We have previously shown that multivariable Mendelian randomization methods are still able to make correct inferences in this setting (Burgess & Thompson, 2015; Grant & Burgess, 2021), although the interpretation of estimates is obscured due to non‐collapsibility (Burgess & CHD CRP Genetics Collaboration, 2013). The gene discussed is CRP; the disease is coronary artery disorder.