Munabize Himwaba , Kermue Vasco Jarnda , Maxwell Tarwin Dweh , Xuan Liu , Yuyue Xiang , Xiyan Zou , Hanxiao Lv , Tianjiao Li , Xinya Tu , Jianwu Wang
{"title":"The role of in silico and in vitro models in Parkinson’s disease: Drug discovery and therapy applications","authors":"Munabize Himwaba , Kermue Vasco Jarnda , Maxwell Tarwin Dweh , Xuan Liu , Yuyue Xiang , Xiyan Zou , Hanxiao Lv , Tianjiao Li , Xinya Tu , Jianwu Wang","doi":"10.1016/j.arr.2025.102953","DOIUrl":null,"url":null,"abstract":"<div><div>Parkinson's disease is a neurodegenerative condition, marked by a progressive deterioration in both motor and non-motor abilities, which can severely affect the quality of life of the elderly population. With no cure available, innovative tools in treatment development and drug discovery are necessary. For several years, traditional models have been essential; however, they face limitations in replicating the complex setting of Parkinson's disease. In this regard, in silico and in vitro models have become essential tools in advancing Parkinson's disease drug discovery because of the potential they exhibit over traditional models. Here, we comprehensively review the latest innovations in both models and discuss their role in discovering therapeutic targets, optimizing drug candidates, promoting personalized medicine, and identifying biomarkers. While in vitro models better simulate the complicated cell interactions and increase the predictability of therapeutic effects, silico models shine in cost-effectiveness and high-throughput drug screening. Additionally, we discuss how combining advanced technologies with both models can help to overcome current constraints and problems in Parkinson's disease drug discovery, therefore facilitating the development of effective and targeted therapies in a shorter timeframe.</div></div>","PeriodicalId":55545,"journal":{"name":"Ageing Research Reviews","volume":"113 ","pages":"Article 102953"},"PeriodicalIF":15.5000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Ageing Research Reviews","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1568163725002995","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/11/22 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"CELL BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Parkinson's disease is a neurodegenerative condition, marked by a progressive deterioration in both motor and non-motor abilities, which can severely affect the quality of life of the elderly population. With no cure available, innovative tools in treatment development and drug discovery are necessary. For several years, traditional models have been essential; however, they face limitations in replicating the complex setting of Parkinson's disease. In this regard, in silico and in vitro models have become essential tools in advancing Parkinson's disease drug discovery because of the potential they exhibit over traditional models. Here, we comprehensively review the latest innovations in both models and discuss their role in discovering therapeutic targets, optimizing drug candidates, promoting personalized medicine, and identifying biomarkers. While in vitro models better simulate the complicated cell interactions and increase the predictability of therapeutic effects, silico models shine in cost-effectiveness and high-throughput drug screening. Additionally, we discuss how combining advanced technologies with both models can help to overcome current constraints and problems in Parkinson's disease drug discovery, therefore facilitating the development of effective and targeted therapies in a shorter timeframe.
期刊介绍:
With the rise in average human life expectancy, the impact of ageing and age-related diseases on our society has become increasingly significant. Ageing research is now a focal point for numerous laboratories, encompassing leaders in genetics, molecular and cellular biology, biochemistry, and behavior. Ageing Research Reviews (ARR) serves as a cornerstone in this field, addressing emerging trends.
ARR aims to fill a substantial gap by providing critical reviews and viewpoints on evolving discoveries concerning the mechanisms of ageing and age-related diseases. The rapid progress in understanding the mechanisms controlling cellular proliferation, differentiation, and survival is unveiling new insights into the regulation of ageing. From telomerase to stem cells, and from energy to oxyradical metabolism, we are witnessing an exciting era in the multidisciplinary field of ageing research.
The journal explores the cellular and molecular foundations of interventions that extend lifespan, such as caloric restriction. It identifies the underpinnings of manipulations that extend lifespan, shedding light on novel approaches for preventing age-related diseases. ARR publishes articles on focused topics selected from the expansive field of ageing research, with a particular emphasis on the cellular and molecular mechanisms of the aging process. This includes age-related diseases like cancer, cardiovascular disease, diabetes, and neurodegenerative disorders. The journal also covers applications of basic ageing research to lifespan extension and disease prevention, offering a comprehensive platform for advancing our understanding of this critical field.