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将人工智能和计算建模应用于纳米医学。

Applying artificial intelligence and computational modeling to nanomedicine.

作者信息

Hamilton Sean, Kingston Benjamin R

机构信息

Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, 2720 S. Moody Avenue, Portland, OR 97201, United States.

Cancer Early Detection Advanced Research Center, Knight Cancer Institute, Oregon Health & Science University, 2720 S. Moody Avenue, Portland, OR 97201, United States.

出版信息

Curr Opin Biotechnol. 2024 Feb;85:103043. doi: 10.1016/j.copbio.2023.103043. Epub 2023 Dec 12.


DOI:10.1016/j.copbio.2023.103043
PMID:38091874
Abstract

Achieving specific and targeted delivery of nanomedicines to diseased tissues is a major challenge. This is because the process of designing, formulating, testing, and selecting a nanoparticle delivery vehicle for a specific disease target is governed by complex multivariate interactions. Computational modeling and artificial intelligence are well-suited for analyzing and modeling large multivariate datasets in short periods of time. Computational approaches can be applied to help design nanomedicine formulations, interpret nanoparticle-biological interactions, and create models from high-throughput screening techniques to improve the selection of the ideal nanoparticle carrier. In the future, many steps in the nanomedicine development process will be done computationally, reducing the number of experiments and time needed to select the ideal nanomedicine formulation.

摘要

实现纳米药物向病变组织的特异性靶向递送是一项重大挑战。这是因为针对特定疾病靶点设计、配制、测试和选择纳米颗粒递送载体的过程受复杂的多变量相互作用支配。计算建模和人工智能非常适合在短时间内分析和建模大型多变量数据集。计算方法可用于帮助设计纳米药物制剂、解释纳米颗粒与生物的相互作用,并通过高通量筛选技术创建模型,以改进理想纳米颗粒载体的选择。未来,纳米药物开发过程中的许多步骤将通过计算完成,从而减少选择理想纳米药物制剂所需的实验数量和时间。

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