Modeling non-genetic information dynamics in cells using reservoir computing by Dipesh Niraula, Issam El Naqa, Jack Adam Tuszynski, Robert A. Gatenby

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The Role of Machine Learning in Knowledge-Based Response-Adapted Radiotherapy by Huan-Hsin Tseng, Yi Luo, Randall K. Ten Haken, Issam El Naqa

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Tumor response prediction in 90Y radioembolization with PET-based radiomics features and absorbed dose metrics by Lise Wei, Can Cui, Jiarui Xu, Ravi Kaza, Issam El Naqa, Yuni K. Dewaraja

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Author Correction: Quantum deep reinforcement learning for clinical decision support in oncology: application to adaptive radiotherapy by Dipesh Niraula, Jamalina Jamaluddin, Martha M. Matuszak, Randall K. Ten Haken, Issam El Naqa

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Quantum deep reinforcement learning for clinical decision support in oncology: application to adaptive radiotherapy by Dipesh Niraula, Jamalina Jamaluddin, Martha M. Matuszak, Randall K. Ten Haken, Issam El Naqa

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Magnetic Resonance-Guided Cancer Therapy Radiomics and Machine Learning Models for Response Prediction by Jesutofunmi Ayo Fajemisin, Glebys Gonzalez, Stephen A. Rosenberg, Ghanim Ullah, Gage Redler, Kujtim Latifi, Eduardo G. Moros, Issam El Naqa

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Investigating the role of functional imaging in the management of soft-tissue sarcomas of the extremities by Martin Vallières, Monica Serban, Ibtissam Benzyane, Zaki Ahmed, Shu Xing, Issam El Naqa, Ives R. Levesque, Jan Seuntjens, Carolyn R. Freeman

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A comparative analysis of longitudinal computed tomography and histopathology for evaluating the potential of mesenchymal stem cells in mitigating radiation-induced pulmonary fibro... by Jessica R. Perez, Sangkyu Lee, Norma Ybarra, Ola Maria, Monica Serban, Krishinima Jeyaseelan, Li Ming Wang, Jan Seuntjens, Issam El Naqa

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A human-in-the-loop based Bayesian network approach to improve imbalanced radiation outcomes prediction for hepatocellular cancer patients with stereotactic body radiotherapy by Yi Luo, Kyle C. Cuneo, Theodore S. Lawrence, Martha M. Matuszak, Laura A. Dawson, Dipesh Niraula, Randall K. Ten Haken, Issam El Naqa

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A systematic review and quality of reporting checklist for repeatability and reproducibility of radiomic features by Elisabeth Pfaehler, Ivan Zhovannik, Lise Wei, Ronald Boellaard, Andre Dekker, René Monshouwer, Issam El Naqa, Jan Bussink, Robert Gillies, Leonard Wee, Alberto Traverso

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Silicon Photomultipliers for Deep Tissue Cerenkov Emission Detection During External Beam Radiotherapy by Ibrahim Oraiqat, Samuel DeBruin, Robin Pearce, Christopher Como, Justin Mikell, Charles Taylor, John Way, Manuel Suarez, Alnawaz Rehemtulla, Roy Clarke, Issam El Naqa

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Electron Density and Biologically Effective Dose (BED) Radiomics-Based Machine Learning Models to Predict Late Radiation-Induced Subcutaneous Fibrosis by Michele Avanzo, Giovanni Pirrone, Lorenzo Vinante, Angela Caroli, Joseph Stancanello, Annalisa Drigo, Samuele Massarut, Mario Mileto, Martina Urbani, Marco Trovo, Issam el Naqa, Antonino De Paoli, Giovanna Sartor

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Serum Levels of Hepatocyte Growth Factor and CD40 Ligand Predict Radiation-Induced Liver Injury by Kyle C. Cuneo, Theresa Devasia, Yilun Sun, Matthew J. Schipper, David Karnak, Mary A. Davis, Dawn Owen, Mary Feng, Issam El Naqa, Latifa Bazzi, Randy Ten Haken, Theodore S. Lawrence

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A clinical decision support system for AI-assisted decision-making in response-adaptive radiotherapy (ARCliDS) by Dipesh Niraula, Wenbo Sun, Jionghua Jin, Ivo D. Dinov, Kyle Cuneo, Jamalina Jamaluddin, Martha M. Matuszak, Yi Luo, Theodore S. Lawrence, Shruti Jolly, Randall K. Ten Haken, Issam El Naqa

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434 Ionizing radiation acoustic imaging (iRAI) for volumetric mapping the dose deep in the liver during radiation therapy by Wei Zhang, Ibrahim Oraiqat, Dale Litzenberg, Kai-Wei Chang, Scott Hadley, Noora Ba Sunbul, Martha M. Matuszak, Christopher Tichacek, Eduardo G. Moros, Paul L. Carson, Kyle C. Cuneo, Xueding Wang, Issam El Naqa

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45 An integrative immune signature of complementary circulating and tumoral biomarkers maximizes the predictive power of adjuvant immunotherapeutic benefits for high-risk melanoma... by Lisa H Butterfield, Howard Streicher, Patrick Hwu, Walter J Storkus, Ahmad A Tarhini, John M Kirkwood, F Stephen Hodi, Dung-Tsa Chen, Sandra J Lee, Issam El Naqa, William A LaFramboise, Arivarasan D Karunamurthy, Timothy I Shaw, Alyssa Obermayer

Improved prediction of radiation pneumonitis by combining biological and radiobiological parameters using a data-driven Bayesian network analysis by Tonaye Hinton, David Karnak, Ming Tang, Ralph Jiang, Yi Luo, Philip Boonstra, Yilun Sun, Derek J. Nancarrow, Erin Sandford, Paramita Ray, Christopher Maurino, Martha Matuszak, Matthew J. Schipper, Michael D. Green, Gregory A. Yanik, Muneesh Tewari, Issam El Naqa, Caitlin A. Schonewolf, Randall Ten Haken, Shruti Jolly, Theodore S. Lawrence, Dipankar Ray

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Imaging response assessment for predicting outcomes after bioselection chemotherapy in larynx cancer: A secondary analysis of two prospective trials by Laila A. Gharzai, Julia Pakela, Elizabeth M. Jaworski, Issam El Naqa, Jennifer Shah, Peter G. Hawkins, Matthew E. Spector, Carol R. Bradford, Steven B. Chinn, Kelly Malloy, Robbi Kupfer, Andrew Shuman, Robert Morrison, Chaz L. Stucken, Andrew Rosko, Mark E. Prince, Keith Casper, Avraham Eisbruch, Gregory Wolf, Paul L. Swiecicki, Francis Worden, Michelle L. Mierzwa

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Investigating the SPECT Dose-Function Metrics Associated With Radiation-Induced Lung Toxicity Risk in Patients With Non-small Cell Lung Cancer Undergoing Radiation Therapy by Daniel R. Owen, BS, Yilun Sun, PhD, Philip S. Boonstra, PhD, Matthew McFarlane, MD, PhD, Benjamin L. Viglianti, MD, PhD, James M. Balter, PhD, Issam El Naqa, PhD, Matthew J. Schipper, PhD, Caitlin A. Schonewolf, MD, Randall K. Ten Haken, PhD, Feng-Ming S. Kong, MD, PhD, Shruti Jolly, MD, Martha M. Matuszak, PhD

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898 Demonstration of the utility of real-world progression-free survival (rwPFS) by application of an IFN-γ-related signature in a real-world cohort of patients with melanoma by Xuefeng Wang, Igor Puzanov, Abdul Rafeh Naqash, Ahmad A Tarhini, George J Weiner, Phaedra Agius, Margaret E Gatti-Mays, Howard Colman, Aik Choon Tan, Issam El Naqa, Timothy I Shaw, Aakrosh Ratan, Martin D McCarter, John Carpten, Susanne M Arnold, Michelle Churchman, Michael D Radmacher, Oliver A Hampton, David M McKean, Daniel R Elgort, Robert J Rounbehler, Donghai Dai, Tingyi Li, William S Dalton