Provided is a nRGD polypeptide formed by connecting alanine-alanine-asparagine (AAN) and a polypeptide containing arginine-glycine-aspartic acid (RGD), wherein the nRGD polypeptide can target tumour vessels, tumour cells and tumour-associated macrophages, and mediate the targeted delivery of tumours.