Medicine and Health Sciences Commons^™

Identification Of Ct-Based Non-Invasive Radiomic Biomarkers For Overall Survival Prediction In Oral Cavity Squamous Cell Carcinoma, Xiao Ling, Gregory S. Alexander, Jason Molitoris, Jinhyuk Choi, Lisa Schumaker, Ranee Mehra, Daria A. Gaykalova, Lei Ren

Department of Radiation Oncology Faculty Papers

This study addresses the limited non-invasive tools for Oral Cavity Squamous Cell Carcinoma (OSCC) survival prediction by identifying Computed Tomography (CT)-based biomarkers to improve prognosis prediction. A retrospective analysis was conducted on data from 149 OSCC patients, including CT radiomics and clinical information. An ensemble approach involving correlation analysis, score screening, and the Sparse-L1 algorithm was used to select functional features, which were then used to build Cox Proportional Hazards models (CPH). Our CPH achieved a 0.70 concordance index in testing. The model identified two CT-based radiomics features, Gradient-Neighboring-Gray-Tone-Difference-Matrix-Strength (GNS) and normalized-Wavelet-LLL-Gray-Level-Dependence-Matrix-Large-Dependence-High-Gray-Level-Emphasis (HLE), as well as stage and alcohol usage, …

The Inherited Kras-Variant As A Biomarker Of Cetuximab Response In Nsclc, Joanne Weidhaas, Chen Hu, Ritsuko Komaki, Gregory Masters, George Blumenschein, Joe Chang, Bo Lu, Adam Dicker, Jeffrey Bogart, Yolanda Garces, Samir Narayan, Clifford Robinson, Vivek Kavadi, Joel S Greenberger, Christopher Koprowski, James Welsh, Elizabeth Gore, Robert Macrae, Rebecca Paulus, Jeffrey Bradley

Department of Radiation Oncology Faculty Papers

PURPOSE: RTOG 0617 was a phase III randomized trial for patients with unresectable stage IIIA/IIIB non-small cell lung cancer comparing standard-dose (60 Gy) versus high-dose (74 Gy) radiotherapy and chemotherapy, plus or minus cetuximab. Although the study was negative, based on prior evidence that patients with the KRAS-variant, an inherited germline mutation, benefit from cetuximab, we evaluated KRAS-variant patients in RTOG 0617.

EXPERIMENTAL DESIGN: From RTOG 0617, 328 of 496 (66%) of patients were included in this analysis. For time-to-event outcomes, stratified log-rank tests and multivariable Cox regression models were used. For binary outcomes, Cochran-Mantel-Haenzel tests and multivariable logistic regression …

Top2a And Ezh2 Provide Early Detection Of An Aggressive Prostate Cancer Subgroup., David P. Labbé, Christopher J. Sweeney, Myles Brown, Phillip Galbo, Spencer Rosario, Kristine M. Wadosky, Sheng-Yu Ku, Martin Sjöström, Mohammed Alshalalfa, Nicholas Erho, Elai Davicioni, R. Jeffrey Karnes, Edward M. Schaeffer, Robert B. Jenkins, Robert B. Den, Ashley E. Ross, Michaela Bowden, Ying Huang, Kathryn P. Gray, Felix Y. Feng, Daniel E. Spratt, David W. Goodrich, Kevin H. Eng, Leigh Ellis

Department of Radiation Oncology Faculty Papers

Purpose: Current clinical parameters do not stratify indolent from aggressive prostate cancer. Aggressive prostate cancer, defined by the progression from localized disease to metastasis, is responsible for the majority of prostate cancer–associated mortality. Recent gene expression profiling has proven successful in predicting the outcome of prostate cancer patients; however, they have yet to provide targeted therapy approaches that could inhibit a patient's progression to metastatic disease. Experimental Design: We have interrogated a total of seven primary prostate cancer cohorts (n = 1,900), two metastatic castration-resistant prostate cancer datasets (n = 293), and one prospective cohort (n = 1,385) to assess …