Digital Commons Network^™

Combinatorial Immunotherapy Drives Exhaustion In Tumor Antigen–Specific Cd8+ T Cells Within The Mouse Renal Tumor Microenvironment, Holly R. Stephens, Elizabeth Elkins, Jing Li, Zoey N. Swalley, Henry Nnaemeka Ogbonna, Pia Muri, Zachary Roberts, Francesca R. Dempsey, Md Akkas Ali, Md Hasanul Banna Siam, Richard Kirkman, Jianqing Zhang, Sunil Sudarshan, Daniel J. Tyrrell, Hubert M. Tse, Daniel L. Smith Jr, Lyse A. Norian

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Immunotherapies have greatly improved outcomes for patients with renal cell carcinoma (RCC), yet response rates remain suboptimal and the factors promoting therapy resistance versus sensitivity are incompletely understood. Currently, no preclinical model of orthotopic renal cancer exists that permits evaluation of tumor antigen–specific (TAS) CD8⁺ tumor-infiltrating lymphocytes (TILs). To address this deficiency, we developed a mouse renal cancer model that permits tracking of adoptively transferred TAS CD8⁺ T cells. Renca-LUC tumor cells were transduced to express tumor ERK (tERK), a model antigen expressing a one-amino-acid change from wild-type ERK, resulting in recognition by tERK/H-2K^d-specific DUC Thy1.1 …

Increasing Oral-Gut Axis Health Literacy In Underserved Communities With Community-Involved, Pantry-Accessible Nutrition Education: A Conceptual Framework And Program, Audrey Kho, Yinon Gankin, Polina Pine

Chemistry: Faculty Publications and Other Works

In metropolitan U.S. areas, health inequities caused by socioeconomic disparity continue to influence oral health, nutritional status, and the risk of chronic diseases. Diets heavy in added sugars and poor in fiber and vital micronutrients are especially harmful to the oral–gut axis, which connects diet, microbial balance, inflammation, and systemic and neurological health. Due to institutional hurdles to health literacy, limited access to preventive health education, and food poverty, these eating habits are more common among low-income individuals. Only 36% of low-income parents in Chicago report being in good health, compared to 75% of parents with better incomes, underscoring the …

Exploring Vocal Fatigue In Female Singers, Cory M. Pinto

Theses, Dissertations and Culminating Projects

Vocal fatigue is a complex issue that may signal underlying vocal pathology or exist independently, especially among professional voice users such as singers, whose high vocal demands make them particularly susceptible. This dissertation investigates vocal fatigue in young adult female singers using both objective and subjective voice assessment measures during a novel vocal loading task. Key research questions addressed in this dissertation are as follows: (1) Which voice assessment measures demonstrate significant change over time in response to vocal loading? (2) which Participant Profile Characteristics most accurately predict changes in perceived vocal fatigue severity? (3) In what ways do symptom …

Current Active U.S. Patents Held By Sop Inventors - Updated 3/19/26, Soumyajit Majumdar

U. S. Patents, School of Pharmacy

List of current active U.S. Patents held by the School of Pharmacy Inventors - updated 3/19/26

An Evidence-Based Approach To Standardizing Occupational Therapy Services For Functional Neurological Disorder: Protocol Development And Provider Education, Kimberly Yuen

OTD Capstones

Functional Neurological Disorder is a complex neurological condition that continues to be misinterpreted and stigmatized by healthcare practitioners. Occupational therapists play a vital role in the care team for an individual with FND, as their scope of practice helps to empower individuals with this condition to return to daily, meaningful occupations. However, there remains a lack of evidence-based protocols and resources for occupational therapists to utilize when treating functional neurological disorder (FND), resulting in minimized confidence and understanding of how to treat this population. This capstone project addressed these concerns through the creation of multiple deliverables to help improve clinician …

The Functional Significance Of Plk1 Phosphorylation Of Nrf2 In Prostate Cancer Progression, Maria Nur

Theses and Dissertations--Toxicology and Cancer Biology

Prostate cancer progression and therapeutic resistance are closely linked to alterations in redox homeostasis and cell cycle regulation. Nuclear factor erythroid 2–related factor 2 (NRF2) is a master regulator of antioxidant responses, yet the mechanisms integrating cell cycle signaling with NRF2 activity in prostate cancer remain poorly defined. In this study, we identify polo‑like kinase 1 (PLK1) as a novel regulator of NRF2 through direct phosphorylation at serine 253 (S253). Using bioinformatic prediction, mass spectrometry, in vitro kinase assays, and cell‑based analyses, we demonstrate that PLK1 phosphorylates NRF2 at S253 in a cell cycle–dependent manner, with maximal phosphorylation during mitosis. …

The Impact Of Parental Mental Health On Infant Outcomes In The Neonatal Intensive Care Unit: Length Of Stay, Feeding, Bonding, And Developmental Progress, Andee L. Plaskett

Nursing | Senior Theses

Background: The neonatal intensive care unit (NICU) can be a highly stressful environment for both infants and their parents. Poorer infant outcomes, including longer hospital stays, feeding difficulties, and delayed developmental progress can all be a reflection and outcome of elevated parental distress. Currently, mental health distress and infant screening tools are used in most NICUs but are not seen in all practices, it is also important to provide interventions based on the screening results. Screening tools are used to identify a problem but interventions should be implemented to try to alleviate the problem. Objective: By implementing a standardized screening …

Health Disparities In Cardiovascular Care: The Impact Of Diabetes Education And Post-Discharge Interventions For African American Adults At Risk For And After Myocardial Infarction, Trinity L. Billingsley

Nursing | Senior Theses

Background: Cardiovascular disease is the leading cause of death in the United States, affecting African American adults at higher rates compared to other racial and ethnic groups. Diabetes as a comorbidity is one of the risk factors of experiencing a myocardial infarction, remaining one of the leading causes of death among individuals with diabetes. Objective: To examine the effectiveness of structured diabetes education tailored to African American adults who are at risk for and after a myocardial infarction. Additionally assessing the complications of a myocardial infarction, the outcomes associated with structured education will be compared to the outcomes of …

Human Milk Feeding And Its Impact On The Incidence Of Necrotizing Enterocolitis, Maya C. Kern

Nursing | Senior Theses

One of the leading causes of morbidity and death for preterm and very low birth weight (VLBW) newborns is still necrotizing enterocolitis (NEC). Existing literature consistently shows that the bioactive, anti-inflammatory, and microbiome-supporting components of human breast milk, including donor human milk, significantly lower the incidence of NEC. However, a lot of infants are forced to rely on formula and nutrient fortifiers because they cannot obtain maternal or donor milk. A critical gap persists regarding whether human milk derived fortifiers offer greater NEC protection than bovine derived fortifiers in infants who must receive formula. This thesis examines three interconnected themes; …

Association Between Neighborhood Social Determinants Of Health And Stillbirth, Tetsuya Kawakita, Misa Hayasaka, Ann M. Harper, John Brush, George Saade

Department of Obstetrics & Gynecology Faculty Publications

OBJECTIVE:

To examine the association between neighborhood-level social determinants of health and stillbirth.

METHODS:

We performed a retrospective cohort study of deliveries that occurred at a gestational age of at least 20 weeks within a five-hospital system (2012-2022). Electronic health record data mapped to the Observational Medical Outcomes Partnership Common Data Model were geocoded using addresses at the time of delivery and linked to neighborhood health indices, which included the Area Deprivation Index (ADI), Maternal Vulnerability Index (MVI), and Social Vulnerability Index (SVI) at the Census tract level. Stillbirths were adjudicated by medical record review. Modified Poisson regression generated relative …

Contribution Of Comorbidities And Pregnancy Complications To Severe Maternal Morbidity In The United States, Tetsuya Kawakita, Sora A. Jones, Natsume Furukawa, George Saade

Department of Obstetrics & Gynecology Faculty Publications

Objective: To quantify the extent to which rising rates of severe maternal morbidity (SMM) in the United States from 2016 to 2022 are attributable to increasing prevalence of maternal risk factors, including advanced maternal age, obesity, pregestational diabetes mellitus, gestational diabetes, chronic hypertension, and hypertensive disorders of pregnancy (HDP).

Methods: We conducted a retrospective cohort study using the Nationwide Readmissions Database from 2016 to 2022, representing more than 25 million weighted delivery hospitalizations. The primary outcome of SMM was identified with the Centers for Disease Control and Prevention's 21-condition algorithm; a secondary outcome excluded transfusion to improve specificity. Temporal trends …

Cervicovaginal Lavage Fluid Iron And Manganese Levels In Women With And Without Vaginitis, Barbara Kozma, David Ratonyi, Bence Kozma, Peter Takacs, Attila G. Sipos

Department of Obstetrics & Gynecology Faculty Publications

Transition metals such as iron and manganese are critical for cellular metabolism, redox balance, and immune function, and they also influence host–pathogen interactions. Vaginitis is characterized by mucosal inflammation that may alter local trace-element homeostasis. We hypothesize that inflammatory conditions such as vaginitis may be associated with altered cervicovaginal iron and manganese levels. We performed a prospective, single-center cohort study at the University of Debrecen (Hungary) between April 2023 and April 2024, enrolling 80 women ≥ 18 years with vulvovaginal complaints. Participants were assessed at baseline and at weeks 4, 8, and 12 with clinical evaluation and cervicovaginal lavage (CVL) …

The Taper Sign: Sonographic Representation Of Uterine Dehiscence In Severe Cases Of Placenta Accreta Spectrum, Uma Deshmukh, Anna M. Modest, Alfred Abuhamad, Alireza A. Shamshirsaz, Jonathan L. Hecht, Scott A. Shainker

Department of Obstetrics & Gynecology Faculty Publications

Introduction: Prenatal diagnosis of placenta accreta spectrum (PAS) depends on reliable ultrasound markers and skilled image interpretation. Existing PAS markers emphasize placental features suggestive of abnormal adherence and require advanced image optimization. However, emerging hypotheses suggest that uterine dehiscence—not placental invasion—is the central mechanism underlying PAS, particularly in severe (Grade 3) disease. Despite this, few established ultrasound markers address this uterine dehiscence. We describe a novel ultrasound marker, the taper sign, which uniquely represents the uterine dehiscence in severe PAS with anterior placenta previa, and outline a standardized technique for image acquisition and interpretation.

Methods: This descriptive report details the …

Risk Of Gestational Diabetes By Aerobic And Resistance Exercise During The First And Second Trimesters, Takaki Tanamoto, George Saade, Leryn J. Reynolds, Tetsuya Kawakita

Department of Obstetrics & Gynecology Faculty Publications

Objective

While some studies have shown that exercise reduces the incidence of gestational diabetes mellitus (GDM), there is limited evidence on whether aerobic or resistance exercise is more beneficial. This study aimed to examine the rate of GDM according to the type of exercise during early pregnancy.

Study design

We analyzed data from the Nulliparous Pregnancy Outcomes Study: Monitoring Mothers-to-Be (nuMoM2b), a prospective cohort of individuals enrolled during the first and second trimesters. We excluded participants with pregestational diabetes or delivery < 20 weeks. The primary exposure was either aerobic or resistance exercises in the first or second trimester. For each trimester, the metabolic equivalent of task hours per week (MET-h/week) was calculated for each exercise. Participants were grouped as follows: "Aerobic exercise" (≥7.5 MET-h/week from aerobic exercises), "Resistance exercise" (≥2 times/week from resistance exercises), "Both types of exercise" (≥7.5 MET-h/week from aerobic exercise and ≥2 times/week from resistance exercises), and "Insufficient exercise" (≤7.5 MET-h/week from aerobic exercise and ≤2 times/week from resistance exercises). Our primary outcome was GDM. Adjusted relative risks (aRRs) with 95% confidence intervals (95% CIs) were calculated using modified Poisson regression, adjusting for potential confounders.

Results

In both the first and second trimesters, analyses included 9049 individuals. In the first trimester, individuals who performed …

The Association Between The Degree Of Social Vulnerability And Maternal Anemia And Other Adverse Perinatal Outcomes, Rubymel J. Knupp, Christina T. Blanchard, Ariann Nassel, Ashley Shea, Lindsay S. Robbins, Jeff M. Szychowski, Ashley N. Battarbee, Akila Subramaniam

Department of Obstetrics & Gynecology Faculty Publications

Objective

Maternal anemia in pregnancy is associated with many adverse maternal, fetal, and neonatal outcomes. The role of social determinants of health (SDOH) in the development of maternal anemia and other adverse outcomes is continually evolving. One such newer tool, the Social Vulnerability Index (SVI), measures an individual's community-level SDOH, with higher SVI denoting higher vulnerability. Our objective was to evaluate the association between SVI, maternal anemia, and other adverse perinatal outcomes.

Methods

Retrospective cohort study of pregnant individuals delivering singletons at a gestational age ≥23 weeks at a single center from 2014 to 2018. Patients with sickle cell disease, …

The Association Between Social Vulnerability And Racial Disparities In Preterm Birth, Anita Pershad, Gabby Adams, Lindsay Robbins, George Saade, Tetsuya Kawakita

Department of Obstetrics & Gynecology Faculty Publications

Objective

To evaluate the association between county-level social vulnerability and preterm birth and assess whether racial disparities vary across levels of vulnerability.

Methods

This cross-sectional study utilized restricted Centers for Disease Control and Prevention natality data from 2023. We included Black or White births with singleton pregnancies across 3123 US counties from 50 US states and the District of Columbia. Participants were grouped into quartiles based on the county-level Social Vulnerability Index (SVI), with quartile 4 representing the most socially vulnerable populations. The primary outcome was preterm birth, defined as delivery before 37 weeks. Secondary outcomes included small for gestational …

Evaluating The Mediating Role Of Gestational Phthalate And Replacement Biomarkers In The Associations Between Race/Ethnicity And Birthweight, Amir J. Lueth, Danielle R. Stevens, Sarahna A. Moyd, Elena Sinkovskaya, Ann Przybylska, Antonia M. Calafat, Julianne C. Botelho, George Saade, Alfred Abuhamad, Kelly K. Ferguson

Department of Obstetrics & Gynecology Faculty Publications

Background

Gestational exposure to phthalates is higher among non-Hispanic black (NHB) women than non-Hispanic white (NHW) women and may contribute to racial/ethnic differences in birthweight z-scores.

Objective

We aimed to investigate whether gestational phthalate and replacement biomarkers mediate the association between race/ethnicity and birthweight z-scores.

Methods

We analyzed data from 271 pregnancies in the Human Placenta and Phthalates study, a prospective cohort recruited from 2017 to 2020. Urinary phthalate metabolite concentrations were measured at up to eight time points during pregnancy and averaged to represent gestational exposure. Metabolites were grouped by parent compound. Linear regression models estimated associations in phthalate …

Nanoparticle Carriers Enhance The Prophylactic Antiviral Effects Of Dsrna In Vitro And Ex Vivo, Shayne Oberhoffner, Stephanie Dewitte-Orr, Starla Richardson, Leah Haile, Dominique Daniels, Erin Cooper, Aizah Ijaz, Janet Velasquez Perez, Mathilde Peruzzi, Bertrand Collet, Paul Craig, Kristof Jenik

Theses and Dissertations (Comprehensive)

Aquaculture now outpaces traditional capture fisheries as the world population and demand for sustainable protein sources increases. Wild and farmed species are increasingly susceptible to pathogen spread as global temperatures rise and stocking densities increase. Despite the devastating losses experienced by aquaculture due to viral infections, there remain few effective prophylactic antiviral therapeutics. Long double-stranded (ds)RNA is a uniquely viral molecule produced by nearly all viruses during their replication cycle, and its detection by salmonids like rainbow trout (Oncorhynchus mykiss) and chinook salmon (Oncorhynchus tshawytsha) leads to the establishment of a defensive antiviral state. Previous in vitro studies demonstrated a …

Legislative Debate-Attributed Suicidality Among Lgbtq+ Adults: The Buffering Effect Of Community Belongingness, Keith J. Watts, Shawndaya S. Thrasher, Laneshia R. Conner, Nicole Campbell, Louis G. Baser, Dekeitra Griffin, Sydney P. Howard, Missy Spears, Justin X. Moore

Counseling & Human Services Faculty Publications

Background: In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves—the prolonged periods of public discourse surrounding the restriction of rights. Methods: Utilizing data from the 2025 Queer Kentucky Survey (N = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative …

Forecasting Lung Cancer Burden Using Multicenter Real-World Data, Omer Aydin, Levent Korkmaz, Aybeyan Selim, Murat Kuzlu, Ferhat Ozgur Catak, Huseyin Kusetogullari, Umit Cali

Engineering Technology Faculty Publications

Background – Lung cancer continues to place a significant clinical and operational burden on healthcare infrastructure and systems. While essential epidemiological data can be obtained from population-based registries, these systems often fail to provide information on long-term follow-up and healthcare utilization dynamics. Real-world data collected from healthcare institutions offer valuable insights; however, in-depth and careful analysis is necessary to distinguish true diagnostic trends from changes in service utilization and access.

Objectives – The primary objective of this study is to characterize and forecast the prevalence of lung cancer diagnoses at the specified hospitals for future years. The study aims to …

Associations Of Blood Pressure Level And Variability With Cortical Thickness: A Cross-Sectional Analysis From The Maracaibo Aging Study, Romeo De Leon, Shana Garza, Silvia Mejia-Arango, Kristina Vatcheva, Sokratis Charisis, Claudia L. Satizabal, Luis J. Mena, Joseph H. Lee, Joseph D. Terwilliger, Eron Manusov

School of Medicine Publications

Background: Although high blood pressure (BP) level and variability are associated with Alzheimer's Disease (AD), their relationship with cortical thickness in brain regions that are associated with AD is unclear. Furthermore, the role of 24-hour BP has not been examined. We investigated the associations of office and ambulatory BP measures with cortical thickness in brain regions implicated in AD.

Methods: We performed a cross sectional analysis of 304 participants without dementia from a population-based study with office and 24-hour BP and magnetic resonance imaging (MRI) data. We considered cortical thickness values derived from 10 regions throughout the frontal, parietal, and …

Epithelial-Mesenchymal Transition And Stress Adaptations Underlie Yttrium-90 Resistance In Liver Cancer Cell Lines, Alexander Zheleznyak, Dhanusha Duraiyan, Prasanth Thunuguntla, Jessica Camacho, Shuang Wu, Jingxia Liu, Jason D Weber, Daniel L J Thorek, Benjamin S Strnad, Ryan C Fields, Matthew A Ciorba, Christine Yoon, Valerie Blanc, Nicholas Davidson, Jessica Silva-Fisher, Christopher D Malone

2020-Current year OA Pubs

UNLABELLED: Molecular signatures predict prognosis in hepatocellular carcinoma, but their relevance to transarterial radioembolization (TARE) with yttrium-90 (90Y) is unknown. We aimed to identify baseline and treatment-induced pathways associated with response and nominate biomarkers. Ten transcriptomically diverse human liver cancer cell lines were exposed to escalating activities of glass 90Y microspheres for 10 days. Normalized AUC values quantified sensitivity. Whole-transcriptome RNA sequencing at baseline and after treatment was analyzed with elastic net regression and gene set enrichment. Findings were corroborated by qRT-qPCR and exploratory analysis of pretreatment tumor samples from patients undergoing TARE. Liver cancer cell line responses to 90Y …

Professional Identity Development Among Nursing Students: The Impact Of Structured Reflective Practice, Abdelmonim El Fadely, Kamal Takhdat, Charaf-Eddine Ahraiba, Rahma Bouali, Sabah Selmaoui, Boujemaa Agorram

Health Professions Education

Purpose This study aimed to assess the impact of a structured reflective practice intervention on the development of professional identity among nursing students. Method A mixed-methods design was adopted. The intervention, based on guided reflective practice, was implemented with a voluntary sample of 58 participants. The evaluation relied on a quasi-experimental quantitative approach using the Macleod Clark Professional Identity Scale, with a comparison group and both pre-test and post-test measurements. A qualitative component was also included to explore the dimensions of the studied concept in greater depth. Results Quantitative findings showed a statistically significant difference between the post-test means (p < 0.001), indicating that the reflective practice intervention had a positive effect on the experimental group compared to the control group. The qualitative results further illuminated students’ reflections, which were organized into ten themes corresponding to the study’s conceptual framework: professional knowledge and skills, values and ethics, the nursing role, leadership, professional self-image, social image of the profession, sense of belonging, identification with role models, theory–practice integration, and career choice. These dimensions provided a comprehensive and nuanced understanding of professional identity, capturing the complexity of the concept. Conclusion These results support the integration of reflective practice as a pedagogical approach to fostering the construction and development of a positive professional identity. Professional identity, as a rich and multidimensional concept, goes beyond the process of professionalization—it represents its ultimate achievement.

Mutations In Hsp40 Co-Chaperone Change The Canonical Interdomain Interactions Stimulating Lgmdd1 Myopathy, Ankan K Bhadra, Geetika Aggarwal, Anshuman Jaysingh, Daniel Chen, Jil Daw, Conrad C Weihl, Heather L True

2020-Current year OA Pubs

Limb-girdle muscular dystrophy D1 (LGMDD1) is a rare, dominantly inherited neuromuscular protein-misfolding chaperonopathy caused by mutations in the Hsp40 co-chaperone DNAJB6, primarily in the glycine-phenylalanine (GF) or J-domains. Currently, no treatments are available, and a challenge in understanding the disease is identifying a specific client protein for DNAJB6 in skeletal muscle. DNAJB6 has homology to the yeast DNAJ family member, Sis1. Our previous research indicated that LGMDD1 GF domain mutants in Sis1 exhibit substrate-specific effects, influenced by Hsp70 activity. Herein, we employed functional assays along with advanced molecular simulation studies to understand the regulatory interdomain interactions in disease-causing mutants of …

Coordinated Regulation Of Capping Protein By Carmil And V-1/Myotrophin, John A Hammer, John A Cooper

2020-Current year OA Pubs

Capping Protein (CP) plays a central role in controlling actin filament dynamics in almost all eukaryotic cell types by virtue of its ability to block monomer addition and loss at the barbed end of the actin filament. Like other proteins that control actin assembly, CP is subject to regulation. Here we focus on two direct regulators of CP-CARMIL and V-1/Myotrophin. Specifically, we review recent biochemical, structural, imaging, and cell biological data that argue these two proteins cooperate to create a regulatory cycle for CP that controls its availability, activity, and site of action in the cell. Finally, we discuss unresolved …

Oculomics And Ai: The Eye As A Biomarker For Health Span, Joy Le Yi Wong, Rajendra S Apte, Et Al.

2020-Current year OA Pubs

As the world's population ages, the focus of healthcare is shifting from extending life span to promoting health span. There is an unmet need to identify sensitive and reliable markers of health span through more cost-effective and non-invasive methods, to enable early and effective intervention on modifiable aging factors. The eye offers a unique window into systemic health, providing direct visualization of the body's vascular and neural health. This review presents an overview of how various ocular structures can serve as biomarkers of health span-drawing on insights from ocular imaging, metabolomics, and proteomics, with evidence from basic science, animal models, …

Focused Ultrasound-Enhanced Nose-To-Brain Delivery Of A Therapeutic Antibody In A Large-Animal Model, Siaka Fadera, Cristian Antonio Wieczorek Villas Boas, Yimei Yue, Zhaoning Gu, Jinyun Yuan, Debolina De, Buck E Rogers, Arash Nazeri, Hong Chen

2020-Current year OA Pubs

No abstract provided.

Privacy-Preserving Federated Learning With Optimized Ensemble Weighting And Knowledge Distillation For Covid-19 Detection From Non-Iid Medical Imaging Data, Richard Annan, Hong Qin, Robert Newman, Madhuri Siddula, Letu Qingge

Computer Science Faculty Publications

Medical imaging enables rapid and accurate diagnosis of COVID-19, with CT scans proving especially effective. However, data privacy concerns limit collaborative model development across hospitals. To address this issue, we introduce a novel federated learning framework. It is referred to as Independent Knowledge Distillation with post-Ensemble Federated Learning (IKDEFL). Differential Privacy (DP) is integrated into the framework to improve privacy guarantees. Three DP mechanisms are evaluated. These include Fixed Gaussian, Gaussian Adaptive, and Tree Adaptive. The evaluation has been conducted on heterogeneous and Non-Independent and Identically Distributed (Non-IID) datasets. These datasets reflect real-world hospital scenarios. Results show that IKDEFL significantly …

An Investigation Of Federated Gnns Under Aggregation, Data Poisoning, And Differential Privacy For Icu Length-Of-Stay Prediction, Shakib Mahmud Dipto, Soumya Banerjee, Sandip Roy, Ahmad F. Al Musawi, Preetam Ghosh, Sachin Shetty, Pratip Rana

Computer Science Faculty Publications

Accurate prediction of ICU Length of Stay (LoS) is essential for clinical decision-making and healthcare resource management. Graph Neural Networks (GNNs), such as GraphSAGE, offer a natural fit by capturing patient data from Electronic Health Records (EHRs) through graph structures. However, the distributed and sensitive nature of this data raises both privacy and legal concerns regarding the aggregation and training of GNN models. This additionally leads to issues with data imbalance and model robustness. In this study, we perform an analysis of the Federated Graph Neural Network (GNN-FL) framework to enable decentralized learning on EHRs derived from the MIMIC-III dataset. …

Trends In Dermatologic Biologic Prescribing: A Medicare Part D Public Use File Analysis From 2018 To 2023., Cathleen V D'Angelo, Patricia Wilberger, Chase Merritt, Joshua Burshtein, Dawn Merritt

Ambulatory and Primary Care Articles

No abstract provided.