Computational methods in glaucoma research: Current status and future outlook

IF 8.7 2区 医学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Molecular Aspects of Medicine Pub Date : 2023-11-03 DOI:10.1016/j.mam.2023.101222
Minjae J. Kim , Cole A. Martin , Jinhwa Kim , Monica M. Jablonski
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Abstract

Advancements in computational techniques have transformed glaucoma research, providing a deeper understanding of genetics, disease mechanisms, and potential therapeutic targets. Systems genetics integrates genomic and clinical data, aiding in identifying drug targets, comprehending disease mechanisms, and personalizing treatment strategies for glaucoma. Molecular dynamics simulations offer valuable molecular-level insights into glaucoma-related biomolecule behavior and drug interactions, guiding experimental studies and drug discovery efforts. Artificial intelligence (AI) technologies hold promise in revolutionizing glaucoma research, enhancing disease diagnosis, target identification, and drug candidate selection. The generalized protocols for systems genetics, MD simulations, and AI model development are included as a guide for glaucoma researchers. These computational methods, however, are not separate and work harmoniously together to discover novel ways to combat glaucoma. Ongoing research and progresses in genomics technologies, MD simulations, and AI methodologies project computational methods to become an integral part of glaucoma research in the future.

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青光眼研究中的计算方法:现状和未来展望。
计算技术的进步改变了青光眼的研究,使人们对遗传学、疾病机制和潜在的治疗靶点有了更深入的了解。系统遗传学整合了基因组和临床数据,有助于识别药物靶点,了解疾病机制,并个性化青光眼的治疗策略。分子动力学模拟为青光眼相关的生物分子行为和药物相互作用提供了有价值的分子水平见解,指导了实验研究和药物发现工作。人工智能(AI)技术有望彻底改变青光眼研究,增强疾病诊断、靶点识别和候选药物选择。系统遗传学、MD模拟和AI模型开发的通用协议作为青光眼研究人员的指南。然而,这些计算方法并不是分开的,而是和谐地协同工作,以发现对抗青光眼的新方法。基因组学技术、MD模拟和人工智能方法学方面正在进行的研究和进展预计,计算方法将成为未来青光眼研究不可或缺的一部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Molecular Aspects of Medicine
Molecular Aspects of Medicine 医学-生化与分子生物学
CiteScore
18.20
自引率
0.00%
发文量
85
审稿时长
55 days
期刊介绍: Molecular Aspects of Medicine is a review journal that serves as an official publication of the International Union of Biochemistry and Molecular Biology. It caters to physicians and biomedical scientists and aims to bridge the gap between these two fields. The journal encourages practicing clinical scientists to contribute by providing extended reviews on the molecular aspects of a specific medical field. These articles are written in a way that appeals to both doctors who may struggle with basic science and basic scientists who may have limited awareness of clinical practice issues. The journal covers a wide range of medical topics to showcase the molecular insights gained from basic science and highlight the challenging problems that medicine presents to the scientific community.
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