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1

Machine Learning in Radiation Oncology || What Is Machine Learning?

El Naqa, Issam, Li, Ruijiang, Murphy, Martin J.

Year:

2015

Language:

english

File:

PDF, 308 KB

english, 2015

2

Beyond imaging: The promise of radiomics

Avanzo, Michele, Stancanello, Joseph, El Naqa, Issam

Journal:

Year:

2017

Language:

english

File:

PDF, 1.63 MB

english, 2017

3

RTOG GU Radiation Oncology Specialists Reach Consensus on Pelvic Lymph Node Volumes for High-Risk Prostate Cancer

Colleen A.F. Lawton, Jeff Michalski, Issam El-Naqa, Mark K. Buyyounouski, W. Robert Lee, Cynthia Menard, Elizabeth O'Meara, Seth A. Rosenthal, Mark Ritter, Michael Seider

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2009

Language:

english

File:

PDF, 278 KB

english, 2009

4

Radiation Therapy Outcomes Models in the Era of Radiomics and Radiogenomics: Uncertainties and Validation

El Naqa, Issam, Pandey, Gaurav, Aerts, Hugo, Chien, Jen-Tzung, Andreassen, Christian Nicolaj, Niemierko, Andrzej, Ten Haken, Randall K.

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2018

Language:

english

File:

PDF, 204 KB

english, 2018

5

NCI Workshop on Artificial Intelligence in Radiation Oncology: Training the Next Generation

Kang, John, Thompson, Reid F., Aneja, Sanjay, Lehman, Constance, Trister, Andrew, Zou, James, Obcemea, Ceferino, El Naqa, Issam

Journal:

Practical Radiation Oncology

Year:

2020

File:

PDF, 548 KB

2020

6

Dosimetric correlates for acute esophagitis in patients treated with radiotherapy for lung carcinoma

Jeffrey Bradley, Joseph O Deasy, Soeren Bentzen, Issam El Naqa

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2004

Language:

english

File:

PDF, 192 KB

english, 2004

7

Dose–volume modeling of salivary function in patients with head-and-neck cancer receiving radiotherapy

Angel I. Blanco, K.S. Clifford Chao, Issam El Naqa, Gregg E. Franklin, Konstantin Zakarian, Milos Vicic, Joseph O. Deasy

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2005

Language:

english

File:

PDF, 385 KB

english, 2005

8

Radiation Dose–Volume Effects in the Lung

Lawrence B. Marks, Soren M. Bentzen, Joseph O. Deasy, Feng-Ming (Spring) Kong, Jeffrey D. Bradley, Ivan S. Vogelius, Issam El Naqa, Jessica L. Hubbs, Joos V. Lebesque, Robert D. Timmerman, Mary K. Mar

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2010

Language:

english

File:

PDF, 413 KB

english, 2010

9

PET-guided delineation of radiation therapy treatment volumes: a survey of image segmentation techniques

Habib Zaidi, Issam El Naqa

Journal:

European Journal of Nuclear Medicine and Molecular Imaging

Year:

2010

Language:

english

File:

PDF, 824 KB

english, 2010

10

Radiation Dose–Volume Effects in the Brain

Yaacov Richard Lawrence, X. Allen Li, Issam el Naqa, Carol A. Hahn, Lawrence B. Marks, Thomas E. Merchant, Adam P. Dicker

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2010

Language:

english

File:

PDF, 401 KB

english, 2010

11

Radiation Dose–Volume Effects and the Penile Bulb

Mack Roach III, Jiho Nam, Giovanna Gagliardi, Issam El Naqa, Joseph O. Deasy, Lawrence B. Marks

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2010

Language:

english

File:

PDF, 951 KB

english, 2010

12

Pelvic Normal Tissue Contouring Guidelines for Radiation Therapy: A Radiation Therapy Oncology Group Consensus Panel Atlas

Hiram A. Gay, H. Joseph Barthold, Elizabeth O’Meara, Walter R. Bosch, Issam El Naqa, Rawan Al-Lozi, Seth A. Rosenthal, Colleen Lawton, W. Robert Lee, Howard Sandler, Anthony Zietman, Robert Myerson, L

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2012

Language:

english

File:

PDF, 1.49 MB

english, 2012

13

Tools for consensus analysis of experts’ contours for radiotherapy structure definitions

Rawan Allozi, X. Allen Li, Julia White, Aditya Apte, An Tai, Jeff M. Michalski, Walter R. Bosch, Issam El Naqa

Journal:

Radiotherapy and Oncology

Year:

2010

Language:

english

File:

PDF, 988 KB

english, 2010

14

Combined PET/CT image characteristics for radiotherapy tumor response in lung cancer

Manushka Vaidya, Kimberly M. Creach, Jennifer Frye, Farrokh Dehdashti, Jeffrey D. Bradley, Issam El Naqa

Journal:

Radiotherapy and Oncology

Year:

2012

Language:

english

File:

PDF, 486 KB

english, 2012

15

Machine Learning in Radiation Oncology || Knowledge-Based Treatment Planning

El Naqa, Issam, Li, Ruijiang, Murphy, Martin J.

Year:

2015

Language:

english

File:

PDF, 633 KB

english, 2015

16

Machine Learning in Radiation Oncology || Machine Learning Methodology

El Naqa, Issam, Li, Ruijiang, Murphy, Martin J.

Year:

2015

Language:

english

File:

PDF, 846 KB

english, 2015

17

Bayesian network ensemble as a multivariate strategy to predict radiation pneumonitis risk

Lee, Sangkyu, Ybarra, Norma, Jeyaseelan, Krishinima, Faria, Sergio, Kopek, Neil, Brisebois, Pascale, Bradley, Jeffrey D., Robinson, Clifford, Seuntjens, Jan, El Naqa, Issam

Journal:

Medical Physics

Year:

2015

Language:

english

File:

PDF, 723 KB

english, 2015

18

Deep Reinforcement Learning for Automated Radiation Adaptation in Lung Cancer

Tseng, Huan-Hsin, Luo, Yi, Cui, Sunan, Chien, Jen-Tzung, Ten Haken, Randall K., El Naqa, Issam

Journal:

Medical Physics

Year:

2017

Language:

english

File:

PDF, 3.91 MB

english, 2017

19

Modeling of Normal Tissue Complications Using Imaging and Biomarkers After Radiation Therapy for Hepatocellular Carcinoma

El Naqa, Issam, Johansson, Adam, Owen, Dawn, Cuneo, Kyle, Cao, Yue, Matuszak, Martha, Bazzi, Latifa, Lawrence, Theodore S., Ten Haken, Randall K.

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2018

Language:

english

File:

PDF, 1.46 MB

english, 2018

20

Ionizing radiation-induced acoustics for radiotherapy and diagnostic radiology applications

Hickling, Susannah, Xiang, Liangzhong, Jones, Kevin C., Parodi, Katia, Assmann, Walter, Avery, Stephen, Hobson, Maritza, El Naqa, Issam

Journal:

Medical Physics

Year:

2018

Language:

english

File:

PDF, 1.21 MB

english, 2018

21

Can dose outside the PTV influence the risk of distant metastases in stage I lung cancer patients treated with stereotactic body radiotherapy (SBRT)?

Diamant, André, Chatterjee, Avishek, Faria, Sergio, Naqa, Issam El, Bahig, Houda, Filion, Edith, Robinson, Cliff, Al-Halabi, Hani, Seuntjens, Jan

Journal:

Radiotherapy and Oncology

Year:

2018

Language:

english

File:

PDF, 1.15 MB

english, 2018

22

Towards in vivo dosimetry in external beam radiotherapy using X-ray acoustic computed tomography: A soft-tissue phantom study validation

Lei, Hao, Zhang, Wei, Oraiqat, Ibrahim, Liu, Zhipeng, Ni, Jun, Wang, Xueding, El Naqa, Issam

Journal:

Medical Physics

Year:

2018

Language:

english

File:

PDF, 800 KB

english, 2018

23

Cherenkov emission-based external radiotherapy dosimetry: II. Electron beam quality specification and uncertainties

Zlateva, Yana, Muir, Bryan R., Seuntjens, Jan P., El Naqa, Issam

Journal:

Medical Physics

Year:

2019

Language:

english

File:

PDF, 450 KB

english, 2019

24

Silicon Photomultipliers for Deep Tissue Cerenkov Emission Detection During External Beam Radiotherapy

Oraiqat, Ibrahim, DeBruin, Samuel, Pearce, Robin, Como, Christopher, Mikell, Justin, Taylor, Charles, Way, John, Suarez, Manuel, Rehemtulla, Alnawaz, Clarke, Roy, Naqa, Issam El

Journal:

IEEE Photonics Journal

Year:

2019

Language:

english

File:

PDF, 4.14 MB

english, 2019

25

Artificial Intelligence: reshaping the practice of radiological sciences in the 21st century

El Naqa, Issam, Haider, Masoom A, Giger, Maryellen L, Ten Haken, Randall K

Journal:

British Journal of Radiology

Year:

2020

Language:

english

File:

PDF, 1.50 MB

english, 2020

26

The role of machine and deep learning in modern medical physics

El Naqa, Issam, Das, Shiva

Journal:

Medical Physics

Year:

2020

File:

PDF, 90 KB

2020

27

Introduction to machine and deep learning for medical physicists

Cui, Sunan, Tseng, HuanâHsin, Pakela, Julia, Ten Haken, Randall K., El Naqa, Issam

Journal:

Medical Physics

Year:

2020

File:

PDF, 2.17 MB

2020

28

Step-size effect on calculated photon and electron beam Cherenkov-to-dose conversion factors

Zlateva, Yana, Muir, Bryan R., El Naqa, Issam, Seuntjens, Jan

Journal:

Year:

2020

File:

PDF, 1.23 MB

2020

29

Quantitative assessment of coronary artery plaque vulnerability by high-resolution magnetic resonance imaging and computational biomechanics: A pilot study ex vivo

Jie Zheng, Issam El Naqa, Faith E. Rowold, Thomas K. Pilgram, Pamela K. Woodard, Jeffrey E. Saffitz, Dalin Tang

Journal:

Magnetic Resonance in Medicine

Year:

2005

Language:

english

File:

PDF, 251 KB

english, 2005

30

Multivariable modeling of radiotherapy outcomes, including dose–volume and clinical factors

Issam El Naqa, Jeffrey Bradley, Angel I. Blanco, Patricia E. Lindsay, Milos Vicic, Andrew Hope, Joseph O. Deasy

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2006

Language:

english

File:

PDF, 747 KB

english, 2006

31

Modeling radiation pneumonitis risk with clinical, dosimetric, and spatial parameters

Andrew J. Hope, Patricia E. Lindsay, Issam El Naqa, James R. Alaly, Milos Vicic, Jeffrey D. Bradley, Joseph O. Deasy

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2006

Language:

english

File:

PDF, 596 KB

english, 2006

32

A Nomogram to Predict Radiation Pneumonitis, Derived From a Combined Analysis of RTOG 9311 and Institutional Data

Jeffrey D. Bradley, Andrew Hope, Issam El Naqa, Aditya Apte, Patricia E. Lindsay, Walter Bosch, John Matthews, William Sause, Mary V. Graham, Joseph O. Deasy

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2007

Language:

english

File:

PDF, 608 KB

english, 2007

33

Estimation of Setup Uncertainty Using Planar and MVCT Imaging for Gynecologic Malignancies

Lakshmi Santanam, Jacqueline Esthappan, Sasa Mutic, Eric E. Klein, S. Murty Goddu, Summer Chaudhari, Sasha Wahab, Issam M. El Naqa, Daniel A. Low, Perry W. Grigsby

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2008

Language:

english

File:

PDF, 571 KB

english, 2008

34

Variation in the Definition of Clinical Target Volumes for Pelvic Nodal Conformal Radiation Therapy for Prostate Cancer

Colleen A.F. Lawton, Jeff Michalski, Issam El-Naqa, Deborah Kuban, W. Robert Lee, Seth A. Rosenthal, Anthony Zietman, Howard Sandler, William Shipley, Mark Ritter, Richard Valicenti, Charles Catton, M

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2009

Language:

english

File:

PDF, 749 KB

english, 2009

35

Elective Clinical Target Volumes for Conformal Therapy in Anorectal Cancer: A Radiation Therapy Oncology Group Consensus Panel Contouring Atlas

Robert J. Myerson, Michael C. Garofalo, Issam El Naqa, Ross A. Abrams, Aditya Apte, Walter R. Bosch, Prajnan Das, Leonard L. Gunderson, Theodore S. Hong, J.J. John Kim, Christopher G. Willett, Lisa A.

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2009

Language:

english

File:

PDF, 1.34 MB

english, 2009

36

Development of RTOG Consensus Guidelines for the Definition of the Clinical Target Volume for Postoperative Conformal Radiation Therapy for Prostate Cancer

Jeff M. Michalski, Colleen Lawton, Issam El Naqa, Mark Ritter, Elizabeth O'Meara, Michael J. Seider, W. Robert Lee, Seth A. Rosenthal, Thomas Pisansky, Charles Catton, Richard K. Valicenti, Anthony L.

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2010

Language:

english

File:

PDF, 1.42 MB

english, 2010

37

Stereotactic Body Radiation Therapy for Early-Stage Non–Small-Cell Lung Cancer: The Pattern of Failure Is Distant

Jeffrey D. Bradley, Issam El Naqa, Robert E. Drzymala, Marco Trovo, Griffin Jones, Mary Dee Denning

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2010

Language:

english

File:

PDF, 163 KB

english, 2010

38

Glioblastoma in Children: A Single-Institution Experience

Stephanie M. Perkins, Joshua B. Rubin, Jeffrey R. Leonard, Matthew D. Smyth, Issam El Naqa, Jeff M. Michalski, Joseph R. Simpson, David L. Limbrick, Tae S. Park, David B. Mansur

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2011

Language:

english

File:

PDF, 165 KB

english, 2011

39

Monte Carlo role in radiobiological modelling of radiotherapy outcomes

El Naqa, Issam, Pater, Piotr, Seuntjens, Jan

Journal:

Physics in Medicine and Biology

Year:

2012

Language:

english

File:

PDF, 1.26 MB

english, 2012

40

[IEEE 2010 International Conference on Machine Learning and Applications (ICMLA) - Washington, DC, USA (2010.12.12-2010.12.14)] 2010 Ninth International Conference on Machine Learning and Applications -

Oh, Jung Hun, Craft, Jeffrey, Al-Lozi, Rawan, Vaidya, Manushka, Meng, Yifan, Deasy, Joseph O., Bradley, Jeffrey D., Naqa, Issam El

Year:

2010

Language:

english

File:

PDF, 264 KB

english, 2010

41

Special section: Selected papers from the Fourth International Workshop on Recent Advances in Monte Carlo Techniques for Radiation Therapy

Seuntjens, Jan, Beaulieu, Luc, El Naqa, Issam, Després, Philippe

Journal:

Physics in Medicine and Biology

Year:

2012

Language:

english

File:

PDF, 644 KB

english, 2012

42

Machine learning methods for predicting tumor response in lung cancer

Journal:

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery

Year:

2012

Language:

english

File:

PDF, 520 KB

english, 2012

43

Comparative methods for PET image segmentation in pharyngolaryngeal squamous cell carcinoma

Habib Zaidi, Mehrsima Abdoli, Carolina Llina Fuentes, Issam M. El Naqa

Journal:

European Journal of Nuclear Medicine and Molecular Imaging

Year:

2012

Language:

english

File:

PDF, 604 KB

english, 2012

44

Stereotactic body radiation therapy versus surgical resection for stage I non–small cell lung cancer

Traves D. Crabtree, Chadrick E. Denlinger, Bryan F. Meyers, Issam El Naqa, Jennifer Zoole, A. Sasha Krupnick, Daniel Kreisel, G. Alexander Patterson, Jeffrey D. Bradley

Journal:

The Journal of Thoracic and Cardiovascular Surgery

Year:

2010

Language:

english

File:

PDF, 2.56 MB

english, 2010

45

Modeling radiation-induced lung injury risk with an ensemble of support vector machines

Todd W. Schiller, Yixin Chen, Issam El Naqa, Joseph O. Deasy

Journal:

Year:

2010

Language:

english

File:

PDF, 448 KB

english, 2010

46

A miR-200 microRNA cluster as prognostic marker in advanced ovarian cancer

Xiaoxia Hu, Dusten M. Macdonald, Phyllis C. Huettner, Zhihui Feng, Issam M. El Naqa, Julie K. Schwarz, David G. Mutch, Perry W. Grigsby, Simon N. Powell, Xiaowei Wang

Journal:

Gynecologic Oncology

Year:

2009

Language:

english

File:

PDF, 711 KB

english, 2009

47

Dosimetric predictors of chest wall pain after lung stereotactic body radiotherapy

Kimberly M. Creach, Issam El Naqa, Jeffrey D. Bradley, Jeffrey R. Olsen, Parag J. Parikh, Robert E. Drzymala, Charles Bloch, Clifford G. Robinson

Journal:

Radiotherapy and Oncology

Year:

2012

Language:

english

File:

PDF, 272 KB

english, 2012

48

Dose–Response for Stereotactic Body Radiotherapy in Early-Stage Non–Small-Cell Lung Cancer

Jeffrey R. Olsen, Clifford G. Robinson, Issam El Naqa, Kimberly M. Creach, Robert E. Drzymala, Charles Bloch, Parag J. Parikh, Jeffrey D. Bradley

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2011

Language:

english

File:

PDF, 199 KB

english, 2011

49

Variation in the Gross Tumor Volume and Clinical Target Volume for Preoperative Radiotherapy of Primary Large High-Grade Soft Tissue Sarcoma of the Extremity Among RTOG Sarcoma Radiation Oncologists

Dian Wang, Walter Bosch, David G. Kirsch, Rawan Al Lozi, Issam El Naqa, David Roberge, Steven E. Finkelstein, Ivy Petersen, Michael Haddock, Yen-Lin E. Chen, Naoyuki G. Saito, Ying J. Hitchcock, Aaron

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2011

Language:

english

File:

PDF, 640 KB

english, 2011

50

Modeling the Risk of Radiation-Induced Acute Esophagitis for Combined Washington University and RTOG Trial 93-11 Lung Cancer Patients

Ellen X. Huang, Jeffrey D. Bradley, Issam El Naqa, Andrew J. Hope, Patricia E. Lindsay, Walter R. Bosch, John W. Matthews, William T. Sause, Mary V. Graham, Joseph O. Deasy

Journal:

International Journal of Radiation Oncology*Biology*Physics

Year:

2012

Language:

english

File:

PDF, 507 KB

english, 2012