This thesis uses data from the Tromsø Study and weather data from the Norwegian Meteorological Institute to study the mortality hazard rate and incidence rate of myocardial infarction (MI) in Tromsø using a latent Gaussian modelling framework. Inference is performed using integrated nested Laplace approximations (INLA). This thesis presents the datasets and describes the modelling and computational ...