Digital Commons Network^™

Physics-Informed Self-Supervised Diagnosis Of Rotating Machinery Using Latent Odes And Transformer Encoders, Md Al Amin, Mohammad Shafat Ahsan, Jannatul Maua, Mumtahina Ahmed, Kamruddin Nur

Student Publications [Scholarly]

This paper proposes a novel Physics-Informed Self-Supervised Diagnosis (PI-SSD) framework for rotating machinery fault detection, combining physical modeling, self-supervised representation learning, and uncertainty-aware classification. The architecture integrates a multi-resolution convolutional encoder, a windowed Transformer for temporal context modeling, and a latent neural ordinary differential equation (ODE) module that embeds mechanical priors, such as Jeffcott rotor dynamics, directly into the learning process. A masked segment reconstruction objective enables self-supervised pretraining using unlabeled healthy signals, while an evidential classifier head produces fault probabilities with calibrated uncertainty. We evaluate PI-SSD on two publicly available datasets, the NASA PHM’09 Gearbox dataset and the Aalto …

Development And Implementation Of An Mri-Only Simulation, Planning, And Treatment Workflow For Prostate Radiotherapy Using Synthetic Ct On Mr-Linac, Reza Reiazi, Yao Ding, Sarath Vijayan, Jinzhong Yang, Ergys Subashi, Yao Zhao, Belinda M Lee, Hunter L Emory, Vi T Dinh, Greg L Swiedom, Jie Deng, Mu-Han Lin, Peter Balter, Rajat J Kudchadker, Elaine E Cha, Seungtaek Choi, Yusung Kim, Eun Young Han, Surendra Prajapati

Faculty, Staff and Student Publications

Purpose: We evaluated the feasibility of a magnetic resonance (MR)-only simulation, planning, and treatment (MROSPT) workflow for prostate cancer patients using synthetic computed tomography (sCT) generated from magnetic resonance imaging (MRI) data. By validating sCT-based dose calculations, we aimed to streamline radiotherapy workflows, eliminate the need for CT simulation, and enable reliable clinical implementation of MR-based radiotherapy for MR-linac (MRL).

Methods: We developed a comprehensive workflow encompassing the entire process from initial consultation to treatment delivery. After developing the workflow, a retrospective dosimetric validation study was performed on nine men with prostate cancer. They underwent CT and MRI simulations, and …

50k4life: A Smart Study Protocol To Improve Walking Engagement In Public School Employees On The Us-Mexico Border, Jennifer J Salinas, Susan W Buchholz, Zenong Yin, Jennifer L Gay, Jing Wang, Janani Rajbhandari-Thapa, Mark G Wilson, Erin Finley, Zuber Mulla, Elizabeth Ramirez, Deborah Parra Medina

Faculty, Staff and Student Publications

Introduction: Mexican Americans living in the U.S.-Mexico border region suffer disproportionately from preventable cardiometabolic and cancer diseases. Workplace health promotion programs that include physical activity promotion are promising strategies to address this public health problem to improve physical activity engagement. Workplace-based programs can increase moderate to vigorous physical activity (MVPA) engagement while addressing barriers associated with inactivity.

Methods: We plan to conduct a clustered Sequential Multiple Assignment Randomized Trial (SMART) to determine the effectiveness of a workplace walking challenge intervention - 50,000 for Life (50K4Life) - in improving brisk walking engagement (at least 7000 steps/day, representing approximately 50,000 steps/week) for …

The Concept Of Environmental Injustice In Allergy And Asthma, Ekta Perera, Christopher Codispoti, Mahboobeh Mahdavinia

Faculty, Staff and Student Publications

Purpose of review: This review examines how environmental injustice contributes to disparities in allergic diseases, including asthma, allergic rhinitis, and atopic dermatitis. It focuses on the role of social, geographic, and economic inequities in shaping disease prevalence, severity, and access to care among underrepresented racial and ethnic communities.

Recent findings: Recent studies emphasize the persistent exposure of low-income and racially marginalized populations to environmental hazards such as air pollution, substandard housing, and climate-related changes, factors that are linked to increased prevalence and severity of allergic diseases. While environmental policies have led to overall improvements in air quality, disparities in exposure …

Stimulated Cytokine Production, Attachment, And Emotional Well-Being In Dementia Spousal Caregivers, Daniel L Argueta, Sarah Roberts, Kelly N Brice, E Lydia Wu-Chung, Vincent D Lai, Jensine Paoletti-Hatcher, Bryan T Denny, Charles Green, Samantha Henry, Luis D Medina, Paul E Schulz, Jennifer Stinson, Cobi Heijnen, Christopher P Fagundes

Faculty, Staff and Student Publications

Background: Proinflammatory cytokine production may be related to poor emotional adjustment in dementia spousal caregivers. People who display attachment insecurity may be at increased risk for adverse caregiving experiences and poor psychosocial outcomes.

Objective: This study aimed to understand whether proinflammatory cytokine production was associated with anticipatory grief, caregiver burden, and depressive symptoms and whether those relationships were stronger for caregivers higher on attachment anxiety or avoidance.

Method: A sample of 103 dementia spousal caregivers provided self-report data on demographics, health information, and psychosocial outcomes. We also determined lipopolysaccharide-induced whole-blood interleukin-6, interleukin-1β, tumor necrosis factor-α, and interleukin-10 production and combined …

Design And Implementation Of An Aapm Volunteer Database For Advancing Global Medical Physics Initiatives., Teh Lin, Minsun Kim, Courtney Morrison, Jiahan Zhang, Kevin Little, Yan-Hong Xin, Michael Woodward, Peter Sandwall, Eun Young Han

Oncology Articles

PURPOSE: The purpose of this study is to assess American Association of Physicists in Medicine (AAPM) members' availability to volunteer, share their expertise, and promote global collaboration in medical physics by partnering with international colleagues who seek support in strengthening their medical physics practice.

METHODS: The questionnaire was administered to AAPM members to assess their willingness to volunteer, preferred engagement modalities, and availability for different types of volunteer activities. The questionnaire was integrated into the AAPM member profile and covered therapy, diagnostic, and nuclear medicine disciplines, capturing participants' visiting preferences and expertise in teaching and training. Respondents were categorized based …

Cardiometabolic Parameter Change By Weight Regain On Tirzepatide Withdrawal In Adults With Obesity: A Post Hoc Analysis Of The Surmount-4 Trial, Deborah B Horn, Bruno Linetzky, Melanie J Davies, Luke J Laffin, Hui Wang, Madhumita A Murphy, Sarah Zimner-Rapuch, Eva Lau, Avigdor D Arad, Clare J Lee

Faculty, Staff and Student Publications

Importance: In the SURMOUNT-4 trial, most adults with obesity who had tirzepatide withdrawn following a 36-week treatment regained weight. The association between the degree of weight regain and cardiometabolic parameters after tirzepatide withdrawal is unknown.

Objective: To assess changes in cardiometabolic parameters by degree of weight regain after withdrawal of tirzepatide.

Design, setting, and participants: This post hoc analysis of the SURMOUNT-4 trial included tirzepatide-treated participants with 10% or greater weight reduction at week 36 initially randomized to placebo. Data were collected from March 2021 to May 2023, and data were analyzed from February 2024 to March 2025.

Interventions: After …

Cultural Influences On Camouflaging And Autistic Burnout: Examining The Experiences Of Latino Autistic Young Adults, Antonio F Pagán, Katherine A Loveland, Ron Acierno

Faculty, Staff and Student Publications

The present study explored the relationship between camouflaging, autistic burnout, and cultural factors in Latino young adults with autism spectrum disorder (ASD). While autistic burnout and camouflaging have been widely studied in general ASD populations, limited research has focused on Latino individuals, who may experience unique pressures due to cultural values such as collectivism, familism, and traditional gender roles. Participants (N = 56) from the ¡Iniciando! la Adultez therapy program completed measures assessing burnout, camouflaging, acculturation, and cultural values. Results indicate that participants reported moderate to high levels of autistic burnout, with the highest levels observed in heightened self-awareness …

Quantitative Analysis Of Robustness-Based Versus Let-Based Optimization In Intensity-Modulated Proton Therapy For Pediatric Brain Tumors, Fariha Kabir Torsha, Gino Lim, Hadis Moazami Goudarzi, Radhe Mohan, David Grosshans, Wenhua Cao

Faculty, Staff and Student Publications

Purpose: To perform a quantitative analysis of the trade-off between robustness-based and linear energy transfer (LET)-based optimization of intensity-modulated proton therapy for anatomically challenging pediatric brain tumor cases.

Methods: Three pediatric brain tumor patients were included in this study. Three plans were generated for each case based on: (1) nominal optimization, without considering uncertainties and LET; (2) robust optimization, including proton range and patient setup uncertainties; and (3) LET optimization, considering increasing LET in the target and reducing LET in normal tissues. All plans were optimized with individually fine-tuned objective weighing to obtain highest achievable target coverage and meet dose …

Leveraging Large Language Models For Heuristic Usability Assessment Of Medical Software: Insights With The Radiation Planning Assistant, Laurence E Court, Jacobus Smit, Lourens Strauss, William Shaw, Andrea Marais, Christoph Trauernicht, Nanette Joubert, Elaine Smith, Shona Badre, Graeme L Lazarus, Thekiso Khotle, Lauren Netherton, Wanda Van Heerden, Carlos Cardenas, Monica Serban, Jan Seuntjens, Christine V Chung, Pavel Govyadinov, Meena Khan, Saurabh Nair, Tucker Netherton, Lifei Zhang

Faculty, Staff and Student Publications

Background: Usability engineering is essential for ensuring the safety and effectiveness of medical software, as design-related issues are a leading cause of use errors in clinical settings. Heuristic evaluation provides a practical approach to identifying usability problems, but its outcomes depend heavily on expert interpretation. Large Language Models (LLMs), such as ChatGPT, offer a potential means to augment heuristic evaluation by generating structured, context-aware usability feedback. This study explored the use of ChatGPT to support heuristic assessment of the Radiation Planning Assistant (RPA), a web-based radiotherapy planning tool designed to support clinical teams in low- and middle-income countries.

Methods: ChatGPT …

Retrospective Analysis Of Cutaneous Immune-Related Adverse Events Following Checkpoint Inhibitor Therapy In Melanoma Patients Reveals Increased Risk Associated With The Hla-B*51:01 Allele, Mckenzie Dileo, Samantha Oglesby, Cheuk Hong Leung, Kristen E Pauken, Sahira Farooq, Lauren E Haydu, Shelby L Kubicki, Rebeca Martinez, Macartney Welborn, Sana Zahiruddin, Jun Zou, Kai Cao, Anisha B Patel

Faculty, Staff and Student Publications

Background: While immune checkpoint inhibitors (ICIs) have shown significant efficacy, a common side effect is cutaneous immune-related adverse events (irAEs). This study focuses on exploring the association between specific human leukocyte antigen (HLA) alleles and the development of cutaneous irAEs in melanoma patients undergoing ICI monotherapy and combination therapy. As certain HLA types are indicative of susceptibility to autoimmune diseases, it was hypothesized that HLA typing could serve as a potential screening tool for identifying patients at increased risk for developing irAEs.

Methods: A retrospective chart review was performed of 515 patients with melanoma who underwent ICI therapy, either as …

Cardiometabolic Indicators Of Cognitive Impairment In The Cameron County Hispanic Cohort, Fadi I Musfee, Seema Agarwal, Vahed Maroufy, Chelsea Liu, Joseph B Mccormick, Susan Fisher-Hoch, Sean I Savitz

Faculty, Staff and Student Publications

Background

Objective

Methods

Hypoglossal Neuropathy In The Pathogenesis Of Fibrosis-Related Late-Radiation Associated Dysphagia: A Correlative Analysis Utilizing Electromyography To Explore The Frequency Of Clinical And Subclinical Neuropathy In A Pilot Dysphagia Trial, Holly Mcmillan, Christine Okoro, Sheila Buoy, Karin Woodman, Nicolaas Anderson, Clifton Fuller, Stephen Y Lai, Katherine Hutcheson

Faculty, Staff and Student Publications

Background: Late radiation-associated dysphagia (late-RAD) commonly presents in patients with signs of hypoglossal neuropathy, with hallmark clinical features including lingual atrophy, deviation, and fasciculation. Gold-standard electromyography (EMG) has not been used to explore the frequency of hypoglossal neuropathy in patients with late-RAD.

Methods: Exploratory post hoc secondary analysis of MANTLE trial (NCT03612531) was completed. The presence of cranial nerve XII (CN XII) neuropathy was classified by (1) features of clinical assessment as well as (2) intramuscular genioglossus EMG pre-MANTLE intervention in disease-free HNC survivors ≥ 2 years post-radiotherapy (RT) with grade ≥ 2 fibrosis and dysphagia.

Results: All …

Impact Of Treatment Interruption On Outcomes In Head And Neck Cancer: Nrg/Rtog Secondary Analysis, Laila A Gharzai, Emily Morris, Matthew J Schipper, Kelley M Kidwell, Phuc Felix Nguyen-Tân, David I Rosenthal, Maura L Gillison, Richard C Jordan, Adam S Garden, Shlomo A Koyfman, Jimmy J Caudell, Dukagjin M Blakaj, Neal E Dunlap, Greg A Krempl, John M Longo, Christopher U Jones, Michael F Gensheimer, Thomas J Galloway, Lyudmila Demora, Quynh-Thu Le, Jennifer L Shah, Krithika Suresh, Michelle Mierzwa

Faculty, Staff and Student Publications

Importance: Historical evidence demonstrated that delays or interruptions in radiotherapy (RT) are associated with poorer oncologic outcomes in head and neck squamous cell carcinoma (HNSCC). Substantial concerns arose during the COVID-19 pandemic, when treatment schedules were frequently disrupted.

Objective: To determine the association of RT interruptions with locoregional failure (LRF) and overall survival (OS).

Design, setting, and participants: This retrospective review and secondary analysis of 3 randomized clinical trials (NRG/RTOG 0129, 0522, and 1016) included patients enrolled in the trials who were treated with RT. Patients with HNSCC were grouped as (1) p16-positive oropharynx (p16+ OPSCC) and (2) p16-negative oropharynx …

A Guide To Transcriptomic Deconvolution In Cancer, Yaoyi Dai, Shuai Guo, Yidan Pan, Carla Castignani, Matthew D Montierth, Peter Van Loo, Wenyi Wang

Faculty, Staff and Student Publications

Cancer tissues are heterogeneous mixtures of tumour, stromal and immune cells, where each component comprises multiple distinct cell types and/or states. Mapping this heterogeneity and understanding the unique contributions of each cell type to the tumour transcriptome is crucial for advancing cancer biology, yet high-throughput expression profiles from tumour tissues only represent combined signals from all cellular sources. Computational deconvolution of these mixed signals has emerged as a powerful approach to dissect both cellular composition and cell-type-specific expression patterns. Here, we provide a comprehensive guide to transcriptomic deconvolution, specifically tailored for cancer researchers, presenting a systematic framework for selecting and …

The American College Of Radiology Diagnostic Fluoroscopy Dose Index Registry Pilot: Dosimetric Performance And Benchmarking Challenges, Steve D Mann, Donald L Miller, Grant Fong, Allen R Goode, Emily L Marshall, Thomas Nishino, Pavlina Boxx, Liqiang Ren, Celalettin Topbas, Alan H Schoenfeld, Vivek Singh, Jie Zhang

Faculty, Staff and Student Publications

Background: The ACR Diagnostic Fluoroscopy Dose Index Registry (DIR-Fluoro) is expanding to include diagnostic fluoroscopy. Variations in dose reference points and overhead radiography events may introduce unique challenges for benchmarking.

Purpose: To survey the technological status and dosimetric performance of fluoroscopes participating in the DIR-Fluoro pilot project, focusing on longitudinal stability and variability of fluoroscopic dose reporting accuracy across multiple institutions and vendors.

Methods: Sixty-six fluoroscopic systems from nine institutions (24 facilities) were surveyed for facility type, fluoroscope type, image receptor type, age, dose reporting capabilities, and other key features. Of these, 56 were evaluable. Semi-annual measurements assessed reference air …

Apea: A Type 1 Diabetes Self-Management Ambient-Ai Assistance Tool That Bridges Trajectory Prediction, Interactive Explanation, And Just-In-Time Adaptive Intervention Action., Kun-Yi Chen, Erin M. Tallon, Chi-Ren Shyu

Manuscripts, Articles, Book Chapters and Other Papers

Helping patients self-managing diseases like type 1 diabetes (T1D) requires informatics tools delivering real-time predictions with explainable, actionable guidance. However, many healthcare AI solutions lack actionable recommendations and user-friendly explanations, limiting clinical impacts. We introduce APEA, a pediatric T1D self-management Ambient-AI assistance tool, integrating glucose multi-trajectory-scenarios Prediction, interactive, context-aware large language model Explanations, and just-in-time adaptive intervention policy optimization for Actionable real-time suggestions through reinforcement learning. Using T1DEXIP dataset (262 pediatric T1D patients, multi-center), our results showed improved glucose control outcomes: 45% over human management, 69% over infusion-pump management. Although constrained by small sample size and …

Species-Dependent Gazing Behavior Of Emotional Facial Expressions In Dogs (Canis Familiaris) And Adult Humans (Homo Sapiens)., Heini Törnqvist, Gray S. Atherton, Liam Cross, Sanni Somppi, Jarkko Hautala, Miiamaaria V. Kujala

School of Psychology

Emotional expressions play an important part in social communication of dogs and humans, but comparative studies between dogs and humans are rare. In addition, little is known about how emotions are perceived across species and how attention is divided among different parts of faces. Here, we compared the gazing behavior of dogs and adult humans toward emotional dog and human facial expressions. Dogs mostly gazed at the eye and nose areas, whereas the humans’ focus also included the mouth area. The gazing behavior of both species was affected by the facial expressions and species presented, and they gazed at emotional …

Circulating Fatty Acid Binding Protein 4 (Fabp-4) Concentrations And Mortality In Individuals With Colorectal Cancer In The European Prospective Investigation Into Cancer And Nutrition Study, Thu Thi Pham, Katharina Nimptsch, Krasimira Aleksandrova, Mazda Jenab, Veronika Fedirko, Anja Olsen, Anne Tjønneland, Claire Cadeau, Gianluca Severi, Matthias B Schulze, Renée Turzanski Fortner, Verena Katzke, Claudia Agnoli, Carlotta Sacerdote, Rosario Tumino, Simona Signoriello, Camino Trobajo-Sanmartín, Jesús-Humberto Gómez, María-Dolores Chirlaque, Maria-Jose Sánchez, Marta Crous-Bou, Anne May, Alicia Heath, Dagfinn Aune, Elisabete Weiderpass, Tobias Pischon

Faculty, Staff and Student Publications

Human fatty acid binding protein‐4 (FABP‐4), a protein elevated in obesity that promotes colon cancer cell invasiveness and metastasis, may be associated with higher mortality in individuals with colorectal cancer (CRC) and may serve as a mediator of the obesity–mortality association in these individuals. We used a causal diagram to inform covariate selection and applied Cox proportional hazards models to estimate hazard ratios (HRs) for CRC‐specific, non‐CRC‐specific, and all‐cause mortality by FABP‐4 levels measured in baseline blood samples from 1371 incident CRC cases from the European Prospective Investigation into Cancer and Nutrition cohort. Competing risk analyses were adapted for CRC …

Cyclic Amp-Dependent Regulation Of Ryanodine Receptors In Healthy And Diseased Hearts, Mohit M Hulsurkar, Isabelle Ong, Joshua A Keefe, Issam H Abu-Taha, Dobromir Dobrev, Xander H T Wehrens

Faculty, Staff and Students Publications

Cyclic adenosine monophosphate (cAMP) is a critical second messenger in cardiomyocytes, regulating essential cellular functions. Upon G-protein-coupled receptor stimulation, adenylyl cyclase (AC) synthesizes cAMP, which phosphodiesterase (PDE) enzymes subsequently degrade. Recent studies challenge the traditional view of uniform cAMP signaling, revealing nanodomain-specific regulation within cardiomyocytes. This localized cAMP signaling modulates key Ca2+-handling proteins, including ryanodine receptor type-2 (RyR2), through channel-bound protein kinases and PDEs. Additionally, nucleoside-diphosphate kinases (NDPKs), particularly NDPK-C, contribute to cAMP synthesis and RyR2 regulation. Elevated NDPK-C levels in failing hearts correlate with increased cAMP levels, enhanced sarcoplasmic reticulum Ca2+ release, and cardiac arrhythmias. Furthermore, cAMP influences the …

Baseline Characteristics In The Synchronize™-2 Randomized Phase 3 Trial Of Survodutide, A Glucagon Receptor/Glp-1 Receptor Dual Agonist, For Obesity In People With Type 2 Diabetes, Sean Wharton, Carel W Le Roux, Biykem Bozkurt, Elke Platz, Gabriele Bleckert, Samina Ajaz Hussain, Martina Brueckmann, Elena Startseva, Isabel M Kloer, Lee M Kaplan

Faculty, Staff and Students Publications

Aims: Survodutide is an investigational glucagon receptor/glucagon-like peptide-1 receptor dual agonist that has shown promise for treating obesity and its complications in Phase 2 trials. Two double-blind, randomized, global Phase 3 trials are designed to assess the efficacy and safety of survodutide for treatment of obesity-SYNCHRONIZE™-1 in people with obesity without type 2 diabetes (T2D) and SYNCHRONIZE™-2 in people with obesity and T2D. This paper describes the baseline characteristics of participants in SYNCHRONIZE-2 (ClinicalTrials.gov identifier NCT06066528).

Materials and methods: Participants aged ≥18 years with a body mass index (BMI) ≥27 kg/m2 and T2D were randomized 1:1:1 to weekly subcutaneous …

Hyperglycemia, Receptor For Advanced Glycation End Products, And Small Airways Dysfunction In Asthma, Paula Sierra Salas, Dennis T Villareal, Vickram Tejwani, Amrit Koirala, Cristian Coarfa, Meredith C Mccormack, Nicola A Hanania, Tianshi David Wu

Faculty, Staff and Students Publications

Background: Diabetes and insulin resistance are associated with higher risk of asthma exacerbation and preserved ratio impaired spirometry (PRISm), but the pathophysiology is unclear. These conditions may cause small airways dysfunction (SAD), which is an under-recognized cause of PRISm.

Objective: To determine whether insulin resistance and poor glucose control associate with SAD and to explore whether proteins prognostic of diabetes end-organ complications predict lung function abnormalities.

Methods: We recruited a prospective cohort of adults with physician-diagnosed asthma. Fasting insulin, glucose, hemoglobin A1c, and concentrations of 13 proteins prognostic of diabetes end-organ complications were measured. Static insulin resistance was calculated by …

Maternal Myo-Inositol Intake And Congenital Heart Defects In Offspring: A Population-Based Case-Control Study, Ruiqi Cen, L Joseph Su, Jun Ying, Mohammed S Orloff, Elijah H Bolin, Xiangyang Lou, Lynn M Almli, Lorenzo D Botto, Marilyn L Browne, Richard H Finnell, Mary M Jenkins, Eirini Nestoridi, Andrew F Olshan, Paul A Romitti, Gary M Shaw, Wendy N Nembhard

Faculty, Staff and Students Publications

Objective: To investigate associations between maternal periconceptional (three months prior through the third pregnancy month) myo-inositol intake and the odds of selected congenital heart defects in offspring.

Design: A population-based case-control study using the National Birth Defects Prevention Study (NBDPS) database.

Setting: United States.

Population or sample: Women with singleton live births without major birth defects (controls) and women with singleton live births, stillbirths, or terminations with selected nonsyndromic congenital heart defects (CHD; cases).

Methods: Descriptive analyses, logistic regression models, ascertainment of myo-inositol intake from supplements and food using a shortened food frequency questionnaire and survey.

Main outcome measures: Odds …

Participant Retention In A Prospective Multicenter Cohort Of Participants With Pancreatitis And Factors Associated With Attrition, Radmila Choate, Jun Xu, Jeffrey J Easler, Samuel Han, Anna E Phillips, Melena D Bellin, William E Fisher, Evan L Fogel, Chris Forsmark, Phil A Hart, Stephen J Pandol, Walter G Park, Jose Serrano, Stephen K Van Den Eeden, Santhi Swaroop Vege, Liang Li, Darwin L Conwell, Dhiraj Yadav

Faculty, Staff and Students Publications

Objectives: Participant retention is essential in prospective studies to minimize bias and maintain validity. This study aimed to estimate retention rates and identify factors influencing attrition in a multicenter cohort (PROCEED) of US adults with acute/recurrent acute pancreatitis (AP/RAP) and chronic pancreatitis (CP).

Methods: Participants from the PROCEED study with AP/RAP or CP eligible for follow-up within the designated visit window were included. Retention was defined as completing at least one follow-up visit during the observation period. Retention was analyzed by follow-up mode (in-person and/or medical record review) and disease type (AP/RAP and CP). Retention factors were assessed using univariate …

Aladdin: A Machine Learning Approach To Enhance The Prediction Of Significant Fibrosis Or Higher In Metabolic Dysfunction-Associated Steatotic Liver Disease, Naim Alkhouri, Terry Cheuk-Fung Yip, Laurent Castera, Marina Takawy, Leon A Adams, Nipun Verma, Juan Pablo Arab, Syed-Mohammed Jafri, Bihui Zhong, Julie Dubourg, Vincent L Chen, Ashwani K Singal, Luis Antonio Díaz, Nicholas Dunn, Rida Nadeem, Vincent Wai-Sun Wong, Manal F Abdelmalek, Zhengyi Wang, Ajay Duseja, Yousef Almahanna, Haya A Omeish, Junzhao Ye, Stephen A Harrison, Jessica Cristiu, Marco Arrese, Sage Robert, Grace Lai-Hung Wong, Amani Bajunayd, Congxiang Shao, Matthew Kubina, Winston Dunn

Faculty, Staff and Students Publications

Introduction: The recent US Food and Drug Administration approval of resmetirom for treating metabolic dysfunction-associated steatohepatitis in patients necessitates patient selection for significant fibrosis or higher (≥F2). No existing vibration-controlled transient elastography (VCTE) algorithm targets ≥F2.

Methods: The mAchine Learning ADvanceD fibrosis and rIsk metabolic dysfunction-associated steatohepatitis Novel predictor (ALADDIN) study addressed this gap by introducing a machine-learning-based web calculator that estimates the likelihood of significant fibrosis using routine laboratory parameters with and without VCTE. Our study included a training set of 827 patients, a testing set of 504 patients with biopsy-confirmed metabolic dysfunction-associated steatotic liver disease from 6 centers, …

Dolichocolon Is Common In Pediatric Gastroenterology Patients With Constipation And Associated Complaints, David Simon, Donovan Berens, Raul Zambrana Valenzuela, Arvind Mohan, Partha Chakraborty, Timot Kellermayer, Eric H Chiou, Craig L Jensen, Ricardo A Arbizu, Marla B K Sammer, Richard Kellermayer

Faculty, Staff and Students Publications

Objectives: Dolichocolon (DC), classified under International Classification of Diseases, Tenth Revision (ICD-10) code Q43.8 ("Other specified congenital malformations of intestine"), refers to an elongated or redundant large intestine. Recent studies in adults indicate a role for dolichocolon in constipation and disorders of gut-brain interaction. Contrast enema (CE) imaging is commonly used to identify DC, typically defined as a sigmoid colon extending above, or a transverse colon descending below, the iliac crest line. Despite its potential relevance, the prevalence and clinical significance of DC in pediatric gastroenterology remain poorly understood.

Methods: This retrospective study assessed the prevalence of DC in pediatric …

In-Silico Trial Of Same-Day Simulation-Free Spatially Fractionated Adaptive Radiotherapy (Sf2-Art), Dennis N Stanley, Alyssa R Birchmeier, Carlos E Cardenas, Richard A Popple, Natalie Viscariello, Joel A Pogue, Courtney B Stanley, Mehran Yusuf, Michael Soike, Samuel R Marcrom, Joseph Harms

2020-Current year OA Pubs

PURPOSE: Here we present an in-silico trial of the feasibility and deliverability of a same-day, simulation-free workflow for spatially fractionated adaptive radiotherapy (SF

METHODS AND MATERIALS: Ten patients (five thoracic and five extremity), previously treated with spatially fractionated radiotherapy (SFRT), were selected for this in silico trial. A two-phase regimen was simulated: Phase 1 delivered 12 Gy SBRT to a uniform, predefined high-dose lattice and 4 Gy to the gross tumor volume (GTV); Phase 2 consisted of 4 additional fractions of 4 Gy to the GTV. The planning workflow was performed entirely in silico, without the need for CT simulation. …

Prediabetes Associates With Musculoskeletal Alterations Independent Of Total Body Adiposity, Alan Fappi, Clifton J Holmes, Chao Cao, Vasavi Shabrish, Aman P Aher, Karen Shen, Paul K Commean, Dwight A Towler, Dominic N Reeds, Gretchen A Meyer, Bettina Mittendorfer

2020-Current year OA Pubs

BACKGROUND: Excess adiposity is a major risk factor for insulin resistance, prediabetes, and Type 2 diabetes and increases the risk for sarcopenia and osteosarcopenia later in life. It has been proposed that altered metabolic function and musculoskeletal status in people with obesity are directly linked, presumably because they share common pathophysiological mechanisms. However, the effect of metabolic dysfunction, independent of adiposity, on musculoskeletal status is unknown.

METHODS: We performed a comprehensive assessment of musculoskeletal status in people with overweight/obesity and prediabetes (n = 12; 72% women; age: 67 ± 6 years; weight: 81 ± 11 kg; mean ± SD) and …

Association Of Sleep Disturbance With Survival After Colorectal Cancer Diagnosis: Results From The Colocare Study, Anita R Peoples, Adetunji T Toriola, Et Al.

2020-Current year OA Pubs

INTRODUCTION: Sleep problems are common among cancer patients. The relationship between sleep disruption and clinical outcomes after colorectal cancer (CRC) diagnosis remains poorly understood. We investigated associations of sleep disruption with survival and recurrence in patients with CRC.

METHODS: CRC patients with stages I-IV (N = 895) were included in this study. Self-reported sleep disturbance was assessed presurgery using the sleep item from the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire-Core-30 and classified into "no/mild" or "moderate/severe" sleep disturbance. Cox-proportional hazard models were computed (HRs and 95% confidence intervals) to investigate associations of sleep disturbance …

Accelerated Diffusion Basis Spectrum Imaging With Tensor Computations, Kainen L Utt, Jacob S Blum, Donsub Rim, Sheng-Kwei Song

2020-Current year OA Pubs

This paper introduces an advanced framework for accelerated processing of diffusion-weighted imaging (DWI) data that utilizes an entire-image modeling approach to optimize the estimation of diffusion parameters from DWIs by mapping input diffusion data to predicted signals and estimating parameter values via a stochastic gradient descent optimizer (Adam). To validate this approach, we applied this framework to diffusion basis spectrum imaging (DBSI) and analyzed in vivo human brain and ex vivo mouse brain DWIs. Results demonstrate significant improvements to computational speed and signal-to-noise ratio (SNR) in estimated parameter maps compared to standard DBSI. Our approach is applicable to any diffusion …