PofoliaShared via Pofolia

Acta Pharmaceutica Sinica B· 2025Q1· Review

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

Chunyan Shen, Mengyan Zhang, Meiting Lu, Errong Chang et al.

Short summary

Machine learning (ML) is accelerating the design, optimization, and characterization of nanoparticulate drug delivery systems (NDDS) by predicting critical quality attributes like particle size, encapsulation efficiency, and stability.

AI-generated from the title and abstract; the full text is not read.

TakeawaysIn the app
Key pointsIn the app
Ask the paperIn the app

The rest is in the Pofolia app

Takeaways, key points and questions to the paper; new summaries every day for your field. Free.

Sign in on the web to open

Pharmaceutical SciencePharmacology, Toxicology and Pharmaceutics