Here, it is demonstrated that integrin β1 (ITGβ1, CD29) expression is upregulated by Tregs, enhancing cell adhesion and driving the malignant transformation of MASLD. Here, ITGB1 is linked to metabolic dysfunction-associated steatotic liver disease.