Beyond the ability to identify known relationships, the SPOKE network also proposes biological explanations of higher-order shared associations between clinical predictors, such as ALB as a shared genetic association between congestive heart failure, malnutrition, HLD and AD, or INS as a shared association between osteoporosis, hypertension, HLD and AD. This evidence concerns the gene ALB and malnutrition.