Machine learning approaches for predicting radiation therapy outcomes: a clinician's perspective

J Kang, R Schwartz, J Flickinger, S Beriwal - … Journal of Radiation …, 2015 - Elsevier
… Here, we present a review of the use of ML to predict radiation therapy outcomes from the
clinician's point of view with the hope that it lowers the “barrier to entry” for those without formal …

An appraisal of analytical tools used in predicting clinical outcomes following radiation therapy treatment of men with prostate cancer: a systematic review

E Raymond, ME O'Callaghan, J Campbell… - Radiation …, 2017 - Springer
predicting clinical outcomes for patients with prostate cancer who have been treated with
radiation therapy. We … were adequately developed, validated and provide accurate predictions. …

Predicting the outcome of salvage radiation therapy for recurrent prostate cancer after radical prostatectomy

AJ Stephenson, PT Scardino, MW Kattan… - Journal of Clinical …, 2007 - ascopubs.org
… Nomograms predicting the outcome of definitive local therapy for prostate cancer … prediction
tools in oncology. This nomogram is the first model to predict the outcome of salvage therapy

[HTML][HTML] Application and comparison of machine learning models for predicting quality assurance outcomes in radiation therapy treatment planning

PDH Wall, JD Fontenot - Informatics in Medicine Unlocked, 2020 - Elsevier
… for predicting quality assurance (QA) outcomes of volumetric modulated arc radiation therapy
(… and their relative importance for accurately predicting GPRs was assessed and compared …

Assessment of outcome prediction models for patients with localized prostate carcinoma managed with radical prostatectomy or external beam radiation therapy

AV D'Amico, A Desjardin, A Chung… - … Journal of the …, 1998 - Wiley Online Library
… staging systems have emerged that optimize the prediction of time to posttherapy PSA failure
after either radical prostatectomy or external beam radiation therapy in this study. These 2 …

Individualized predictions of disease progression following radiation therapy for prostate cancer

JMG Taylor, M Yu, HM Sandler - Journal of clinical oncology, 2005 - ascopubs.org
… , who were treated with external-beam radiation therapy at the University of Michigan and …
received planned HT before the end of the radiation therapy regimen, or if they had missing …

Nomograms for prediction of outcome with or without adjuvant radiation therapy for patients with endometrial cancer: a pooled analysis of PORTEC-1 and PORTEC-2 …

CL Creutzberg, RGPM Van Stiphout, RA Nout… - … Journal of Radiation …, 2015 - Elsevier
… Postoperative radiation therapy for stage I endometrial cancer improves locoregional … To
facilitate treatment decision support for individual patients, accurate statistical models to predict

Prediction of response to salvage radiation therapy in patients with prostate cancer recurrence after radical prostatectomy

AK Leventis, SF Shariat, MW Kattan… - Journal of clinical …, 2001 - ascopubs.org
… predictors of outcome, such … radiation therapy, and PSA doubling time. Several studies
have attempted to identify parameters that could predict outcome after salvage radiation therapy. …

Deep learning for radiotherapy outcome prediction using dose data–a review

AL Appelt, B Elhaminia, A Gooya, A Gilbert, M Nix - Clinical Oncology, 2022 - Elsevier
… Treatment response and outcome prediction … to predict outcomes after radiotherapy has
been explored in multiple studies (see, eg [[15], [16], [17]]). Outcome prediction after radiotherapy

Predicting outcomes in cervical cancer: a kinetic model of tumor regression during radiation therapy

Z Huang, NA Mayr, WTC Yuh, SS Lo, JF Montebello… - Cancer research, 2010 - AACR
… A kinetic model was developed to predict the ultimate clinical outcome of radiation therapy
(RT… on biological mechanisms of tumor radioresponse and predict long-term clinical outcome. …