Clear cell renal cell carcinoma consensus transcriptomic programs reveal converging trajectories towards aggressive disease
Roy M. Elias, Vivek Nimgaonkar, Bingrui Emily Xie, Yuqi Zhang, Archana Balan, Kathleen Noller, Nirmish Singla, Yasser M. A. Ged, Ezra G. Baraban, Payal Kapur, James Brugarolas, Genevieve Stein-O’Brien, Michael F. Ochs, Elana Judith Fertig, Atul J Deshpande, Srinivasan Yegnasubramanian
The paper identifies 17 consensus transcriptomic programs in ccRCC using NMF and links them to cellular sources and clinical outcomes, revealing converging trajectories toward aggressive disease.
The Oncologist · Sep 1, 2026Peer-reviewedCancer Biology