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Machine learning empowered formulation design, optimization and characterization of nanoparticulate drug delivery systems: Current applications, challenges, and future perspectives.

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Title: Machine learning empowered formulation design, optimization and characterization of nanoparticulate drug delivery systems: Current applications, challenges, and future perspectives.
Authors: Shen C; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China., Zhang M; Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510515, China., Lu M; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China., Chang E; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China., Gao Z; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China., Ban W; School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China., Liu Q; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China., Zuo Z; School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China., Jiang C; Guangdong Provincial Key Laboratory of Chinese Medicine Pharmaceutics, School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China.; Guangdong Basic Research Center of Excellence for Integrated Traditional and Western Medicine for Qingzhi Diseases, Guangzhou 510515, China.; School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong, China.
Source: Acta pharmaceutica Sinica. B [Acta Pharm Sin B] 2026 Feb; Vol. 16 (2), pp. 665-685. Date of Electronic Publication: 2025 Dec 10.
Publication Type: Journal Article; Review
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 101600560 Publication Model: Print-Electronic Cited Medium: Print ISSN: 2211-3835 (Print) Linking ISSN: 22113835 NLM ISO Abbreviation: Acta Pharm Sin B Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2211-3835
DOI:10.1016/j.apsb.2025.12.011