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Augspurger, Mark E.

Mayo Clinic

Baptist Medical Center Jacksonville

Citations 2

Development and Validation of an Artificial Intelligence Digital Pathology Biomarker to Predict Benefit of Long-Term Hormonal Therapy and Radiotherapy in Men With High-Risk Prostate Cancer Across Multiple Phase III Trials
Armstrong, Andrew J. , Liu, Vinnie Y.T. , Selvaraju, Ramprasaath R., Chen, Emmalyn , Simko, Jeffry, DeVries, Sandy, Sartor, Oliver , Sandler, Howard M. , Mohamad, Osama , Huang, Huei–Chung, Griffin, Jacqueline , Esteva, Andre , Carson, John H., Peters, Christopher A., Gore, Elizabeth , Monson, Jedidiah M., Augspurger, Mark E., El‐Gayed, Ali , Rodgers, Joseph P., McKay, Rana R. , Morgan, Todd M. , Feng, Felix Y. , Nguyen, Paul L. , Tran, Phuoc T , Spratt, Daniel E , Lee, Steve P , El-Gayed, Ali , McKay, Rana R , Morgan, Todd M , Feng, Felix Y , Sartor, A Oliver , Sandler, Howard M , Armstrong, Andrew J , Yamashita, Rikiya , Spratt, Daniel E. , Carson, John Hi

Journal of Clinical Oncology | April 16, 2025 | Volume: 43 | Issue: 32 | Pages: 3494-3504

10.1200/jco.24.00365 Get It

PURPOSE Long-term androgen deprivation therapy (ADT) improves survival in men with high-risk localized prostate cancer (PCa) receiving radiotherapy (RT). Predictive biomarkers are needed to guide ADT duration. METHODS A multimodal artificial intelligence (MMAI)–derived predictive biomarker was trained for long-term (LT) versus short-term (ST) ADT using pretreatment digital prostate biopsy images and clinical data (age, prostate-specific antigen, Gleason, and T stage) from six NRG Oncology phase III randomized radiotherapy trials. The novel MMAI-derived biomarker was developed to predict the differential benefit of LT-ADT on the primary end point, distant metastasis (DM). MMAI predictive utility was validated on a seventh randomized trial, RTOG 9202 (N = 1,192), which randomly assigned men to RT + ST-ADT (4 months) versus RT + LT-ADT (28 months). Fine-Gray and cumulative incidence analyses for DM, and secondarily, death with DM, were performed. Deaths without DM were treated as competing risks. RESULTS In the validation cohort (median follow-up, 17.2 years), LT-ADT significantly improved DM from 26% to 17% (subdistribution hazard ratio [sHR], 0.64 [95% CI, 0.50 to 0.82], P < .001). A significant biomarker-treatment predictive interaction was observed ( P = .04) for DM, whereby MMAI biomarker–positive men (n = 785, 66%) had reduced DM with LT-ADT versus ST-ADT (sHR, 0.55 [95% CI, 0.41 to 0.73], P < .001), whereas no treatment benefit was observed for MMAI biomarker–negative men (n = 407; sHR, 1.06 [95% CI, 0.61 to 1.84], P = .84). The estimated 15-year DM risk difference between RT + LT-ADT and RT + ST-ADT was 14% in MMAI biomarker–positive men and 0% in MMAI biomarker–negative men. The MMAI biomarker was also prognostic for DM, irrespective of treatment (sHR, 2.35 [95% CI, 1.72 to 3.19], P < .001). CONCLUSION To our knowledge, the MMAI model is the first validated predictive biomarker to guide ADT duration with RT in localized/locally advanced PCa. Approximately one third of men with high-risk PCa could safely be spared the additional 24 months of ADT and the associated morbidity.
Long-Term Prospective Outcomes of Intensity Modulated Radiotherapy for Locally Advanced Lung Cancer
Hu, Chen , Komaki, Ritsuko , Timmerman, Robert , Bogart, Jeffrey A. , Dobelbower, M.C., Bosch, Walter , Kavadi, Vivek S. , Narayan, Samir , Iyengar, Puneeth , Robinson, Clifford G. , Rothman, J., Raben, Adam , Augspurger, Mark E., MacRae, Robert M. , Bradley, Jeffrey D. , Schild, Steven E. , Robinson, Clifford , Bradley, Jeffrey , Chun, Stephen G. , Paulus, Rebecca

JAMA Oncology | June 27, 2024 | Volume: 10 | Issue: 8 | Pages: 1111

10.1001/jamaoncol.2024.1841 Get It

ImportanceThe optimal radiotherapy technique for unresectable locally advanced non–small cell lung cancer (NSCLC) is controversial, so evaluating long-term prospective outcomes of intensity-modulated radiotherapy (IMRT) is important.ObjectiveTo compare long-term prospective outcomes of patients receiving IMRT and 3-dimensional conformal radiotherapy (3D-CRT) with concurrent carboplatin/paclitaxel for locally advanced NSCLC.Design, Setting, and ParticipantsA secondary analysis of a prospective phase 3 randomized clinical trial NRG Oncology–RTOG 0617 assessed 483 patients receiving chemoradiotherapy (3D-CRT vs IMRT) for locally advanced NSCLC based on stratification.Main Outcomes and MeasuresLong-term outcomes were analyzed, including overall survival (OS), progression-free survival (PFS), time to local failure, development of second cancers, and severe grade 3 or higher adverse events (AEs) per Common Terminology Criteria for Adverse Events, version 3. The percentage of an organ volume (V) receiving a specified amount of radiation in units of Gy is reported as V(radiation dose).ResultsOf 483 patients (median [IQR] age, 64 [57-70] years; 194 [40.2%] female), 228 (47.2%) received IMRT, and 255 (52.8%) received 3D-CRT (median [IQR] follow-up, 5.2 [4.8-6.0] years). IMRT was associated with a 2-fold reduction in grade 3 or higher pneumonitis AEs compared with 3D-CRT (8 [3.5%] vs 21 [8.2%]; P = .03). On univariate analysis, heart V20, V40, and V60 were associated with worse OS (hazard ratios, 1.06 [95% CI, 1.04-1.09]; 1.09 [95% CI, 1.05-1.13]; 1.16 [95% CI, 1.09-1.24], respectively; all P &amp;lt; .001). IMRT significantly reduced heart V40 compared to 3D-CRT (16.5% vs 20.5%; P &amp;lt; .001). Heart V40 (&amp;lt;20%) had better OS than V40 (≥20%) (median [IQR], 2.5 [2.1-3.1] years vs 1.7 [1.5-2.0] years; P &amp;lt; .001). On multivariable analysis, heart V40 (≥20%), was associated with worse OS (hazard ratio, 1.34 [95% CI, 1.06-1.70]; P = .01), whereas lung V5 and age had no association with OS. Patients receiving IMRT and 3D-CRT had similar rates of developing secondary cancers (15 [6.6%] vs 14 [5.5%]) with long-term follow-up.Conclusions and RelevanceThese findings support the standard use of IMRT for locally advanced NSCLC. IMRT should aim to minimize lung V20 and heart V20 to V60, rather than constraining low-dose radiation bath. Lung V5 and age were not associated with survival and should not be considered a contraindication for chemoradiotherapy.Trial RegistrationClinicalTrials.gov Identifier: NCT00533949