Using GDF15 and NT-proBNP measures available in Generation Scotland (N ≥ 16,963), we first profile associations between GDF15 and NT-proBNP and four incident diseases (type 2 diabetes, ischaemic heart disease, ischaemic stroke and dementia), in addition to COVID-19 outcome severity. This evidence concerns the gene GDF15 and dementia.