Editorial: Machine Learning With Radiation Oncology Big Data

by Jun Deng, Issam El Naqa, Lei Xing
Published 2018-09-01

Measuring Tumor Microenvironment pH During Radiotherapy Using a Novel Cerenkov Emission Multispectral Optical Probe Based on Silicon Photomultipliers

by Ibrahim Oraiqat, Essam Al-Snayyan, Andrew Calcaterra, Roy Clarke, Roy Clarke, Alnawaz Rehemtulla, Issam El Naqa, Issam El Naqa
Published 2021-04-01

The Role of Machine Learning in Knowledge-Based Response-Adapted Radiotherapy

by Huan-Hsin Tseng, Yi Luo, Randall K. Ten Haken, Issam El Naqa
Published 2018-07-01

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
Published 2020-12-01

Automatic recognition and analysis of metal streak artifacts in head and neck computed tomography for radiomics modeling

by Lise Wei, Benjamin Rosen, Martin Vallières, Thong Chotchutipan, Michelle Mierzwa, Avraham Eisbruch, Issam El Naqa
Published 2019-04-01

Bioinformatics Methods for Learning Radiation-Induced Lung Inflammation from Heterogeneous Retrospective and Prospective Data

by Sarah J. Spencer, Damian Almiron Bonnin, Joseph O. Deasy, Jeffrey D. Bradley, Issam El Naqa
Published 2009-01-01

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
Published 2017-08-01

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
Published 2018-04-01

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
Published 2019-01-01

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
Published 2020-04-01

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
Published 2019-07-01

Artificial Intelligence Applications to Improve the Treatment of Locally Advanced Non-Small Cell Lung Cancers

by Andrew Hope, Maikel Verduin, Thomas J Dilling, Ananya Choudhury, Rianne Fijten, Leonard Wee, Hugo JWL Aerts, Issam El Naqa, Ross Mitchell, Marc Vooijs, Andre Dekker, Dirk de Ruysscher, Alberto Traverso
Published 2021-05-01

Tumor Immune Microenvironment Clusters in Localized Prostate Adenocarcinoma: Prognostic Impact of Macrophage Enriched/Plasma Cell Non-Enriched Subtypes

by Neil K. Jairath, Mark W. Farha, Sudharsan Srinivasan, Ruple Jairath, Michael D. Green, Robert T. Dess, William C. Jackson, Adam B. Weiner, Edward M. Schaeffer, Shuang G. Zhao, Felix Y. Feng, Issam El Naqa, Daniel E. Spratt
Published 2020-06-01

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
Published 2021-05-01

The big data effort in radiation oncology: Data mining or data farming?

by Charles S. Mayo, PhD, Marc L. Kessler, PhD, Avraham Eisbruch, MD, Grant Weyburne, BS, Mary Feng, MD, James A. Hayman, MD, Shruti Jolly, MD, Issam El Naqa, PhD, Jean M. Moran, PhD, Martha M. Matuszak, PhD, Carlos J. Anderson, PhD, Lynn P. Holevinski, BS, Daniel L. McShan, PhD, Sue M. Merkel, MSA RT(R)(T), Sherry L. Machnak, MBA RT(T), Theodore S. Lawrence, MD PhD, Randall K. Ten Haken, PhD
Published 2016-10-01

FDG-PET/MR Imaging for prediction of lung metastases in soft-tissue sarcomas of the extremities by texture analysis and wavelet image fusion

by Carrier-Vallières, Martin
Published 2013

Investigation of Cherenkov emission with applications in dosimetry, image guidance and intensity modulation in radiation therapy

by Zlateva, Yana
Published 2014