Prognostic biomarkers can be direct or indirect to the causal pathway of a disease. If a prognostic biomarker is a direct step in the causal pathway, it is one of the factors or products of the disease.
Prognostic biomarkers are either part of the causal pathway of a disease, acting as factors or products of the disease, or they are not directly involved in the disease's cause.