Radiation Medicine Commons^™

Understanding Cancer Survivorship Care Needs Using Amazon Reviews: Content Analysis, Algorithm Development, And Validation Study, Liwei Wang, Qiuhao Lu, Rui Li, Taylor B Harrison, Heling Jia, Ming Huang, Heidi Dowst, Rui Zhang, Hoda Badr, Jungwei W Fan, Hongfang Liu

Faculty, Staff and Students Publications

Background: Complementary therapies are being increasingly used by cancer survivors. As a channel for customers to share their feelings, outcomes, and perceived knowledge about the products purchased from e-commerce platforms, Amazon consumer reviews are a valuable real-world data source for understanding cancer survivorship care needs.

Objective: In this study, we aimed to highlight the potential of using Amazon consumer reviews as a novel source for identifying cancer survivorship care needs, particularly related to symptom self-management. Specifically, we present a publicly available, manually annotated corpus derived from Amazon reviews of health-related products and develop baseline natural language processing models using deep …

Clinical Outcomes Of Neoadjuvant Chemoimmunotherapy Vs. Chemoradiotherapy In Operable Non-Small Cell Lung Cancer, Tal Sherman, Nikta Nair, Marli Meller, Raleigh Anderson, Guillermo Jimenez, Elizaveta Flevora, Charalambos Solomides, Rita Axelrod, Sarah Gordon, Ida Micaily, Maria Werner-Wasik, Sung Whang, Tyler Grenda, Olugbenga Okusanya, Nathaniel R. Evans, Iii, Nilanjan Haldar, Erik Blomain

Department of Radiation Oncology Posters

Introduction

• Non-small cell lung cancer (NSCLC) accounts for ~85% of lung cancers and remains the leading cause of cancer death.
• Surgery is curative for early-stage disease, but recurrence rates remain high.
• CheckMate-816 trial established neoadjuvant chemo-immunotherapy (chemo-IO) as a new standard for resectable NSCLC, demonstrating improved pathologic response and event-free survival.
• PACIFIC trial showed the survival benefit of consolidative immunotherapy after chemoradiotherapy (chemo-RT) in unresectable stage III NSCLC, highlighting the synergy between radiation and immune checkpoint blockade.
• Despite these advances, there is little comparative data on the role of chemo-IO versus chemo-RT in the neoadjuvant, operable setting.
• Objective: To compare …

Anatomically Accurate, Low-Cost 3d-Printed Nasopharynx Simulator For Nasolaryngoscopy Training, Tal Sherman, Robert Walker, Voichita Bar-Ad, Firas Mourtada

Department of Radiation Oncology Posters

Introduction

- Flexible nasopharyngolaryngoscopy (NPL) is a core diagnostic and procedural skill in otolaryngology, radiation oncology, and related specialties. Early mastery is essential for safe patient care, but traditional training is limited by:

• Reliance on patient encounters, which may cause discomfort and restrict practice opportunities.
• High cost of commercial simulators(often $3,000–$5,000), restricting access across many programs.
• Lack of anatomical accuracyin available models, limiting their educational value.

- Gap: There is currently no accessible, anatomically faithful, and affordable tool for widespread trainee use.

- Objective: To design, fabricate, and validate a low-cost, anatomically accurate 3D-printed simulator for training in flexible NPL

Development And Validation Of An Ai-Based Lung Lobe Auto-Contouring Tool Using Radiation Therapy Planning Free-Breathing Images, Peter Ciaccio, Joseph Lombardo, Andrew Fuquay, Soroush Pahlavian, Rachel Grimm, Jun Kang, Wookjin Choi, Paul Sullivan, Yevgeniy Vinogradskiy

Department of Radiation Oncology Faculty Papers

BACKGROUND: Pulmonary toxicity can occur during radiation therapy of the lungs. Dose metrics evaluated at the lobar level can improve the ability to predict toxicity. Contouring lung lobes is challenging and time consuming. Currently there are limited dosimetry studies evaluating the dose to lung lobes. The purpose of this work was to develop and validate an artificial intelligence (AI) lung lobe auto-contouring algorithm using radiation therapy planning images.

MATERIALS AND METHODS: Fifty lung cancer patients from two institutions were analyzed, and a clinician contoured all five lung lobes [left upper lobe (LUL), left lower lobe (LLL), right upper lobe (RUL), …

Optimizing Palliative Spine Radiation: A Dosimetric Comparison Of Hybrid Arc Therapy And Conventional Appa Techniques, Alaina Vaneaton

Masters Projects

This study aimed to evaluate the dosimetric impact of Hybrid Arc Palliative Radiation Therapy (HART) versus conventional anterior-posterior/posterior-anterior (APPA) beam arrangements for thoracic spine metastases. The primary objective was to assess differences in conformity, homogeneity, and organ-at-risk (OAR) sparing between the two techniques. A retrospective plan comparison was conducted using anonymized datasets from twenty patients previously treated with HART. Each case was replanned using a standard APPA technique, normalized to match the target coverage of the original HART plan within 0.1%. All plans were prescribed 20 Gy in 5 fractions. Plan quality was evaluated using conformity index (CI), homogeneity index …

Enhancing Target Dose Conformity While Effectively Sparing The Spinal Cord In Proton Arc Treatment Plans For Cervical Chordomas And Chondrosarcomas, Jon Blalock

Masters Projects

Cervical spinal chordomas and chondrosarcomas present significant therapeutic challenges due to their proximity to the spinal cord and resistance to conventional radiotherapy. This retrospective study investigated the capability of proton arc therapy (PAT) to maintain or improve adequate target coverage while reducing dose to the spinal cord for cervical spinal chordomas and chondrosarcomas over standard fixed beam intensity modulated proton therapy (IMPT). While both IMPT and PAT use pencil beam scanning (PBS) to with energy modulation to deliver dose in discrete layers, IMPT relies on a limited number of fixed beam angles, whereas PAT delivers dose over an arc trajectory. …

Comparison Of Left Breast Accelerated Partial Breast Irradiation Plans: Flattening Filter Free Vmat Vs. Standard Vmat In Deep Inspiration Breath Hold And Free Breathing Techniques, Monica Albeck

Masters Projects

This retrospective planning study compared dosimetric outcomes and treatment efficiency between flattening filter free (FFF) and standard volumetric modulated arc therapy (VMAT) plans for left breast accelerated partial breast irradiation (APBI) under deep inspiration breath hold (DIBH) and free-breathing (FB) conditions. Ten patients with early stage left breast cancer were replanned to create four plans each: FFF VMAT and standard VMAT in DIBH and FB. All plans prescribed 30 Gy in 5 fractions. Measures included planning target volume (PTV) coverage, mean heart dose, ipsilateral lung V30%, contralateral breast maximum dose, and monitor units (MUs). Statistical analysis used repeated-measures ANOVA with …

Evaluating Dosimetric Outcomes In A Prostate Rapid Plan Model: A Comparison Of Prostate Treatment Plans With And Without Standardized Planning Structures, Erica Wartman

Masters Projects

Abstract

Knowledge-based planning (KBP) using RapidPlan (RP) has demonstrated the ability to produce high quality radiation therapy treatment plans while reducing time. This study evaluated whether the inclusion of department specific standardized planning structures, including rings and other optimization tools, improves plan quality when using a prostate and lymph node RP model, or if the model alone is sufficient to provide a quality plan without the use of these additional planning structures.

Ten previously treated Prostate+LN patients were replanned using the departmental RP model in Varian Eclipse treatment planning system.1 For each patient, two plans were created, one with standardized …

Evaluating Coplanar And Noncoplanar Treatment Plans For The Varian Halcyon And Varian Truebeam For Intact Prostate Patients., Ashley Coppage

Masters Projects

Prostate cancer is among the most treated malignancies with radiation therapy, where precise dose delivery is critical for tumor control and minimizing toxicity. VMAT is widely adopted due to its efficiency and conformity; however, the choice between coplanar and non-coplanar beam arrangements remains an area of ongoing investigation, especially with newer platforms like Halcyon and TrueBeam. This retrospective dosimetric study compares coplanar and non-coplanar volumetric modulated arc therapy (VMAT) treatment plans for intact prostate cancer patients using the Varian Halcyon and Varian TrueBeam systems. Plans were created using a standardized protocol within Eclipse v16.1, with all Halcyon plans employing coplanar …

Evaluating Parotid Gland Dose Between Electronic Tissue Compensation And Field In Field Treatment Techniques For Parotid Sparing In Whole-Brain Radiotherapy, Joesph E. Bodgonas

Masters Projects

Purpose:

The parotid glands are essential to salivary function and patient quality of life, yet they are not routinely prioritized as organs at risk (OARs) during whole-brain radiotherapy (WBRT). With growing recognition of long-term side effects like xerostomia in patients with prolonged survival after WBRT, parotid-sparing techniques warrant investigation. This study compares radiation dose to the parotid glands using three different 3D conformal WBRT planning approaches: field-in-field (FiF) with blocking, electronic tissue compensation (eCOMP) without blocking, and eCOMP with blocking.

Methods and Materials:

A retrospective study was conducted on 20 patients previously treated with 3D conformal WBRT. Original eCOMP plans …

A Comparative Study Of Vmat Beam Arrangements In Large Field Nodal Prostate Treatment Plans, Laura R. Black

Masters Projects

Treatment of extensive prostate and pelvic lymph node volumes for prostate cancer patients provide unique challenges related to limitations in multileaf collimator (MLC) design in many modern linear accelerators. A strategy to overcome this challenge is by restricting the field size, improving modulation as well as using overlapping arcs to ensure complete coverage of the target. Using too few arcs can result in suboptimal target coverage, while too many arcs can lead to prolonged time on the table, increasing the risk of patient movement and potential side effects that may compromise treatment accuracy. This study aims to evaluate the optimal …

Radiation Induced Vaporization Of Exoskeletal Droplets As Potential X-Ray Acoustic Contrast Agents, Mohamed E. Eldib, William N. Frantz, Mark A. Borden, Ryan Lanning, Moyed Miften, David H. Thomas

Department of Radiation Oncology Faculty Papers

BACKGROUND: In vivo dosimetry is a crucial component of ensuring accurate and safe radiation therapy (RT) delivery, but many existing techniques face challenges such as low signal-to-noise ratio (SNR), which can limit their clinical applicability.

PURPOSE: In this study, we investigate a novel contrast agent sensitive to megavoltage (MV) radiation in vitro, ultimately aiming for in vivo dosimetry.

METHODS: Vaporizable exoskeletal droplets were engineered to phase-change into ultrasound-responsive microbubbles upon exposure to MV photon radiation. These droplets comprised a hydrocarbon (HC) exoskeleton doped with gold nanoparticles (GNPs) surrounding a liquid fluorocarbon (FC) core. Radiation absorbed by the GNPs induced localized …

Cervical Cancer Outcomes In Women With Hiv In The Age Of Antiretroviral Therapy, Alison K Yoder, Rehema J Thomas, Austin Huang, Anushka Mandalapu, Dana M Roque, Kristina Bowles, Kevin Albuquerque, Christina Son, Michelle S Ludwig, Kimberly Levinson, Anna E Coghill, Elizabeth Yu Chiao, Lilie L Lin

Faculty, Staff and Students Publications

This cross-sectional study investigates the outcomes for women living with HIV and cervical cancer in the US after the emergence of antiretroviral therapy.

Nephrostomy (Pcn) Versus Nephroureteral Stent (Double Jj); An Ongoing Battle, Mohammad Ghasemi-Rad, Kelly Trinh, David Wynne, Mohadese Ahmadzade, Muhammad Hamza Shamim, Omar Guerrero, Ashley Bancroft, Shreya Ranganath, David Leon

Faculty, Staff and Students Publications

In the realm of medical procedures for urinary obstructions, a distinct division of roles is evident: the vast majority of percutaneous nephrostomies (PCNs) are the domain of Interventional Radiology (IR), while the placement of double J stents (JJ stents) falls squarely under Urology. This division, however, is not without its complexities. When confronted with a patient suffering from a urinary obstruction, the decision-making process can become intricate. The underlying cause often fuels the debate: should IR intervene with a PCN, or should Urology place a JJ stent? Such decisions have profound implications for the individual patient.In this comprehensive review, we …

Endovascular Treatment Of Cirsoid Aneurysms: A Stepwise Approach To Successful Embolization, Ronak Patel, Parker Mitchell, Mohadese Ahmadzade, Mohammad Ghasemi-Rad, Ravi Kaushikkumar Shastri

Faculty, Staff and Students Publications

Cirsoid aneurysms, a subtype of arteriovenous fistulas (AVF), of the scalp are rare pathological lesions characterized by abnormal fistulous connections between superficial arteries and draining veins without intervening capillary beds. We present a case report of a cirsoid aneurysm located on the scalp, treated at our tertiary care center using percutaneous endovascular intervention with injection embolics. This report highlights the challenges posed by complex vascular anatomy and high shunt flow in the treatment of such lesions involving the head and neck. We discuss the rationale for selecting the treatment approach, emphasizing the importance of a patient-specific strategy to achieve successful …

Dosimetric Comparisons Of 6mv, 6fff, 10mv, And 10fff On Vmat Planning In Patients With Endometrial Cancer, Madisin M. Depas

Masters Projects

Purpose: This study aimed to evaluate the dosimetric and efficiency impacts of different photon beam energies—6MV, 6 flattening filter free (FFF), 10MV, and 10FFF—on volumetric modulated arc therapy (VMAT) plans for endometrial cancer, with attention to target coverage, organ at risk (OAR) sparing, and treatment efficiency.

Methods: A retrospective analysis was conducted on 25 patients with post-hysterectomy endometrial cancer. Each patient received four VMAT plans with varying energies. Planning metrics assessed included planning target volume (PTV) dose maximum (Dmax), conformity index (CI), heterogeneity index (HI), OAR doses (bladder, bowel, rectum), and total monitor units (MU). Correlations were drawn …

Dosimetric Effects Of Pinnacle³ Version 18.0 Advanced Auto-Planning Settings In Oropharyngeal Vmat Optimization, Emily Sanden

Masters Projects

This study evaluated the impact of Pinnacle³ version 18.0 auto-planning advanced settings modulation amount, monitor unit (MU) level, and dose fall-off priority on volumetric modulated arc therapy (VMAT) plan quality for bilateral oropharyngeal cancer. A total of 64 plans were generated using all possible combinations of low, medium, high, and very high settings for each parameter. A standardized base of tongue case was optimized once per plan using a single-time point approach, with planned target volume 1 (PTV1) (6996 cGy) and planned target volume 2 (PTV2) (5412 cGy) coverage evaluated. Each parotid gland, the spinal cord, brainstem, and the oral …

Impact Of Prostate Volume On Dose Fall-Off And Organ-At-Risk Exposure In Vmat For Prostate Cancer, Zhikang Jiang

Masters Projects

Prostate cancer remains one of the most prevalent malignancies among men, with radiotherapy, particularly VMAT—playing a central role in its management. VMAT allows for highly conformal dose delivery, but treatment planning must strike a careful balance between achieving steep dose gradients around the prostate and minimizing radiation exposure to nearby organs at risk (OARs), such as the bladder and rectum. This study aimed to evaluate how prostate volume influences dose fall-off characteristics and OAR dose exposure in VMAT treatment plans, providing insights into optimizing radiotherapy for patients with varying prostate sizes. A retrospective analysis was conducted on 50 prostate cancer …

Comparing Dosimetric Outcomes Of Static Imrt And Vmat In Accelerated Partial Breast Irradiation For Medially Located, Left-Sided Tumor Beds, Rani Jamil

Masters Projects

Abstract

Introduction: Accelerated partial breast irradiation (APBI) has emerged as a targeted alternative to whole-breast irradiation for early-stage breast cancer, particularly for patients with medially located, left-sided tumors. Static intensity-modulated radiation therapy (IMRT) and volumetric modulated arc therapy (VMAT) offer advanced dose conformity, yet no direct comparisons between static IMRT and VMAT have been conducted specifically for medially located, left-sided APBI, a uniquely challenging anatomical subgroup. This study evaluates dosimetric differences between static IMRT and VMAT plans to determine which modality provides superior target coverage and organ-at-risk (OAR) sparing in left-sided APBI.

Methods: Ten patients with medially located left-sided breast …

Investigating The Necessity Of Adaptive Radiotherapy In Tomotherapy Of Head And Neck Cancer Patients, Ali Chaparian, Mahsa Kianinia, Mahnaz Roayaei, Nadia Najafizade, Abolfazl Kanani, Leili Mahani, Hamidreza Nourzadeh

Department of Radiation Oncology Faculty Papers

BACKGROUND: Anatomical variations that occur during radiation therapy in head and neck cancer (HNC) patients can lead to significant dosimetric changes. The purpose of this study is to evaluate dosimetric and volume changes in key anatomical structures for different treatment sites in HNC patients, and to determine the percentage of patients who need adaptive radiotherapy (ART) per treatment site.

METHODS: A total of 1,740 megavoltage computed tomography (MVCT) images from 58 HNC patients treated with helical tomotherapy (HT) were exported to the PreciseART™ (Accuray) software. Volume changes in the planning target volume (PTV) and the organs at risk (OARs) in …