Variable selection models consistently selected (≥ 96% selection proportion) age, male sex, Black ethnicity as well as earning less than GBP 18,000 per year, cystatin C, cardiovascular disease, hypertension, diabetes, and history of oral steroid use as jointly contributing to risk of COVID-19 death. Here, CST3 is linked to COVID-19.