Articles

Papers, explained in our own words

Every entry summarises what the study set out to test, what it found and why it changes how we design delivery systems. Browse research and reviews or search the collection.

571 articles

Research Review

Showing 1–2 of 2 articles · Keyword: machine learning Clear keyword

Beilstein journal of nanotechnology2026ReviewDrug Delivery

1. Artificial intelligence and machine learning for magnetic nanoparticles and nanocarriers in cancer imaging, drug delivery, and magnetic control: a systematic review

Yao Y, Nafo W

We reviewed artificial intelligence and machine learning in magnetic resonance imaging-visible magnetic nanoparticles, nanocarriers, and systems for imaging, drug delivery, hyperthermia, targeting, transport, and control. Using "preferred reporting items for systematic reviews and meta-analyses (PRISMA) 2020"…

Read the article

International journal of pharmaceutics2026ResearchNon-viral Gene DeliveryDrug Delivery

2. Machine learning-guided chondrocyte membrane-camouflaged lipid nanoparticles for intra-articular SOX9 mRNA therapy of osteoarthritis

Li J, Li C, Wang H, Yu H, Zhang T, Li C, Et Al.

Osteoarthritis (OA) progression involves cartilage matrix loss and persistent inflammation. This study developed a machine learning-guided and chondrocyte membrane-camouflaged lipid nanoparticle carrying messenger RNA (CM-LNP@mRNA) platform for intra-articular SOX9 delivery. Random forest analysis identified the…

Read the article

Let's engineer the next delivery breakthrough together

We co-develop nanocarrier and biosensing programmes with pharma, biotech and academic groups — from target selection through scale-up.

ResearchersRequest a technical consultationTalk formulation, characterisation or assay design with one of our scientists.Industry partnersExplore co-developmentFeasibility studies, co-development programmes and licensing.InvestorsExplore the market opportunitySourced market sizes, pipeline, investment and deal data for genetic medicine delivery.