Multiscale brain modeling: bridging microscopic and macroscopic brain dynamics for clinical and technological applications.

IF 4.2 3区 医学 Q2 NEUROSCIENCES Frontiers in Cellular Neuroscience Pub Date : 2025-02-19 eCollection Date: 2025-01-01 DOI:10.3389/fncel.2025.1537462
Ondrej Krejcar, Hamidreza Namazi
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Abstract

The brain's complex organization spans from molecular-level processes within neurons to large-scale networks, making it essential to understand this multiscale structure to uncover brain functions and address neurological disorders. Multiscale brain modeling has emerged as a transformative approach, integrating computational models, advanced imaging, and big data to bridge these levels of organization. This review explores the challenges and opportunities in linking microscopic phenomena to macroscopic brain functions, emphasizing the methodologies driving progress in the field. It also highlights the clinical potential of multiscale models, including their role in advancing artificial intelligence (AI) applications and improving healthcare technologies. By examining current research and proposing future directions for interdisciplinary collaboration, this work demonstrates how multiscale brain modeling can revolutionize both scientific understanding and clinical practice.

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大脑的组织结构复杂,从神经元内的分子级过程到大规模网络,因此了解这种多尺度结构对于发现大脑功能和解决神经系统疾病至关重要。多尺度脑建模已成为一种变革性方法,它将计算模型、先进成像和大数据整合在一起,在这些组织层次之间架起了桥梁。本综述探讨了将微观现象与宏观大脑功能联系起来所面临的挑战和机遇,强调了推动该领域进步的方法。它还强调了多尺度模型的临床潜力,包括其在推进人工智能(AI)应用和改善医疗保健技术方面的作用。通过审视当前的研究并提出跨学科合作的未来方向,这部著作展示了多尺度大脑建模如何彻底改变科学认识和临床实践。
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来源期刊
CiteScore
7.90
自引率
3.80%
发文量
627
审稿时长
6-12 weeks
期刊介绍: Frontiers in Cellular Neuroscience is a leading journal in its field, publishing rigorously peer-reviewed research that advances our understanding of the cellular mechanisms underlying cell function in the nervous system across all species. Specialty Chief Editors Egidio D‘Angelo at the University of Pavia and Christian Hansel at the University of Chicago are supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
期刊最新文献
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