APOB and type 2 diabetes mellitus: By contrast, a higher apoB was associated with a lower risk of type 2 diabetes in univariable mendelian randomisation, but in multivariable mendelian randomisation, a strong, positive association between apoB and risk of type 2 diabetes emerged.