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Taxonomy: TH- Small Animal RT: Response assessment

MO-E115-GePD-F5-1Convolutional Neural Networks for Identifying Correlation Between Dose Patterns Associated with Poor Survival and Early Local Recurrence After Metastatic Liver SBRT
B Ibragimov1*, Y Yuan3, D Toesca2 , D Chang4 , A Koong5 , L Xing6 , (1) ,,,(2) Stanford University, Stanford, California, (3) Stanford University, Stanford, CA, (4) Stanford University, Stanford, CA, (5) The University of Texas MD Anderson Cancer Center, Houston, TX, (6) Stanford Univ, School of Medicine, Stanford, CA
MO-E115-GePD-F6-6A Method to Assess Spatial Tumor Response Based On Texture Analysis of Daily CTs Acquired During Radiation Therapy
D Schott1*, W Hall1 , T Schmidt2 , G Noid1 , P Knechtges1 , B Erickson1 , X Li1 , (1) Medical College of Wisconsin, Milwaukee, WI, (2) Marquette University, Milwaukee, WI
MO-K-DBRA-6Spatial, Anatomically-Localized Mapping of Dose-Toxicity Associations Following Prostate Radiotherapy
M Marcello1 , A Kennedy2 , J Dowling3 , A Haworth4 , L Holloway5 , S Gulliford6 , D Dearnaley7 , J Denham8 , M Ebert9*, (1) University of Western Australia, Perth, Western Australia, (2) Sir Charles Gairdner Hospital, Perth, 6009, (3) CSIRO, Brisbane, Queensland, (4) University of Sydney, Sydney, New South Wales, (5) Liverpool and Macarthur cancer therapy centres and ingham Institute, Sydney, NSW, (6) Institute of Cancer Research & Royal Marsden, Sutton, ,(7) Institute for Cancer Research, Sutton, Surrey, (8) University of Newcastle, Newcastle, New South Wales, (9) The University of Western Australia, Nedlands,
MO-K-DBRB-6Quantification of Parametric Response Maps for Response-Guided Adaptive Radiotherapy
H Zhong1*, H Sharifi2 , F Kong3 , X Li4 , C Liu5 , I Chetty6 , (1) Henry Ford Health System, Detroit, MI,(2) Henry Ford Health System, Detroit, MI, (3) Indiana University- School of Medicine, Indianapolis, IN, (4) Medical College of Wisconsin, Milwaukee, WI, (5) Henry Ford Health System, Detroit, MI, (6) Henry Ford Hospital System, Detroit, MI
SU-E-KDBRC-3An Automation Framework for Real-Time Prospective Radiomics with Deformable Image Registration
T Patel*, P Lang , D Moseley , A Hope , D Jaffray , N Becker , T Tadic , Princess Margaret Cancer Centre, University Health Network, Toronto, ON
SU-F-DBRA-3Delta-Radiomics of Daily CTs Acquired During Chemo-Radiation Therapy of Pancreatic Cancer
H Nasief1*, W Hall2 , D Schott3 , S Klawikowski4 , c Cheng5 , B Erickson6 , X Li7 , (1) Medical college of Wisconsin, Milwaukee, Wisconsin, (2) Froedtert Hospital and the Medical College of Wisconsin, Milwaukee, Wisconsin, (3) Froedtert Hospital and the Medical College of Wisconsin, Milwaukee, WI, (4) Froedtert Hospital and the Medical College of Wisconsin, Milwaukee, WI, (5) University of Milwaukee, Milwaukee, WI, (6) Froedtert Hospital and the Medical college of Wisconsin, Milwaukee, Wisconsin, (7) Froedtert Hospital and the Medical College of Wisconsin, Milwaukee, WI
SU-F-KDBRC-5A Bayesian Network Model of Lymphatic Tumor Progression for Personalized Elective CTV Definition
B Pouymayou*, O Riesterer , M Guckenberger , J Unkelbach , University Hospital Zurich, Zurich, Zurich
SU-H330-GePD-F8-3Quantitative Regression Model of CBCT Gamma Index and Its Clinical Application On Pre-Treatment Patient Setup Evaluation
T Chen*, D Barbee , I Das , NYU Langone Medical Center, New York, NY
SU-H430-GePD-F8-1Classification of Hepatic Tumor Images Using Persistent Homology
J Kotoku1*, A Oyama1 , Y Hiraoka2 , I Obayashi2 , K Shiraishi1 , A Haga3 ,H Kondo1 , Y Saikawa1 , T Kobayashi1 , S Furui1 , (1) Teikyo University, Tokyo, Japan,(2) Tohoku University, Aoba-ku, Sendai,Japan (3)Tokushima University, Tokushima, Japan
SU-I-GPD-J-23Dosimetric Analysis On the Influence of Gas in the Digestive Tract On Different Types of Radiotherapy for Pancreas Cancer
T Chen*, A Mccarthy , I Das , NYU Langone Medical Center, New York, NY
SU-I-GPD-J-56A Radiomic Assessment of the Progression of Acoustic Neuroma After Gamma Knife Stereotactic Radiosurgery
G Narayanasamy1*, G Zhang2 , E Siegel3 , G Campbell 4 , E Moros2 , E Galhardo1 , X Zhang1 , S Morrill1 , J Penagaricano1 , (1) Department of Radiation Oncology, University of Arkansas for Medical Sciences, Little Rock, AR, (2) H. Lee Moffitt Cancer Center, Tampa, FL, (3) Department of Biostatistics, University of Arkansas for Medical Sciences, Little Rock, AR, (4) College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR
SU-I-GPD-J-69Assessment of Radiation Therapy Response in Esophageal Cancer Using Weekly CBCT Data
N Biswal*, A Zhang , S Jabbour , Rutgers Cancer Institute of New Jersey, New Brunswick, NJ
SU-I-GPD-J-71Prediction of Local Persistence/Recurrence After Radiation Therapy Treatment of Head and Neck Cancer From PET/CT Using a Multi-Objective Radiomics Model
Q Zhang*, Z Zhou , G Qin , P Li , J Shah , N Pham , S Gottumukkala , Z Moore , D Sher , J Wang , S Jiang , UT Southwestern Medical Center, Dallas, TX
SU-I-GPD-P-59Tumor Response Assessment and Optimal Biologically Equivalent Dose (BED) of Lung Stereotactic Body Radiotherapy (SBRT) for Different Prescriptions
M Ding1*, S DiBiase1 , W Zollinger2 , C Fox1 , R Ebeling2 , D Heard2 , R Posey2 , (1) Tulane University, New Orleans, LA, (2) Northeast Louisiana Cancer Institute, Monroe, LA
SU-I-GPD-T-77Dosimetric and Radiobiological Fitting of Xerostomia Outcome Data 12 Months After Radiation Therapy for Head and Neck Tumors
A Kubli1*, D Fried2 , W Mendenhall3 , N Sheets4 , R Green5 , S Das6 , L Marks7 , B Chera8 , P Mavroidis9 , (1) ,Durham, NC, (2) UNC Health Care, Chapel Hill, NC, (3) University of Florida, Gainesville, FL, (4) UNC Health Care, Chapel Hill, NC, (5) University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, (6) University of North Carolina, Chapel Hill, NC, (7) UNC School of Medicine, Chapel Hill, NC, (8) University of North Carolina, Chapel Hil, NC, (9) university North Carolina, Chapel Hill, NC
SU-I-GPD-T-399Correlating Edema Risk with Dose Metrics for Meningioma Patients Receiving Stereotactic Radiosurgery
M Sharma*, J Saenz , G Choi , M Schell , K Usuki , M Milano , University of Rochester Medical Center, Rochester, NY
SU-J400-CAMPUS-F2-4Impact of Lesion Surface Area On Lung Cancer Lesions During Systemic Therapy
P Ferjancic*, A Roth , D Huff , A Traynor , R Jeraj , S Perlman , D Alberti , University of Wisconsin, Madison, WI
SU-K-DBRA-2Dosimetric and Radiobiological Fitting of Dysphagia Outcome Data 12 Months After Radiation Therapy for Head and Neck Tumors
A Kubli1*, D Fried2 , W Mendenhall3 , N Sheets4 , R Green5 , S Das6 , L Marks7 , B Chera8 , P Mavroidis9 , (1) ,Durham, NC, (2) UNC Health Care, Chapel Hill, NC, (3) University of Florida, Gainesville, FL, (4) UNC Health Care, Chapel Hill, NC, (5) University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, (6) University of North Carolina, Chapel Hill, NC, (7) UNC School of Medicine, Chapel Hill, NC, (8) University of North Carolina, Chapel Hil, NC, (9) university North Carolina, Chapel Hill, NC
SU-L-KDBRC-2Identifying the Prognostic Value of PET and Clinical Information for Triple-Negative Breast Cancer Patients Treated with Radiotherapy Using Deep Learning Approach
Y Yue*, S Bose , X Cui , M Burnison , H Sandler , B Fraass , Cedars-Sinai Medical Center, Los Angeles, CA
SU-L-KDBRC-5MRI-Based Radiomics Distinguishes Treatment Effect From True Progression After Stereotactic Radiosurgery for Brain Metastases
L Peng1 , J Lee1 , K Sheikh1* , P Huang1 , V Parekh1 , B Baker1 , T Kirschbaum1 , F Silvestri1 , J Son1 , A Robinson1 , H Ames1 , J Grimm1 , L Chen1 , C Shen1 , M Soike2 , E McTyre2 , K Redmond1 , M Lim1 , M Jacobs1 , L Kleinberg1 , (1) Johns Hopkins University, Baltimore, MD, (2) Wake Forest School of Medicine, Winston Salem, NC
SU-L-KDBRC-6Apparent Diffusion Coefficient (ADC) Measured by Diffusion Weighted MRI Was Highly Correlated with Tumor Cell Survival in Non-Small Cell Lung Cancer (NSCLC) Cell Lines Under Stereotactic Body Radiotherapy (SBRT) Regimens
Y Wang1*, K Qing2 , (1) Chinese Academy of Medical Science and Shenzhen Cancer Center, Shenzhen, China (2) University of Virginia, Charlottesville, VA
SU-L-KDBRC-7Response Heterogeneity in Advanced Lung Cancer Patients
A Roth1*, P Ferjancic1 , D Alberti1 , A Traynor1 , R Jeraj1,2 , S Perlman1 , (1) University of Wisconsin, Madison, WI, (2) University of Ljubljana, Slovenia
TH-AB-DBRA-7Impact of Parotid Gland Migration On Xerostomia Prediction
R Astaburuaga1,2,3,4*, H Gabrys1,2,3 , B Sanchez-Nieto4,5, R O Floca3,6 , S Klueter3,7, K Schubert3,7, H Hauswald3,7,8, M Bangert1,3, (1) Department of Medical Physics in Radiation Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany, (2) Medical Faculty of Heidelberg, Universitat Heidelberg, Heidelberg, Germany, (3) Heidelberg Institute for Radiation Oncology , Heidelberg, Germany, (4) Institute of Physics, Pontificia Universidad Catolica de Chile, Santiago, Chile, (5) Center UC Investigation in Oncology, Pontificia Universidad Catolica de Chile, Santiago, Chile, (6) Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany, (7) Department of Radiation Oncology, University Hospital Heidelberg, Heidelberg, Germany, (8) Clinical Cooperation Unit Radiation Oncology, German Cancer Research Center (DKFZ), Germany
TH-AB-DBRB-6Tracking Imaging Phenotypes with Deep Learning for Survival and Treatment Response Prediction
Y Xu1*, A Hosny2 , T Coroller2 , R Zeleznik2 , R Mak1,2 , H Aerts1,2 , (1) Harvard Medical School, Brigham and Women's Hosp., Boston, MA, (2) Dana Farber Cancer Institute, Boston, MA
TH-AB-DBRB-7Investigating the Complementarity of Radiomics and Clinical Information for Predicting Treatment Failure in Multiple Cancer Types
M Vallieres1*, A Chatterjee2 , F Lucia3 , V Bourbonne3 , P Bonaffini4 , I Masson5 , A Mervoyer5 , C Reinhold4 , D Visvikis1 , U Schick3 , J Seuntjens2 , O Morin6 , M Hatt1 (1) Laboratoire de Traitement de l'Information Medicale (LaTIM, INSERM UMR 1101), Brest, France; (2) Medical Physics Unit, McGill University, Montreal, Quebec, Canada; (3) Radiation Oncology Department, CHRU Morvan Brest, Brest, France; (4) Radiology Department, McGill University Health Centre, Montreal, Quebec, Canada; (5) Radiation Oncology Department, Institut de Cancerologie de l'Ouest, Nantes, France; (6) Department of Radiation Oncology, Division of Physics, University of California San Francisco, San Francisco, CA, USA
TH-AB-DBRB-8Radio-Morphology: Parametric Shape-Based Features for Outcome Prediction in Radiotherapy
P Lakshminarayanan1*, W Jiang1 , S Robertson2 , Z Cheng1 , P Han1 , M Bowers1 , J Moore1 , J Lee1 , H Quon1 , R Taylor1 , T McNutt1 , (1) Johns Hopkins University, Baltimore, Maryland, (2) WellSpan York Hospital, York, Pennsylvania
TH-AB-KDBRB1-6Lung Nodule Malignancy Prediction by Combining Handcrafted Features and Deep Convolutional Neural Network
S Li1*, L Chen2 ,Z Zhou2 ,H Hao3 , Y Duan1, B Li1, M Folkert2 , S Jiang2 , J Wang2 , (1) Southern Medical University, Guangzhou, Guangdong, China (2) UT Southwestern Medical Center, Dallas, Texas, USA (3) Xidian University, Xian, China
TH-AB-KDBRC-7BEST IN PHYSICS (JOINT IMAGING-THERAPY): Avoiding Highly Functional Ventilation Zones Decreases the Risk of Radiation Pneumonitis During Proton and Photon Radiotherapy for Lung Cancer
S O'Reilly1*, V Jain1 , Q Huang2 , B Teo1 , L Yin1 , M Zhang2 , E Diffenderfer1 , W Levin1 , Y Xiao1 , L Dong1 , S Feigenberg1 , A Berman1 , W Zou1 , (1) University of Pennsylvania, Philadelphia, PA, (2) Memorial Sloan Kettering Cancer Center, New York, NY
TU-AB-DBRB-4A Retrospective Study of Radiation Dose-Volume Effects and Dosimetric Predictive Model for Esophagitis Induced by Lung Cancer Radiotherapy Treatment
R He1*, E Hamadain2 , S Packianathan1 , M Kanakamedala1 , S Vijayakumar1 , C Yang1 , (1) University of Mississippi Med. Center, Department of Radiation Oncology, Jackson, Mississippi, (2) University of Mississippi Medical Center, Department of Diagnostic and Clinical Health Science, Jackson, Mississippi,
TU-C1000-GePD-F6-2Coronary CT Angiography for Early Detection of Heart Coronary Artery Disease After Breast EBRT
N Jornet* (1), D Vilades (2) , R Leta (2) ,N. Espinosa (1), P Carrasco (1) , A Latorre-Musoll(1), P Delgado (1), A Ruiz(1), C Cases(1), MJ Fuentes (3),M. Lizondo(1), M Ribas(1) (1)Servei Radiofisica i Radioproteccio, Hospital Sant Pau, Barcelona, Catalonia, Spain (2) Servei de Cardiologia, Hospital Sant Pau, Barcelona, Catalonia, Spain.(3) Servei Oncologia Radioterapica, Hospital Sant Pau, Barcelona, Spain.
TU-C1000-GePD-F6-4Image Assessment of Esophageal and Lung Tumor Through Pre and Post Pulsed-Low-Dose-Rate (PLDR) Radiotherapy
R Price*, J Meyer , M Hallman , J Yu , C Ma , Fox Chase Cancer Center, Philadelphia, Pennsylvania
TU-C1030-GePD-F2-3Developing and Validating An Automatic System of Tracking Parotid Shrinkage in Weekly MRIs for Adaptive Radiotherapy
Y Hu*, S Fontenla , N Tyagi , J Mechalakos , P Zhang , C Polvorosa , N Allgood , G Mageras , M Hunt , Memorial Sloan-Kettering Cancer Center, New York, NY
TU-C930-GePD-F4-4Rapid Loss of Vertebral Bone After Total Chest Irradiation
M Farris1 , E McTyre1 , C Okoukoni1 , G Dugan1 , B Johnson2 , W Blackstock1 , J Bourland1 , M Cline1 , J Willey1 , M Munley1*, (1) Wake Forest School of Medicine, Winston Salem, NC, (2) University of Missouri, Columbia, MO
TU-D-KDBRA1-2Fitting NTCP Models to SBRT Dose and Carotid Blowout Syndrome Data
P Mavroidis1*, J Grimm2 , M Cengiz3 , S Das4 , G Yazici5 , G Ozyigit6 , (1) university North Carolina, Chapel Hill, NC, (2) Johns Hopkins University, Baltimore, MD, (3) Hacettepe University, Faculty of Medicine, Ankara, Ankara, (4) University of North Carolina, Chapel Hill, NC, (5) Hacettepe University, Faculty of Medicine, Ankara, Ankara, (6) Hacettepe University, Faculty of Medicine, Ankara, Ankara
TU-E115-GePD-F3-1A Machine Learning Process for Delta Radiomics
H Nasief*, X Li , Froedtert Hospital and the Medical College of Wisconsin, Milwaukee, WI
TU-I345-GePD-F9-6Deep Neural Network-Based Modeling of Radiation Pneumonitis Following Lung Stereotactic Body Radiotherapy
S Wang*, A Smith , J Ryckman , M Baine , D Zheng , Y Lei , C Zhang , N Bennion , Q Fan , C Lin , C Enke , S Zhou , University of Nebraska Medical Center, Omaha, NE
TU-K-DBRB-7A Peritumoral Imaging Biomarker for Predicting Distant Metastasis in Adenocarcinoma NSCLC Patients
T Dou*, T Coroller , R Mak , H Aerts , Department of Radiation Oncology, Dana-Farber/Brigham and Women's Cancer Center, Boston, MA
WE-AB-202-7Machine-Learning-Based Classification of Glioblastoma Using Dynamic Susceptibility Enhanced MR Image Derived Delta-Radiomic Features
J Jeong*, L Wang , J Bing , Y Lei , T Liu , A Ali , W Curran , H Mao , X Yang , Emory University, Atlanta, GA
WE-AB-KDBRB1-11Distinguishing Immunotherapy Resistant and Sensitive Melanoma Xenografts Using 13C-MRS of Hyperpolarized Pyruvate and 1H-NMR Metabolomics
P Dutta*, S Pudakalakatti , A Jaiswal , M Curran , P Bhattacharya , UT MD Anderson Cancer Center, Houston, TX
WE-AB-KDBRC-3Investigation of Dose-Correlated MR Biomarker Changes in Brain Metastases Post-SRS
J Winter1*, F Moraes1 , C Chung2 , C Coolens1 , (1) Princess Margaret Cancer Center, Toronto, Ontario, (2) The University of Texas MD Anderson Cancer Center, Houston, Texas
WE-AB-KDBRC-5Multiparametric Regional Radiation Dose-Response of Normal Lung On Longitudinal MAA-SPECT/CT and FDG-PET/CT Imaging of FLARE-RT Protocol Patients
H Thomas 1*, J Zeng1 , B Sasidharan2 , P Kinahan1 , R Miyaoka1 , H Vesselle1 , R Rengan1 , S Bowen1 , (1) University of Washington School of Medicine, Seattle, WA, (2) Christian Medical College Vellore, Vellore, Tamil Nadu, India
WE-C1030-GePD-F7-1A Machine Learning Framework for Predicting the Tumor Control Probability of Radiation Therapy Plans
E Lee1*, Y Cao2 , A Templeton3 , R Yao4 , J Chu5 , (1) Georgia Institute of Technology, Atlanta, GA, (2) Georgia Institute of Technology, Atlanta, GA, (3) Rush University Medical Center, Chicago, IL, (4) Columbus Regional Healthcare, Columbus, GA, (5) Rush University Medical Center, Oak Brook, IL