Recent studies have focused on innovative strategies for preventing and managing cardiovascular disease (CVD), particularly in high-risk populations. A phase 3 trial investigated the efficacy of pitavastatin in preventing major adverse cardiovascular events among 7769 HIV-infected individuals with low-to-moderate cardiovascular risk. The study found that pitavastatin significantly reduced the occurrence of composite cardiovascular events, highlighting its potential as a primary prevention strategy in this vulnerable group (ref: Grinspoon doi.org/10.1056/NEJMoa2304146/). In another study, the effectiveness of zilebesiran, an RNA interference therapeutic agent, was evaluated in patients with hypertension. This phase 1 trial demonstrated that zilebesiran effectively lowered blood pressure, particularly when combined with irbesartan, suggesting a promising avenue for hypertension management (ref: Desai doi.org/10.1056/NEJMoa2208391/). Furthermore, a multi-ancestry polygenic risk score was developed to enhance risk prediction for coronary artery disease (CAD), indicating the importance of genetic factors in stratifying risk and guiding preventive measures (ref: Patel doi.org/10.1038/s41591-023-02429-x/). Additionally, the comparative effectiveness of various diabetes medications revealed that SGLT2 inhibitors and GLP-1 receptor agonists significantly reduced the risk of major adverse cardiovascular events compared to DPP-4 inhibitors, emphasizing the role of diabetes management in cardiovascular health (ref: Xie doi.org/10.1016/S2213-8587(23)00171-7/).