Duke-Submitted Abstracts for the AAPM Annual Meeting and Exhibition

1

Mehran Nik Akhtar, Yongsook C. Lee, Yongbok Kim, Jae Won Jung

Central Axis Heterogeneity Correction Factors for Three Commercially Available I-Seed Models for COMS Eye Plaques

2

Mehran Nik Akhtar, Yongsook C. Lee, Yongbok Kim, Jae Won Jung

Off-Axis Heterogeneity Correction Factors for Three Commercially Available I- Seed Models in the mm COMS Eye Plaque

3

Yang Z, Vaios E, Wang L, Zhao J, Yang Z, Reitman Z, Yin F-F, Wang C

A Deep Ensemble Learning Model for Glioblastoma Post-Resection Overall Survival Prediction Using Pre-Operative Multi-Parametric MRI

4

Khazaieli M, Yang Z, Cui Y, Raffi J, Mullikin T, Yin F-F, Wang C

A Deep Learning Model for VGy/V0% Prediction in Linac-Based Treatment Planning of Single-Iso-Multiple-Targets (SIMT) Stereotactic Radiosurgery

5

Yang Z, Lafata K, Vaios E, Hu Z, Mullikin T, Yin F-F, Wang C

Quantifying U-Net Uncertainty in Multi-Parametric MRI-Based Glioma Segmentation By Spherical Image Projection

6

Wang L, Vaios E, Yang Z, Zhao J, Reitman Z, Yin F-F, Wang C

A Radiogenomic Machine Learning Model for Glioblastoma Post-Resection Overall Survival Group Prediction

7

Zhang R, Yang Z, Ginn J, Yang Y, Yin F-F, Wang C

A Radiomics Machine Learning Model for Post-Radiotherapy Overall Survival Prediction of Non-Small Cell Lung Cancer (NSCLC)

8

Chen Y, Yang Z, Zhao J, Adamson J, Sheng Y, Yin F-F, Wang C

A Radiomics-Incorporated Neural Network Ensemble for Multi-Parametric MRI-Based Glioma Segmentation

9

Zhao J, Vaios E, Yang Z, Wang L, Reitman Z, Cui Y, Kirkpatrick J, Floyd S, Yin F-F, Wang C

Dose-Incorporated Deep Ensemble Learning for Improving Brain Metastasis SRS Outcome Prediction

10

Ke Lu, Zeyu Zhang, Lei Ren, Fang-Fang Yin

Deep learning projection interpolation for D-CBCT reconstruction

11

Shengle Wang, Fang-Fang Yin, Zhenyu Yang, Yunfeng Cui

Developing a Platform to Analyze the Dependence of Radiomic Features on Different CT Imaging Parameters

12

Sua Yoo, Rachel Blitzblau, Susan McDuff, Fang-Fang Yin, Yunfeng Cui

Dosimetric Variation in Preoperative Partial Breast Radiosurgery Assessed By Deformable Image Registrations

13

Suong Duong, Danny K. Lee, Michael A. Boss, Jennie SM Crosby, Yunfeng Cui, Carri K. Glide-Hurst, Taeho Kim, H Michael Gach, Heng Li, Bhudatt R. Paliwal, Khadija Sheikh, Mi Huang, Jason W. Sohn

Phantom Development for Multi-Institutional MRI-Based Radiomic Studies

14

Brett Erickson, Xinyi Li, Qiuwen Wu, Yaorang Ge, Yang Sheng, Jackie Wu

Can Six Models Do Better Than One Model? Investigating the Flexibility of an Artificial Intelligence Tool Through Combining Model Outputs for Head and Neck IMRT Planning

15

Guoqiang Cui, Fang-Fang Yin, Jun Duan 

Verification of multiple targets simultaneously for single-isocenter multiple-target SRS plans 

16

Guoqiang Cui, Benjamin Sramek, Fang-Fang Yin, Jun Duan 

Using the trajectory log files for patient-specific QA of IMRT/VMAT plans: Is the prime time finally coming?

17

Patrick Sansone, Ashlyn G. Rickard, Rico Castillo, Nerissa T. Williams, Yvonne M. Mowery, Mark Oldham

An In Vivo Pilot Study Investigating GRID Radiotherapy with an Anti-PD- Immune Checkpoint Inhibitor

18

Carolyn Eckrich, Anna Rodrigues, Brandon Lee, Chunhao Wang, Junzo Chino, Oana Craciunescu

Evaluation of cumulative dose distributions from external beam radiation therapy using CT-to-CBCT deformable image registration (DIR) for cervical cancer patients

19

L. Bloom, J. Raffi, R. Venkataraman, B. Eckroate, Y.Kim, J. Chino, D. Ayala-Peacock, O. Craciunescu

Implementation of Existing Needle Tracking Technology for Real Time TRUS-guided Interstitial Gynecological HDR Brachytherapy: A Feasibility Study

20

John Ginn, Fang-Fang Yin, Deshan Yang

Real-Time D Motion Modeling through Orthogonal MR Imaging and Manifold Learning

21

Yuan You, John Ginn, Trey Mullikin, Qing-Rong Jackie Wu, Fang-Fang Yin, Yang Sheng

Dosimetric Comparison of Automatic Treatment Planning for Multi-Focal Dynamic Conformal Arc GRID Therapy Against Various Grid Geometries for Late Stage Lung Cancer

22

Farnoush Forghani, John Ginn, Joshua Schiff, Tong Zhu, Luke Christian Marut, Eric Laugeman, Borna Maraghechi, Shahed Badiyan, Pamela Samson, Hyun Kim, Clifford Robinson, Geoffrey D. Hugo, Lauren Henke, Alex T. Price

Improving the Adaptive Radiotherapy Plan Quality By Pre-Planning Review Process: A Population-Based Study for Pancreas Patients

23

M. Sprenger, A. Lynnette Price, W. Li, D. Dunn, T. Kay, S. Mikhailov, Y. Wu, Z. Reitman, S. Floyd, M. Oldham

Testing an Organotypic In Vitro Model for FLASH RT Experiments

24

M. Sprenger, W. Li, S. Mikhailov, T. Kay, Y. Wu, Z. Reitman, S. Floyd, M. Oldham

Characterizing a Novel High Intensity Gamma-ray Source Linac for FLASH RT

25

Peixiong Li, Qiuwen Wu

Monte Carlo Investigation of Dosimetry Under Partial Transmission Blocks in Total Body Irradiation Treatment

26

Xiang Li, Casey C. Heirman, Ashlyn G. Rickard, Gina Sotolongo, Rico Castillo, Alex Allphin, Jeffrey Everitt, Jeff Hodgin, Tammara Watts, Andrew Janowczyk, Yi Qi, Cristian T. Badea, Yvonne M. Mowery, Laura Barisoni, Kyle J. Lafata

Using genetically engineered mouse models to develop and mechanistically validate quantitative pathomic biomarkers of immune response

27

Jack B. Stevens, Breylon A. Riley, Jihyeon Je, Yuan Gao, Chunhao Wang, Yvonne M. Mowery, David M. Brizel, Fang-Fang Yin, Jian-Guo Liu, Kyle J. Lafata

Dynamic radiomics: a novel, physics-based data assimilation pipeline

28

Casey C. Heirman, Ashlyn G. Rickard, Xiang Li, Rico Castillo, Allison Pittman, Jeffrey Everitt, Yvonne M. Mowery, Kyle J. Lafata

Dissecting pathomic drivers of treatment resistance and immune dysregulation in murine head and neck squamous cell carcinoma

29

Yuqi Wang, David Carpenter, Trey Mullikin, Zachary Reitman, Scott Floyd, John Kirkpatrick, Joseph Salama, Jian-Guo Liu, Mustafa R. Bashir, Kyle J. Lafata

A personalized Uncertainty Quantification framework for patient survival models: estimating individual uncertainty of patients with metastatic brain tumors in the absence of ground truth

30

Charlotte Read, Breylon Riley, David Carpenter, Chunhao Wang, Trey Mullikin, Zachary Reitman, Scott Floyd, John Kirkpatrick, Joseph Salama, Paul Sperduto, Kyle J. Lafata

Radiogenomics of metastatic brain cancer: investigation of multi-focal feature aggregation techniques and molecular drivers

31

Jin Zhou, Takaya Ozeki, Xiang Li, Andrew R. Janowczyk, Krishnendu Chakrabarty, Laura Barisoni, Jeffrey B. Hodgin, Kyle J. Lafata

Integrating multi-class deep learning segmentation and pathomic measurements of intra-arterial thickness to quantify arteriosclerosis

32

Breylon A. Riley, Xiang Li, Jack B. Stevens, Chunhao Wang, Zhenyu Yang, Yvonne M. Mowery, David M. Brizel, Fang-Fang Yin, Kyle J. Lafata

Prognostic value of different discretization parameters in 8F-FDG PET radiomics of oropharyngeal squamous cell carcinoma

33

Xu Wang, Yao Hao, Deshan Yang, Ye Duan

A Deep Learning Approach to Remove Contrast from Contrast-Enhanced CT for Proton Dose Calculation

34

Deshan Yang, Trevor McKeown, Hongyu An, H Michael Gach

Deep-Learning Deformable Image Registration and Simultaneous Motion Segmentation Using One-Shot Unsupervised Training

35

Edward Robert Criscuolo, Yabo Fu, Zhendong Zhang, Yao Hao, Deshan Yang

Development and Application of a Semi-Automated Landmark Identification Process in Lung CT Image Pairs for the Creation of a Comprehensive DIR Dataset

36

Zhendong Zhang, Edward Robert Criscuolo, Yao Hao, Deshan Yang

Liver Vessel Segmentation and Accurate Landmark Pairs Detection for Quantitative Liver Deformable Image Registration Verification

37

Xue Wu, Cihat Eldeniz, Hongyu An, H Michael Gach, Deshan Yang

A Signal Extraction-Based Approach to Reconstruct the D MR Model from the D Cine Mrs and Pmu Data

38

Deshan Yang, Yunlu Zhang, Hongyu An, John Ginn, H Michael Gach

Online D Motion Tracking during Magnetic Resonance Guided Radiation Therapy

39

Michael Enrique Garcia Alcoser, Manisha Palta, Deshan Yang

Finite Element Analysis of Respiratory Induced Abdominal Organ Motion

40

Trevor McKeown, Yao Hao, H Michael Gach, Hongyu An, Deshan Yang

Improvement of Semiautomatic Cardiac Chamber Segmentation Using Piecewise Smoothing

41

Shiyi Liu, Yao Hao, H Michael Gach, Hongyu An, Deshan Yang

Build DCT By Connecting Cardiac ECG DCT with Respiratory DCT for Heart Motion Management in Stereotactic Tachycardia Radiosurgery