Abstract: The disclosure relates to the technical field of biological medicines, and particularly provides a metal-chelated polyphenol complex nanoparticle, a drug-lipid particle, preparation methods for the same, and the uses thereof. The present disclosure provides a metal-chelated polyphenol complex as a carrier for drugs for stability, delivery and the like, so that it interacts with other carriers to form a metal-chelated polyphenol complex nanoparticle for effective administration of negatively charged drug. High-efficiency systemic drug delivery can be achieved, while toxicity is significantly reduced compared to LNP containing cationic or ionizable lipids, enabling safe and effective treatment of diseases or disorders.