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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...

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Autores principales: Lam, Simon, Hartmann, Nils, Benfeitas, Rui, Zhang, Cheng, Arif, Muhammad, Turkez, Hasan, Uhlén, Mathias, Englert, Christoph, Knight, Robert, Mardinoglu, Adil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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