To find more reliable biomarkers, we used a candidate approach and selected proteins which are involved in EGFR signaling, can be rapidly measured in patient plasma and have shown first promising results in previous (screening) studies as potential biomarkers for the development of EGFRI-induced rash (amphiregulin and HGF). This evidence concerns the gene AREG and Skin rash.