LGALS4 and diabetes mellitus: Moreover, considering the heightened myocardial fibrosis observed in individuals with diabetes, a condition attributed to various biological and molecular mechanisms19,20, we conducted stratified analyses to investigate the associations between Gal-4 and HF aetiology and phenotype.