish ageing model, we identified retinoids as a key ageing-related feature in all subclasses of AD and PD. We also demonstrated that the dysregulation of androgen metabolism by three different independent mechanisms is a source of heterogeneity in AD and PD. Taken together, our work highlights the need for stratification of AD/PD patients and development of personalised and precision medicine approaches based on the detailed characterisation of these subclasses. |
format | Online Article Text |
id | pubmed-8533098 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-85330982021-10-23 Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases Lam, Simon Hartmann, Nils Benfeitas, Rui Zhang, Cheng Arif, Muhammad Turkez, Hasan Uhlén, Mathias Englert, Christoph Knight, Robert Mardinoglu, Adil Biomedicines Article Neurodegenerative diseases, including Alzheimer’s (AD) and Parkinson’s diseases (PD), are complex heterogeneous diseases with highly variable patient responses to treatment. Due to the growing evidence for ageing-related clinical and pathological commonalities between AD and PD, these diseases have recently been studied in tandem. In this study, we analysed transcriptomic data from AD and PD patients, and stratified these patients into three subclasses with distinct gene expression and metabolic profiles. Through integrating transcriptomic data with a genome-scale metabolic model and validating our findings by network exploration and co-analysis using a zebrafish ageing model, we identified retinoids as a key ageing-related feature in all subclasses of AD and PD. We also demonstrated that the dysregulation of androgen metabolism by three different independent mechanisms is a source of heterogeneity in AD and PD. Taken together, our work highlights the need for stratification of AD/PD patients and development of personalised and precision medicine approaches based on the detailed characterisation of these subclasses. MDPI 2021-09-24 /pmc/articles/PMC8533098/ /pubmed/34680427 http://dx.doi.org/10.3390/biomedicines9101310 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lam, Simon Hartmann, Nils Benfeitas, Rui Zhang, Cheng Arif, Muhammad Turkez, Hasan Uhlén, Mathias Englert, Christoph Knight, Robert Mardinoglu, Adil Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title | Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title_full | Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title_fullStr | Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title_full_unstemmed | Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title_short | Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer’s and Parkinson’s Diseases |
title_sort | systems analysis reveals ageing-related perturbations in retinoids and sex hormones in alzheimer’s and parkinson’s diseases |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8533098/ https://www.ncbi.nlm.nih.gov/pubmed/34680427 http://dx.doi.org/10.3390/biomedicines9101310 |
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