Recent studies have highlighted the intricate relationship between various risk factors and cardiovascular disease (CVD). One significant finding is the association between the gut microbiome and impaired glucose control, particularly in type 2 diabetes (T2D). A study involving over 1,000 participants identified more than 500 blood metabolites linked to glucose control, with a notable one-third associated with microbiome alterations (ref: Wu doi.org/10.1038/s41591-025-03642-6/). Additionally, the prevalence of elevated lipoprotein(a) [Lp(a)] was examined in a large cohort of Chinese adults, revealing a strong correlation with subclinical atherosclerosis, particularly in cases with severe involvement (ref: Man doi.org/10.1016/j.jacc.2025.02.032/). Furthermore, a meta-prediction model for coronary artery disease risk integrated various demographic and clinical factors, emphasizing the need for personalized risk assessments (ref: Chen doi.org/10.1038/s41591-025-03648-0/). These findings collectively underscore the multifaceted nature of CVD risk factors and the importance of personalized approaches in prevention and management. Moreover, the impact of lifestyle changes on cardiovascular outcomes has been explored, particularly in the context of myocardial infarction (MI). A study demonstrated that early initiation of ezetimibe after MI significantly improved cardiovascular outcomes compared to statin monotherapy, highlighting the necessity of combination therapy in achieving optimal lipid levels (ref: Leosdottir doi.org/10.1016/j.jacc.2025.02.007/). Additionally, the role of prepregnancy adiposity in adverse pregnancy outcomes and subsequent CVD risk was investigated, revealing a complex interplay between obesity, pregnancy complications, and long-term cardiovascular health (ref: Borrowman doi.org/10.1016/j.jacc.2025.02.033/). These insights contribute to a deeper understanding of the mechanisms underlying cardiovascular disease and the critical role of early intervention and lifestyle modifications.