Penalised regression selected (selection proportion ≥ 96%) age, male sex, renting, earning less than 18,000 GBP, current smoking, cholesterol, cystatin C, history of taking ACEi, cancer, diabetes, and cardiovascular and respiratory disease as jointly contributing to non-COVID-19 mortality (Fig. 1a). This evidence concerns the gene CST3 and COVID-19.