Abstract:Obesity has been recognized by the World Health Organization (WHO) as a global public health issue and is closely associated with an increased risk of metabolic diseases such as type 2 diabetes, hypertension, dyslipidemia, and cardiovascular disease (CVD). Based on the presence or absence of metabolic abnormalities, obese individuals can be categorized into metabolically healthy obesity (MHO) and metabolically unhealthy obesity (MUO). This review aims to explore the significant differences between MHO and MUO individuals in terms of pathophysiological mechanisms, clinical characteristics, and cardiovascular disease risk. Compared to those with MHO, MUO individuals exhibit more pronounced insulin resistance, persistent state of inflammation, and ectopic lipid accumulation, resulting in a higher risk of CVD and necessitating active and effective interventions. Furthermore, growing evidence suggests that MHO is not a stable long-term metabolic condition but may transition to MUO; hence, its long-term CVD risk should not be overlooked.This article also discusses the potential mechanisms underlying metabolic heterogeneity in MHO and MUO, including the regulation of adipose tissue distribution and function by genetic and environmental factors, as well as the potential role of lifestyle interventions in improving metabolic health. Future research should further investigate the pathophysiological basis of MHO and MUO to facilitate early identification of obesity-related CVD risk and develop effective prevention and treatment strategies.