AI-guided design of a CXCR4-targeted core-shell nanocarrier for co-delivery of berberine/paclitaxel in cancer therapy
  • Jang, Yeonwoo
  • Babu, Amal
  • Chahal, Sahil
  • Vasukutty, Arathy
  • J Moon, James
  • ... Park, Hansoon
  • 외 1명
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초록

An integrated three-step artificial-intelligence (AI) workflow was developed to accelerate the design of a CXCR4-targeted, dual-drug nanocarrier for colorectal cancer therapy. The workflow combined AI-based drug synergy prediction, peptide ligand discovery, and formulation optimization to create a core-shell nanocarrier consisting of a mesoporous silica core coated with a liposomal shell, co-delivering berberine (BBR) and paclitaxel (PTX). The nanocarrier exhibited efficient drug loading, sustained release, and selective uptake by CXCR4-positive cancer cells. In vitro, it synergistically inhibited cancer proliferation and migration, while in vivo it produced pronounced tumor regression and reversal of tumor-associated splenomegaly without systemic toxicity. These findings demonstrate that AI-guided synergy scouting and modular nanocarrier engineering can yield a receptor-targeted combination therapy with translational potential for next-generation cancer treatment. © 2025. The Author(s).

키워드

AI-guided nanomedicineCXCR4-targeted core-shellCombination chemotherapyLiposome coatingMesoporous silica nanoparticleMESOPOROUS SILICA NANOPARTICLESDRUG-DELIVERYBREAST-CANCERANTICANCER EFFICACYPACLITAXELCOMBINATIONBERBERINELIPOSOMESMECHANISMSRESISTANCE
제목
AI-guided design of a CXCR4-targeted core-shell nanocarrier for co-delivery of berberine/paclitaxel in cancer therapy
저자
Jang, YeonwooBabu, AmalChahal, SahilVasukutty, ArathyJ Moon, JamesPark, In-KyuPark, Hansoon
DOI
10.1186/s12951-025-03850-9
발행일
2025-22
유형
Article
저널명
Journal of Nanobiotechnology
23
1