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Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models

Psychiatric disorders are complex brain disorders with a high degree of genetic heterogeneity, affecting millions of people worldwide. Despite advances in psychiatric genetics, the underlying pathogenic mechanisms of psychiatric disorders are still largely elusive, which impedes the development of n...

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Detalles Bibliográficos
Autores principales: Zuo, Yanning, Wei, Don, Zhu, Carissa, Naveed, Ormina, Hong, Weizhe, Yang, Xia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304351/
https://www.ncbi.nlm.nih.gov/pubmed/34356117
http://dx.doi.org/10.3390/genes12071101
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author Zuo, Yanning
Wei, Don
Zhu, Carissa
Naveed, Ormina
Hong, Weizhe
Yang, Xia
author_facet Zuo, Yanning
Wei, Don
Zhu, Carissa
Naveed, Ormina
Hong, Weizhe
Yang, Xia
author_sort Zuo, Yanning
collection PubMed
description Psychiatric disorders are complex brain disorders with a high degree of genetic heterogeneity, affecting millions of people worldwide. Despite advances in psychiatric genetics, the underlying pathogenic mechanisms of psychiatric disorders are still largely elusive, which impedes the development of novel rational therapies. There has been accumulating evidence suggesting that the genetics of complex disorders can be viewed through an omnigenic lens, which involves contextualizing genes in highly interconnected networks. Thus, applying network-based multi-omics integration methods could cast new light on the pathophysiology of psychiatric disorders. In this review, we first provide an overview of the recent advances in psychiatric genetics and highlight gaps in translating molecular associations into mechanistic insights. We then present an overview of network methodologies and review previous applications of network methods in the study of psychiatric disorders. Lastly, we describe the potential of such methodologies within a multi-tissue, multi-omics approach, and summarize the future directions in adopting diverse network approaches.
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spelling pubmed-83043512021-07-25 Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models Zuo, Yanning Wei, Don Zhu, Carissa Naveed, Ormina Hong, Weizhe Yang, Xia Genes (Basel) Review Psychiatric disorders are complex brain disorders with a high degree of genetic heterogeneity, affecting millions of people worldwide. Despite advances in psychiatric genetics, the underlying pathogenic mechanisms of psychiatric disorders are still largely elusive, which impedes the development of novel rational therapies. There has been accumulating evidence suggesting that the genetics of complex disorders can be viewed through an omnigenic lens, which involves contextualizing genes in highly interconnected networks. Thus, applying network-based multi-omics integration methods could cast new light on the pathophysiology of psychiatric disorders. In this review, we first provide an overview of the recent advances in psychiatric genetics and highlight gaps in translating molecular associations into mechanistic insights. We then present an overview of network methodologies and review previous applications of network methods in the study of psychiatric disorders. Lastly, we describe the potential of such methodologies within a multi-tissue, multi-omics approach, and summarize the future directions in adopting diverse network approaches. MDPI 2021-07-20 /pmc/articles/PMC8304351/ /pubmed/34356117 http://dx.doi.org/10.3390/genes12071101 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 Review
Zuo, Yanning
Wei, Don
Zhu, Carissa
Naveed, Ormina
Hong, Weizhe
Yang, Xia
Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title_full Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title_fullStr Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title_full_unstemmed Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title_short Unveiling the Pathogenesis of Psychiatric Disorders Using Network Models
title_sort unveiling the pathogenesis of psychiatric disorders using network models
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8304351/
https://www.ncbi.nlm.nih.gov/pubmed/34356117
http://dx.doi.org/10.3390/genes12071101
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