Diagnosis Commons^™

The Myopia Epidemic: Integrating Genetic, Environmental, And Epigenetic Pathways To Define A Critical Window For Intervention, Pranavika Balaji

Undergraduate Research Posters

Myopia, or nearsightedness, has increased rapidly worldwide and is now a major public health concern caused by both genetic and environmental factors. Current understanding shows that too much near work, limited time spent outdoors, and prolonged screen use contribute to abnormal eye growth in individuals who may already have a genetic predisposition. At the molecular level, epigenetic changes and shifts in DNA activity, often influenced by environmental conditions, affect the signaling pathways that regulate eye development and may help explain why myopia is increasingly common among children. This paper synthesizes recent environmental, genetic, and epigenetic research to explain how these …

Nanosecond Pulsed Electric Fields For Extracellular Vesicle Engineering: From Electro-Exocytosis To Cargo Modulation, Art Neal, Teresa Graham, Mohamadmahdi Samandari, Arash Ghorbannia, Anca Dobrian, Stephen J. Beebe, Ruben M. L. Colunga-Biancatelli

Bioelectrics Publications

Extracellular vesicles (EVs), including small extracellular vesicles (sEVs) and medium/large extracellular vesicles (MVs), have emerged as promising therapeutic vectors and diagnostic biomarkers across various branches of biomedicine. However, the clinical translation of EV-based technologies remains constrained by persistent challenges in manufacturing: insufficient yield from primary cell sources, limited control over cargo composition, and the absence of scalable, standardized production platforms. Nanosecond pulsed electric fields (nsPEF) represent an emerging biophysical approach that can address several of these limitations. Unlike conventional electroporation, which targets the plasma membrane using microsecond-to-millisecond pulses, nsPEF delivers ultrashort (1–300 ns), high-amplitude (10–300 kV/cm) pulses that penetrate intracellularly …

A Chicken Model For Non-Invasive Diagnosis Of Infant Developmental Dysplasia Of The Hip (Ddh) Using Acoustic Transmission Measurements, Aliza Shah

Honors Undergraduate Theses

Developmental dysplasia of the hip (DDH) is a condition characterized by abnormal development and stability of the hip joint. In a healthy infant, the femoral head (ball) fits securely within the acetabulum (socket of the pelvis), allowing for proper joint function. In DDH, the relationship is disrupted, ranging from mild acetabular dysplasia to partial (subluxation) or complete dislocation of the femoral head. This condition represents a range of structural abnormalities that develop during early growth. The integrity of the hip joint is essential for physical mobility, and disruption of this structure can lead to significant functional impairment. DDH may result …

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) …

Health Literacy/Numeracy-Related Factors Affecting Interpretation In Medical Laboratory Values, Rachel L. Childs

School of Medical Diagnostics & Translational Sciences Publications

Background

Health literacy and numeracy are broad terms that relate to a patient’s understanding of their health information. While there is a substantial amount of research on this topic in a general sense as well as in relation to how deficiencies in these skills impact patients’ understanding of laboratory results, little is known regarding the extent to which underlying factors, which are impacted by health literacy/numeracy, affect how patients interpret their results. This literature review attempts to shed light on the current literature on this more focused and narrow issue, including recommendations to address these barriers.

Content

To perform this …

Ensemble Learning For Predicting Periapical Lesions From Dental Radiographs, Fang-Yuan Liao, Ming-Jyun Jian, Abdullah Sarini, Yulianto Jesica, Yen-Kun Lin, Hsun-Yu Huang

Journal of Dental Sciences

Background/purpose: Diagnosing periapical cysts and granulomas using periapical radiographs is challenging due to subtle radiographic differences. This study aimed to develop a machine learning–based diagnostic framework to improve lesion classification through ensemble learning and dentin standardization.

Materials and methods: Five models—Support Vector Classifier (SVC), Nu-SVC, K-Nearest Neighbors (KNN) and Decision Tree—were trained on 144 pre-treatment periapical radiographs (70 cysts and 74 granulomas). Dentin standardization normalized grayscale values to ensure feature consistency. A weighted soft voting strategy was employed to integrate predictions, with model weights derived from individual diagnostic performance. Model performance was evaluated via five-fold cross-validation. Statistical significance among models …

Advances In Survival Analyses: Machine Learning Methods And Model Comparison, Ryan Gately, Dharshana Sabanayagam, Wai H. Lim, Lin Zhu, Farzaneh Boroumand, Shuvo Bakar, Armando Teixeira-Pinto, Germaine Wong

Research outputs 2022 to 2026

This is the second article in a 2-part series on survival analysis. In part 1, we discussed the core concepts and traditional methods used in survival analysis. Part 2 explores the novel approaches to predict survival outcomes and evaluate model performance. To facilitate hands-on learning and practical implementation, the R code used in these analyses is provided in the supplementary materials, along with instructions to help readers apply these methods to their data.

A Portable Potentiostat Integrated With A Pt/Zno/Lig Electrode For Non-Enzymatic Glucose Detection, Reagan Aviha, Gymama Slaughter

Center for Bioelectronics Publications

Continuous glucose monitoring is critical for effective diabetes management; however, conventional benchtop potentiostats are bulky, costly, and unsuitable for decentralized point-of-care (PoC) applications. To address these limitations, this work presents a miniaturized, low-cost electrochemical sensing platform integrating a non-enzymatic glucose sensor with a portable potentiostat. The sensing electrode is based on laser-induced graphene modified with zinc oxide and platinum nanostructures via electrodeposition to enable sensitive glucose detection under physiological conditions. A custom-designed portable potentiostat was developed to control electrode potentials and perform electrochemical measurements, and its performance was experimentally validated against a commercial Metrohm system. Glucose detection was evaluated using …

Pt/Zno-Decorated Laser-Induced Graphene For Nonenzymatic Glucose Monitoring Under Physiological Conditions, Reagan Aviha, Gymama Slaughter

Center for Bioelectronics Publications

Diabetes continues to impose significant global health and economic burdens, driving the demand for robust, enzyme-free glucose sensors capable of reliable operation under physiological conditions. Here, we report the development of a high-performance nonenzymatic glucose sensor based on laser-induced graphene (LIG) modified with zinc oxide (ZnO) and platinum (Pt) nanostructures. ZnO was electrodeposited onto LIG with modulation potential and deposition duration systematically optimized. The ZnO/LIG electrodes were characterized electrochemically using potassium ferricyanide and evaluated for glucose oxidation in phosphate-buffered solution. Subsequent electrodeposition of Pt under analogous optimized conditions yielded a ternary Pt/ZnO/LIG architecture with enhanced electrocatalytic activity. Sensor performance was …

Use Of Ultrasound In The Pre-Hospital Setting To Differentiate Acute Dyspnea, Kenith D'Souza, Michael Cabebe, Taryn Hoffman, Martin Wegman, Justin Deaton, Christopher Carney

South Atlantic Division GME Research Days 2026

No abstract provided.

Utility Of Pocus In Expediting Time To Diagnosis In Two Separate Presentations Of Fournier's Gangrene, Arjavon Talebzadeh, Charles Budzyn, Taryn Hoffman, Mark Attlesey

South Atlantic Division GME Research Days 2026

No abstract provided.

A Rare Cause Of Pelvic Pain: Emergency Department Diagnosis Of Hematometra Using Point-Of-Care Ultrasound, Casey Wilson, Lena O'Field, Hannah Chotiner

South Atlantic Division GME Research Days 2026

No abstract provided.

The Role Of Full Femur Imaging For Early Detection Of Incomplete Atypical Femur Fractures, Ashley B. Humrickhouse, Donald Eagerton, Anne G. La Rochelle

South Atlantic Division GME Research Days 2026

No abstract provided.

Case Report: Wellens Syndrome In The Emergency Department, Johnathan Abdool, John Robinson, Daniel Regino

South Atlantic Division GME Research Days 2026

No abstract provided.

Gross Findings With Point-Of-Care Ultrasound In Median Arcuate Ligament Syndrome: A Case Report, Justin Stanziola, Yelena Pecheny, Casey Wilson

South Atlantic Division GME Research Days 2026

No abstract provided.

Improving Inpatient Colonoscopy Bowel Preparation Quality In A Community Hospital Via Split-Dose Polyethylene Glycol Regimen, Brenden Pearce, Yashaswi Koguru, Schuyler Nebeker, Minh Nguyen, Lauren Roper, Kathleen Raynor

South Atlantic Division GME Research Days 2026

No abstract provided.

Ulcer Osteoma: The Role Of Mri In Differentiating Reactive Proliferative Periostitis From Osteomyelitis, Reza Ayoubi, Mathew Dixon

South Atlantic Division GME Research Days 2026

No abstract provided.

Cholecystocolonic Fistula: Ct Diagnosis And Confirmation On Hida Scan, Adam Webb, John T. Belflower, Brian Helmly

South Atlantic Division GME Research Days 2026

No abstract provided.

Hyperechoic Amniotic Fluid In The Setting Of Fetal Bowel Distention And Echogenicity, Abigail Haythorn, Katherine Cuadrado, Anthony Royek

South Atlantic Division GME Research Days 2026

No abstract provided.

Prenatal Detection Of Grade Iv Germinal Matrix-Intraventricular Hemorrhage With White Matter Loss And Corpus Callosum Thinning Confirmed By Fetal Mri, Avery G. Kanemasu, Sara K. Wiggins, Keisha L. Reddick

South Atlantic Division GME Research Days 2026

No abstract provided.