Autoantibody positivity emerges as a potential predictive marker for advanced liver disease in MASLD patients, facilitating risk stratification and tailored interventions. This study highlights the clinical relevance of autoantibodies in MASLD and underscores the need for prospective validation and mechanistic investigations to refine risk assessment and management strategies.