Urine metabolites flag cancer without labels: a four-metabolite panel keeps most of supervised separation across eight cancers
A four-metabolite urine and plasma panel separated cancer cases from controls across eight cancer types, and a model that never used outcome labels still reached an AUC of 0.925 against 0.991 for supervised learning.