The primary objectives of the POMELO study are to determine if a multicomponent behavioural intervention that includes personalized nutrition recommendations, progressive resistance training exercise, and chronic disease self-management support is feasible and acceptable for individuals living with advanced knee OA and a BMI ≥35 kg/m2. The secondary objectives are to assess potential effects of the intervention on muscle mass and physical function compared to usual care. The intervention is delivered over three months, followed by six months of ongoing maintenance support. Assessments are completed at baseline, interim (after the 3 month intervention phase), and at study end (after the 6 month maintenance phase) \[for a total study period of 10 months\]. This project will inform and influence the future development and implementation of more personalized knee OA treatment approaches for adults with a BMI ≥35 kg/m2 and reduce health disparities in access to effective care. Findings will also contribute to improved health outcomes for this vulnerable patient population, and enhanced delivery of health services by offering an alternative treatment pathway targeted to patient needs.