Dissection of Immune Gene Networks in Primary Melanoma Tumors Critical for Antitumor Surveillance of Patients with Stage II-III Resectable Disease.
J Invest Dermatol 2014 Aug; 134(8):2202-11.
Patients with resected stage II-III cutaneous melanomas remain at high risk for metastasis and death. Biomarker development has been limited by the challenge of isolating high-quality RNA for transcriptome-wide profiling from formalin-fixed and paraffin-embedded (FFPE) primary tumor specimens. Using NanoString technology, RNA from 40 stage II-III FFPE primary melanomas was analyzed and a 53-immune-gene panel predictive of non-progression (area under the curve (AUC)=0.920) was defined. The signature predicted disease-specific survival (DSS P<0.001) and recurrence-free survival (RFS P<0.001). CD2, the most differentially expressed gene in the training set, also predicted non-progression (P<0.001). Using publicly available microarray data from 46 primary human melanomas (GSE15605), a coexpression module enriched for the 53-gene panel was then identified using unbiased methods. A Bayesian network of signaling pathways based on this data identified driver genes. Finally, the proposed 53-gene panel was confirmed in an independent test population of 48 patients (AUC=0.787). The gene signature was an independent predictor of non-progression (P<0.001), RFS (P<0.001), and DSS (P=0.024) in the test population. The identified driver genes are potential therapeutic targets, and the 53-gene panel should be tested for clinical application using a larger data set annotated on the basis of prospectively gathered data. J Invest Dermatol 2014 Aug; 134(8):2202-11.
Sivendran, Shanthi; Chang, Rui; Pham, Lisa; Phelps, Robert G; Harcharik, Sara T; Hall, Lawrence D; Bernardo, Sebastian G; Moskalenko, Marina M; Sivendran, Meera; Fu, Yichun; de Moll, Ellen H; Pan, Michael; Moon, Jee Young; Arora, Sonali; Cohain, Ariella; DiFeo, Analisa; Ferringer, Tammie C; Tismenetsky, Mikhail; Tsui, Cindy L; Friedlander, Philip A; Parides, Michael K; Banchereau, Jacques; Chaussabel, Damien; Lebwohl, Mark G; Wolchok, Jedd D; Bhardwaj, Nina; Burakoff, Steven J; Oh, William K; Palucka, Karolina; Merad, Miriam; Schadt, Eric E; and Saenger, Yvonne M, "Dissection of Immune Gene Networks in Primary Melanoma Tumors Critical for Antitumor Surveillance of Patients with Stage II-III Resectable Disease." (2014). Faculty Research 2014. 137.