Distribution patterns reveal distinct clustering between Normal and Disease cases in certain biomarker combinations—particularly RBC–PLT, LYM–ALB, and CA125–HE4—highlighting the discriminatory power of these variables even in non-cancer populations. Here, ALB is linked to cancer.