The indirect effects of the insulin-mediated association of TyG-WHtR with all-cause mortality, total-CVD, CHF, and CHD accounted for − 18.9, 7.5, 5.6, and 11.7%, respectively. The gene discussed is INS; the disease is congestive heart failure.