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Childhood Chronic Illness: Assessing Emerging Adults’ Engagement In Social Activities And Predicted Money For Comfort In The Future, Mediated By Money Responsibility And Comparison To Others, Austin B. Mathews Jan 2025

Childhood Chronic Illness: Assessing Emerging Adults’ Engagement In Social Activities And Predicted Money For Comfort In The Future, Mediated By Money Responsibility And Comparison To Others, Austin B. Mathews

Theses and Dissertations--Family Sciences

The purpose of this study is to examine the relationships between emerging adults’ engagement in social activities and their prediction of having money for comfort in the future. Data used was from the Panel Study of Income Dynamics (PSID) with individuals selected having at least one chronic illness that began during childhood. The study tested a series of hypothesis which tested the relationships between engagement in social activities and predicted money for comfort in the future, as well as, money responsibility and comparison to others as mediating variables. Significant associations were found between frequency of engagement in sports and money …


Debt Through The Decade: Exploring Connections Between Debt Type, Psychological Stress, Spending Habits, And Life Satisfaction, Emily Johnson Jan 2025

Debt Through The Decade: Exploring Connections Between Debt Type, Psychological Stress, Spending Habits, And Life Satisfaction, Emily Johnson

Theses and Dissertations--Family Sciences

Average households in the United States holds $101,915 in consumer debt, contributing to the greater total of America’s $17.3 trillion of total consumer debt (Experian, 2024). Accruing some amount of debt is considered normal throughout a financial lifespan, however, many Americans find themselves completely overwhelmed by keeping up with personal debts and increasing costs of necessities due to inflation. (George & Hansen, 2018; Kim et al., 2019). Following the financial crisis in 2020, many individuals felt increasing financial hardship, with many Americans heavily impacted by their debt holdings. The purpose of the present study is to examine the impact of …


The Role Of Nutrition In Managing Honey Bee Viral Pathogen, Caroline Wylie Kane Jan 2025

The Role Of Nutrition In Managing Honey Bee Viral Pathogen, Caroline Wylie Kane

Theses and Dissertations--Entomology

This study evaluated the impact of nutritional supplements on viral infections in honey bee colonies, focusing on Lake Sinai Virus 2 (LSV2), Deformed Wing Virus A (DWVA), and Deformed Wing Virus B (DWVB). I partnered with 32 hobbyist beekeepers across Kentucky, who volunteered 138 colonies for a month-long field study. Half of the colonies received weekly commercial supplements, while the other half served as controls. Viral titers were measured before and after the supplementation period using qPCR. Supplements did not significantly reduce viral titers for any of the three viruses, suggesting that short-term supplementation may not be effective in lowering …


Exportin 1 Is The Central Hub In Antiviral Defensive Mobilization Of Nuclear Factors And The Target Of Counter-Defence By Tombusviruses, Biao Sun Dr. Jan 2025

Exportin 1 Is The Central Hub In Antiviral Defensive Mobilization Of Nuclear Factors And The Target Of Counter-Defence By Tombusviruses, Biao Sun Dr.

Theses and Dissertations--Plant Pathology

Positive-strand RNA viruses, such as coronaviruses and flaviviruses, are obligate parasites whose genomic RNAs function as mRNAs. These viruses infect a wide range of hosts-including plants, animals, and humans-resulting in significant economic losses and posing serious threats to public health. Due to the relatively simple structure of the genome of positive-strand RNA viruses, many host factors and physiological processes are co-opted to support virus infection and replication. In our previous studies, we identified numerous host factors and associated physiological processes involved in the replication of tombusviruses, a cytosolic-replicating model that includes tomato bushy stunt virus (TBSV) and carnation Italian ringspot …


Gene Expression In Relation To Bone Fractures In Throughbred Racehorses, Anna M. Rauber-Ramos Jan 2025

Gene Expression In Relation To Bone Fractures In Throughbred Racehorses, Anna M. Rauber-Ramos

Theses and Dissertations--Veterinary Science

Evidence that fractures in Thoroughbred racehorses are outcomes of chronic bone microdamage has led to extensive research into identifying horses at increased risk of fracture. This includes the use of biomarkers and messenger RNA (mRNA) as a measure of bone turnover. Previous research has found expression differences in horses with fractures compared to controls. Utilizing pre-race whole blood samples collected over an 18-month period from Thoroughbred racehorses in Southern California, RNA-sequencing was conducted on horses with bone fractures and race-matched controls to identify differences in gene expression. Focusing on third metacarpal (MC3) and proximal sesamoid bone (PSB) fractures, differentially expressed …


Engineering Novel Biomimetic Models Of Equine Host-Microbe Interactions, Lynn M. Leedhanachoke Jan 2025

Engineering Novel Biomimetic Models Of Equine Host-Microbe Interactions, Lynn M. Leedhanachoke

Theses and Dissertations--Veterinary Science

One major limitation to the study of equine disease is the lack of in vitro models that accurately reflect the dynamic physiology of the horse. Thus, there is a pressing need to develop in vitro systems that recapitulate diverse equine tissue and organ microenvironments. To overcome this deficiency, we developed multiple biomimetic equine organoid systems that can be employed for a variety of investigations aimed at resolving outstanding questions in infectious disease pathogenesis, therapeutic development and drug metabolism, host defense mechanisms, immune-modulated disease, and equine developmental biology. Our innovative platform incorporates novel equine intestinal enteroid and airway organoid models derived …


Avian Response To Legacy Coal Mine Reforestation In The Cumberland Plateau, Kentucky, Madoline J. Varias Jan 2025

Avian Response To Legacy Coal Mine Reforestation In The Cumberland Plateau, Kentucky, Madoline J. Varias

Theses and Dissertations--Forestry and Natural Resources

Surface coal mining and reclamation processes alter the ecological characteristics of landscapes, which affects the presence and distribution of native wildlife. The Forestry Reclamation Approach (FRA) is a coal mine reclamation method that aims to establish native forests on surface mines and has been widely implemented across the Central Appalachian region. Avian response the FRA, in particular, is unknown in Kentucky and limited throughout Appalachia. Thus, the goal of this project was to assess the effects of the FRA on avian community occupancy, species richness, and abundance in the Cumberland Plateau of Kentucky. Point count surveys were conducted across three …


Predicting Patterns Of Species Presence In Eastern Kentucky Using Fine- And Broad-Scale Site-Species Relationships, Kyra L. Shrout Jan 2025

Predicting Patterns Of Species Presence In Eastern Kentucky Using Fine- And Broad-Scale Site-Species Relationships, Kyra L. Shrout

Theses and Dissertations--Forestry and Natural Resources

Understanding site-species relationships is integral to effective forest management, as landscape factors influence both the presence of mature trees and the regeneration of future trees. This study examined the influence of topographic, soil, and canopy variables on species presence at both fine (i.e., stand-level) and broad (i.e., forest-wide) scales within Robinson Forest, Kentucky. At the fine-scale, using vegetation data from permanent sampling plots, LiDAR-derived topographic data, and historical soils data, the relationships between the species of interest and the landscape variables within a single watershed were analyzed using conditional inference tree (CTree) models. Elevation and slope aspect were the most …


Does Participation In An Innovative Livestock Exhibition Program Foster The Development Of Grit In Youth Across Rural, Micro, And Metropolitan Communities?, Reba V. Prather Jan 2025

Does Participation In An Innovative Livestock Exhibition Program Foster The Development Of Grit In Youth Across Rural, Micro, And Metropolitan Communities?, Reba V. Prather

Theses and Dissertations--Community & Leadership Development

This research examined whether livestock exhibition could be used to foster grit in youth across rural, micropolitan, and metropolitan communities. More specifically, the researcher sought to evaluate the impact an innovative livestock exhibition program had on youth resilience. Through partnerships with 4-H clubs and agricultural organizations, the initiative encourages community-driven involvement, allowing youth to take ownership of their growth and development. The program utilized agricultural animal husbandry experiences as a mechanism for youth development, exploring the broader impact of livestock engagement on character-building. By assessing the outcomes of these experiences, the research highlights the trials and tribulations associated with fostering …


Researching Dementia Indicators Among Rural Populations, Justin S. Yount Jan 2025

Researching Dementia Indicators Among Rural Populations, Justin S. Yount

Theses and Dissertations--Community & Leadership Development

The study explored potential dementia indicators and risk factors among older adults residing in rural areas who are actively engaged in farming operations. Data was collected in three components a questionnaire, an audiogram test, and a memory impairment screening. 104 people responded to the questionnaire, 133 participants took the audiogram test, and 94 participated in the memory impairment screening. The findings revealed that 80.9% of participants showed no sign of cognitive impairment while 19.1% showed signs of possible impairment. Participants reported moderate levels of physical and social activity, but common risk factors such as elevated BMI, diabetes, hearing loss, and …


Exploring Belongingness, Loneliness, And Distinctiveness On A College Of Agriculture Campus, Sophia Jaramillo-Vasconez Jan 2025

Exploring Belongingness, Loneliness, And Distinctiveness On A College Of Agriculture Campus, Sophia Jaramillo-Vasconez

Theses and Dissertations--Community & Leadership Development

The purpose of this study was to explore how sense of belonging, loneliness, and distinctiveness affect students in the Martin-Gatton College of Agriculture, Food and Environment (M-G CAFE). By examining the intersection of student demographics and their experiences, this research aimed to provide a deeper understanding of the dynamics that shape students’ agricultural experiences at the postsecondary level. This study investigates the relationship between student characteristics and their reported levels of belonging and loneliness, and how these factors influence perceptions of their representation and distinctiveness within the M-G CAFE program. An explanatory sequential mixed methods design was employed, beginning with …


Influence Of Agrochemical Mixtures On Nitrogen Transformations In Floating Treatment Wetlands, Matthew Russell Jan 2025

Influence Of Agrochemical Mixtures On Nitrogen Transformations In Floating Treatment Wetlands, Matthew Russell

Theses and Dissertations--Biosystems and Agricultural Engineering

Controlling losses of nitrate-N from agricultural fields to ground and surface water environments is one of the most pressing water resources problems today. Increasing levels of nitrate-N pollution in surface and groundwater is a critical threat to human and environmental health across the globe. To mediate nitrate-N losses, natural and constructed wetlands have been increasingly used as nutrient mitigation technologies and strategies. The use of wetlands as a treatment approach for nitrogen in runoff is a common practice in agroecosystems, however, nitrate-N is not the sole constituent present in agricultural runoff, and other biologically active contaminants have the potential to …


Nanopesticide Fate And Transport In Agroecosystems: A Field Study, John C. Stickney Jan 2025

Nanopesticide Fate And Transport In Agroecosystems: A Field Study, John C. Stickney

Theses and Dissertations--Biosystems and Agricultural Engineering

Nanopesticides are an emerging class of pesticides associated with engineered nanoparticles that provide agricultural and environmental benefits. However, nanopesticide fate, transport, and persistence remain poorly understood. As do their potential impacts on the health of agroecosystems and influence on nutrient release. Therefore, this project investigated the fate, transport, and persistence of two widely available nanopesticides, an insecticide, nano-imidacloprid, and a fungicide, nano-copper hydroxide. The fate and transport in runoff water and soils of these nanopesticides, as well as their impacts on nutrients retention, were assessed through a field plot study over 2 growing seasons. Runoff from rainfall events and soil …


Safety Monitoring & Intelligent Power Distribution Systems For Compact Agricultural Equipment, Mason O. Bradley Jan 2025

Safety Monitoring & Intelligent Power Distribution Systems For Compact Agricultural Equipment, Mason O. Bradley

Theses and Dissertations--Biosystems and Agricultural Engineering

The agricultural industry continues to be one of the most dangerous career fields in the United States of America with compact agricultural equipment being a common source for casualties in the industry. The primary focus of this work is to develop new technology that improves operational safety of compact agricultural equipment through the use of low-cost embedded electronics. This work presents the design of three systems in alignment with this goal.

The first system aims to integrate electrical intelligence and passive safety monitoring into the power distribution system of a small piece of agricultural equipment. The system known as the …


Development Of Non-Destructive Methods For The Detection And Quantification Of Gluten Sources In Foods, Adewale Abiola Oloyede Jan 2025

Development Of Non-Destructive Methods For The Detection And Quantification Of Gluten Sources In Foods, Adewale Abiola Oloyede

Theses and Dissertations--Biosystems and Agricultural Engineering

Cross-contamination of food with gluten-rich grains such as wheat, barley, and rye remains a significant challenge in gluten-free food production, posing health risks to individuals with gluten-related disorders. Traditional detection methods are often time-consuming and labor-intensive, highlighting the need for rapid and reliable alternatives. This study investigates the use of hyperspectral imaging (HSI) combined with machine learning (ML) and deep learning (DL) techniques for the detection and quantification of gluten contamination in grain-based foods through three main approaches: (i) classification of gluten source contaminants in gluten-free flour, (ii) quantification of gluten content from wheat, rye, and barley flours, and …


Utilitzing A Nurse Triage Model To Decrease The Administrative Burden Of Emr Messaging, Pamela B. Schneider Jan 2025

Utilitzing A Nurse Triage Model To Decrease The Administrative Burden Of Emr Messaging, Pamela B. Schneider

DNP Projects

Abstract

Background: The volume of Electronic Medical Records (EMR) messages from patients to providers continues to rise, yet clinic workflows have not been adequately restructured to accommodate. Increased EMR, especially the inbasket, is associated with provider burnout and decreased job satisfaction, contributing to provider turnover.

Purpose: To improve the triage and distribution of the EMR messaging workload

Method: A Nurse Triage Flowchart was implemented in the Gastroenterology Clinic at the University of Kentucky to help RNs/MAs triage patient messages for improved workflow. Surveys were completed by RNs/MAs and providers before and three months post-implementation. Data from EPIC over six …


“What We Say Matters”: Reducing Drug Use Stigmatization By Healthcare Professionals Through A Narrative-Based Awareness Campaign, Adam M. Traugott Jan 2025

“What We Say Matters”: Reducing Drug Use Stigmatization By Healthcare Professionals Through A Narrative-Based Awareness Campaign, Adam M. Traugott

DNP Projects

Background: Stigma towards substance use has been identified as a contributor to poor care and health outcomes amongst people who use drugs (PWUD), a vulnerable population. Healthcare worker stigma negatively affects the outcomes of individual patients and may have greater public health implications. Methods of addressing drug-use stigma have previously been implemented in a variety of clinical settings. Presenting the lived experience of PWUD to healthcare workers via emotionally compelling narratives has been found to be an effective means of stigma reduction.

Purpose: This study utilized two psychometrically validated tools to measure (1) the baseline prevalence of drug use stigma …


Impact Of Obesity On The Gut Microbiome And Inflammatory Markers During Siv Infection And Antiretroviral Therapy, Casey M. Mcguire, Isaac R. Cinco, Diana Takahashi, Kristin A. Sauter, Melissa Kirigiti, Ilhem Messaoudi, Jonah B. Sacha, Charles T. Roberts, Paul Kievit Jan 2025

Impact Of Obesity On The Gut Microbiome And Inflammatory Markers During Siv Infection And Antiretroviral Therapy, Casey M. Mcguire, Isaac R. Cinco, Diana Takahashi, Kristin A. Sauter, Melissa Kirigiti, Ilhem Messaoudi, Jonah B. Sacha, Charles T. Roberts, Paul Kievit

Microbiology, Immunology, and Molecular Genetics Faculty Publications

Dysbiosis and impaired gut barrier integrity contribute to chronic immune activation associated with both obesity and HIV infection. Given the increased incidence of obesity in people living with HIV, we explored the impact of obesity on the gut microbiome and microbial translocation (MT) biomarkers during HIV infection and antiretroviral therapy (ART). Lean and obese rhesus macaques were infected with simian immunodeficiency virus (SIV) and subsequently treated with ART. Obese animals exhibited higher initial MT and inflammation biomarkers that remained constant throughout the study, while lean animals exhibited significant increases in these biomarkers that approached levels observed in obese animals. Lean …


Evaluating A Public Health Program Using The Cdc Framework: A Case Study Approach, Brooke A. Poe Jan 2025

Evaluating A Public Health Program Using The Cdc Framework: A Case Study Approach, Brooke A. Poe

Theses and Dissertations--Public Health (M.P.H. & Dr.P.H.)

In Bourbon County, Kentucky, where rural health challenges and chronic disease burdens persist, a coalition of public health partners set out to improve population-level physical activity through an innovative, community-centered initiative. The Bourbon County Physical Activity Program emerged through collaboration between the Bourbon County Health Department, the University of Kentucky College of Public Health, and UK HealthCare. Together, these partners designed a six-month intervention that combined discounted YMCA memberships, partnerships with employers, a physical activity tracking app with behavioral incentives, and community-wide events to promote accessible and sustained engagement.

Guided by the CDC’s framework for program evaluation in public health, …


Impact Of Bourbon Continuous Column Operations On Ethyl Carbamate Levels, Brad J. Berron, Jon Brown, Jason Gambrell, Travis Cantrell, Meghan Mcintosh, Sarah A. Wilson, Jarrad Gollihue, Harmonie M. Bettenhausen Jan 2025

Impact Of Bourbon Continuous Column Operations On Ethyl Carbamate Levels, Brad J. Berron, Jon Brown, Jason Gambrell, Travis Cantrell, Meghan Mcintosh, Sarah A. Wilson, Jarrad Gollihue, Harmonie M. Bettenhausen

James B. Beam Institute for Kentucky Spirits Faculty Publications

European and Canadian regulators enforce strict limits on the ethyl carbamate content of alcoholic beverages. North American distillers’ malt have high glycosidic nitrile levels which amplify the ethyl carbamate level of whiskey. Guidelines are required to produce low ethyl carbamate whiskey from North American distillers’ malts. This work challenges several strategies for reducing ethyl carbamate levels in bourbon and American whiskey products. New make spirit was produced using a bourbon mash bill on a continuous beer still with doubler. The low wines alcohol content and beer feed tray were systematically varied while the caustic cleaning schedules were monitored to generate …


Influence Of Perceived Health Provider Communication, Diabetes Duration And Age At Diagnosis With Confidence In Diabetes Self-Care, Courtney L. Ortz, Meredith S. Duncan, Oluwatosin Leshi, William B. Burrows, Brittany L. Smalls Jan 2025

Influence Of Perceived Health Provider Communication, Diabetes Duration And Age At Diagnosis With Confidence In Diabetes Self-Care, Courtney L. Ortz, Meredith S. Duncan, Oluwatosin Leshi, William B. Burrows, Brittany L. Smalls

Family and Community Medicine Faculty Publications

Introduction: Several factors influence individuals’ confidence to perform diabetes-related self-care activities, including perceived patient-provider communication, diabetes duration and age at diagnosis. It has been well-documented that patient-provider communication is essential when managing chronic diseases such as diabetes; however, the impact of this communication with diabetes duration and age at diabetes diagnosis on confidence in performing self-care behaviors is obscure.

Research design and methods: We utilized data from the 2021 Household Component of the Medical Expenditure Survey among participants 18 years or older who had completed the Diabetes Care Survey. Ordinal logistic regression models were utilized to assess the association between …


Alterations In Whole Muscle Quality And Physiological Cross-Sectional Area Measured With Quantitative Mri Following Acl Injury, Meredith K. Owen, Lauren Richardson, Darren L. Johnson, Moriel H. Vandsburger, Thorsten Feiweier, Katherine L. Thompson, Christopher S. Fry, Peter A. Hardy, Brian W. Noehren Jan 2025

Alterations In Whole Muscle Quality And Physiological Cross-Sectional Area Measured With Quantitative Mri Following Acl Injury, Meredith K. Owen, Lauren Richardson, Darren L. Johnson, Moriel H. Vandsburger, Thorsten Feiweier, Katherine L. Thompson, Christopher S. Fry, Peter A. Hardy, Brian W. Noehren

Physical Therapy Faculty Publications

Background: Emerging evidence suggests that there are morphological and physiological changes to the vastus lateralis after an anterior cruciate ligament (ACL) tear. However, it is unclear whether these alterations are limited to just the vastus lateralis or are more representative of widespread changes across the thigh musculature and/or if these changes precede reconstruction. The purpose of this study was to determine T1ρ relaxation time, a measure of extracellular matrix organization in muscle, and physiological cross-sectional area (PCSA) for muscles of the quadriceps and hamstrings of the ACL-deficient and contralateral limbs soon after ACL injury.

Methods: T1ρ and diffusion …


Effects Of An Active Ankle Exoskeleton On The Walking Biomechanics Of Healthy Men, Sridevi Nagaraja, Jose E. Rubio, Junfei Tong, Aravind Sundaramurthy, Anup Pant, Meredith K. Owen, Michael A. Samaan, Brian W. Noehren, Jaques Reifman Jan 2025

Effects Of An Active Ankle Exoskeleton On The Walking Biomechanics Of Healthy Men, Sridevi Nagaraja, Jose E. Rubio, Junfei Tong, Aravind Sundaramurthy, Anup Pant, Meredith K. Owen, Michael A. Samaan, Brian W. Noehren, Jaques Reifman

Physical Therapy Faculty Publications

Active lower-body exoskeleton devices can decrease the energy requirement of the human body by providing mechanical assistance to lower-body muscles. However, they also alter gait kinematics and kinetics, and it is not well understood whether such alterations are detrimental or beneficial to the human body. In this pilot study, we investigated the impact of walking with an ankle exoskeleton device on the biomechanics of men while carrying a heavy load. We collected computed tomography images and motion-capture data for five young, healthy men who walked 5 km (∼60 min) with a 22.7-kg load, with and without an active ankle exoskeleton …


Patterns Of Inpatient Antibiotic Utilization By Race And Ethnicity At Us Children’S Hospitals, Bethany A. Wattles, Jeffrey I. Campbell, Theresa Kluthe, Yana B. Feygin, Kahir Jawad, Michelle D. Stevenson, Deborah Winders Davis, Jennifer Porter, V. Faye Jones, Matt Hall, Michael J. Smith Jan 2025

Patterns Of Inpatient Antibiotic Utilization By Race And Ethnicity At Us Children’S Hospitals, Bethany A. Wattles, Jeffrey I. Campbell, Theresa Kluthe, Yana B. Feygin, Kahir Jawad, Michelle D. Stevenson, Deborah Winders Davis, Jennifer Porter, V. Faye Jones, Matt Hall, Michael J. Smith

Biostatistics Faculty Publications

Background and Objectives: Racial and ethnic variations in antibiotic utilization are well-reported in outpatient settings but little is known about inpatient settings. Our objective was to describe national inpatient antibiotic utilization among children by race and ethnicity. Methods: This study included hospital visit data from the Pediatric Health Information System between 01/01/2022 and 12/31/2022 for patients <20 years. Primary outcomes were the percentage of hospitalization encounters that received an antibiotic and antibiotic days of therapy (DOT) per 1000 patient days. Mixed-effect regression models were used to determine the association of race-ethnicity with outcomes, adjusting for covariates. Results: There were 846,530 hospitalizations. 45.2% of children were Non-Hispanic (NH) White, 27.1% were Hispanic, 19.2% were NH Black, 4.5% were NH Other, 3.5% were NH Asian, 0.3% were NH Native Hawaiian/Other Pacific Islander (NHPI) and 0.2% were NH American Indian. Adjusting for covariates, NH Black children had lower odds of receiving antibiotics compared to NH White children (aOR 0.96, 95%CI 0.94–0.97), while NH NHPI had higher odds of receiving antibiotics (aOR 1.16, 95%CI 1.05–1.29). Children who were Hispanic, NH Asian, NH American Indian, and children who were NH Other received antibiotic DOT compared to NH White children, while NH NHPI children received more antibiotic DOT. Conclusions: Antibiotic utilization in children’s hospitals differs by race and ethnicity. Hospitals should assess policies and practices that may contribute to disparities in treatment; antibiotic stewardship programs may play an important role in promoting inpatient pharmacoequity. Additional research is needed to examine individual diagnoses, clinical outcomes, and drivers of variation.


A Demographic Description Of Children And Adolescents With Concomitant Autism And Anxiety Along With A Comparison Of Receipt Of Psychological Services, Elizabeth Salt, Amanda T. Wiggins, David N. Toupin, Emma Parks, Chizimuzo Okoli, Mary Kay Rayens Jan 2025

A Demographic Description Of Children And Adolescents With Concomitant Autism And Anxiety Along With A Comparison Of Receipt Of Psychological Services, Elizabeth Salt, Amanda T. Wiggins, David N. Toupin, Emma Parks, Chizimuzo Okoli, Mary Kay Rayens

Biostatistics Faculty Publications

Objective:(1) Evaluate differences in demographic distributions between those with autism alone and those with autism concomitant with anxiety and (2) assess demographic factors associated with receipt of psychological therapy in patients with autism.Methods:Using deidentified health care claims data, we extracted all encounters among children with the International Classification of Diseases-10-CM for Autism Spectrum Disorder (F84) and flagged those with concomitant anxiety (F41.9). Extracted data included age, sex, race, ethnicity, insurance status, and Rural-Urban Continuum Codes. Current procedural terminology codes for psychological services were extracted. Data were analyzed using Mann-Whitney U tests, χ2 tests of association, and logistic regression.Results:Demographic differences …


Leveraging Machine Learning Models To Explore Disparities In Prostate Cancer Diagnosis, Treatment, And Survival, Reuben Adatorwovor, Rasaq Oladapo, Parisa Ghasemi, Gaurav Kumar, Daniel J. Morton, Motolani E. Ogunsanya, Olufunmilola Abraham Jan 2025

Leveraging Machine Learning Models To Explore Disparities In Prostate Cancer Diagnosis, Treatment, And Survival, Reuben Adatorwovor, Rasaq Oladapo, Parisa Ghasemi, Gaurav Kumar, Daniel J. Morton, Motolani E. Ogunsanya, Olufunmilola Abraham

Biostatistics Faculty Publications

Introduction: Prostate cancer (CaP) is the second most common cancer in men globally and a leading cause of cancer-related mortality, particularly among older men. In the United States, disparities in incidence, stage at diagnosis, and outcomes persist across racial, socioeconomic, and geographic lines. Men in medically underserved regions like Appalachia experience higher mortality due to limited access to timely screening and treatment. Given the complex interplay of clinical, behavioral, and sociodemographic factors, machine learning (ML) offers promise in identifying survival predictors that traditional models may overlook. This study applies ML models to assess the impact of age at diagnosis, treatment …


Outcomes Of A Pilot Randomized Clinical Trial Testing Brief Interventions To Increase Hiv Pre-Exposure Prophylaxis Uptake Among Rural People Who Inject Drugs Attending Syringe Services Programs, Hilary L. Surratt, Sarah Brown, Abby L. Burton, Will Cranford, Laura C. Fanucchi, Christie Green, Stephanie M. Mersch, Rebecca Rains, Philip M. Westgate Jan 2025

Outcomes Of A Pilot Randomized Clinical Trial Testing Brief Interventions To Increase Hiv Pre-Exposure Prophylaxis Uptake Among Rural People Who Inject Drugs Attending Syringe Services Programs, Hilary L. Surratt, Sarah Brown, Abby L. Burton, Will Cranford, Laura C. Fanucchi, Christie Green, Stephanie M. Mersch, Rebecca Rains, Philip M. Westgate

Biostatistics Faculty Publications

Background: Kentucky is one of seven states with high, sustained rural HIV transmission tied to injection drug use. Expanding access to pre-exposure prophylaxis (PrEP) has been endorsed as a key HIV prevention strategy; however, uptake among people who inject drugs (PWID) has been negligible in rural areas. Syringe services programs (SSPs) have been implemented throughout Kentucky’s Appalachian region, providing an important opportunity to integrate PrEP services. Objectives: The primary objective was to examine preliminary efficacy and effect sizes of the study interventions on PrEP initiation among HIV-negative PWID. Design: Parallel group randomized controlled trial. Methods: Eighty participants were enrolled from …


Clinical Criteria For Limbic-Predominant Age-Related Tdp-43 Encephalopathy, David A. Wolk, Peter T. Nelson, Liana Apostolova, Konstantinos Arfanakis, Patricia A. Boyle, Cynthia M. Carlsson, Nick Corriveau-Lecavalier, Penny Dacks, Bradford C. Dickerson, Kimiko Domoto-Reilly, Brittany N. Dugger, Rebecca Edelmayer, David W. Fardo, Michel J. Grothe, Timothy J. Hohman, David J. Irwin, Gregory A. Jicha, David T. Jones, Claudia H. Kawas, Edward B. Lee, Karen Lincoln, Gladys E. Maestre, Elizabeth C. Mormino, Chiadi U. Onyike, Ronald C. Petersen, Gil D. Rabinovici, Rosa Rademakers, Rema Raman Jan 2025

Clinical Criteria For Limbic-Predominant Age-Related Tdp-43 Encephalopathy, David A. Wolk, Peter T. Nelson, Liana Apostolova, Konstantinos Arfanakis, Patricia A. Boyle, Cynthia M. Carlsson, Nick Corriveau-Lecavalier, Penny Dacks, Bradford C. Dickerson, Kimiko Domoto-Reilly, Brittany N. Dugger, Rebecca Edelmayer, David W. Fardo, Michel J. Grothe, Timothy J. Hohman, David J. Irwin, Gregory A. Jicha, David T. Jones, Claudia H. Kawas, Edward B. Lee, Karen Lincoln, Gladys E. Maestre, Elizabeth C. Mormino, Chiadi U. Onyike, Ronald C. Petersen, Gil D. Rabinovici, Rosa Rademakers, Rema Raman

Biostatistics Faculty Publications

Limbic predominant age-related TDP-43 encephalopathy neuropathologic change (LATE-NC) is highly prevalent in late life and a common co-pathology with Alzheimer's disease neuropathologic change (ADNC). LATE-NC is a slowly progressive, amnestic clinical syndrome. Alternatively, when present with ADNC, LATE-NC is associated with a more rapid course. With the emergence of anti-amyloid therapeutics, discrimination of LATE-NC from ADNC is critical and will lead to greater clinical recognition of amnestic patients without ADNC. Furthermore, co-pathology with LATE-NC may influence outcomes of these therapeutics. Thus there is a need to identify patients during life with likely LATE-NC. We propose criteria for clinical diagnosis of …


Code Status Discussions, Hunter Bechtold, Reagan T. Smith, Peter Wallenhorst, Kaylee Gouge, Sarah Schaefer, Kelsey Karnik, Kristen Mcquerry, Kristen E. Fletcher Jan 2025

Code Status Discussions, Hunter Bechtold, Reagan T. Smith, Peter Wallenhorst, Kaylee Gouge, Sarah Schaefer, Kelsey Karnik, Kristen Mcquerry, Kristen E. Fletcher

Biostatistics Faculty Publications

Introduction: Residents frequently conduct code status discussions (CSDs) with patients, but many report not receiving formal training in this skill. While institutions have attempted to address this, there remains a need for a curriculum that uses standardized patients (SPs), is generalizable to students interested in different medical specialties, and has been tested on a large sample of students. Methods: We trained 192 fourth-year medical students across four different campuses in how to conduct CSDs during one 2-hour workshop as part of their Transition to Residency course in April 2024. Students worked with SPs as part of this workshop. Students at …


How Patient, Infection, And Cysticercus Characteristics Impact The Evolution Of Taenia Solium Larva In The Human Brain, Hongbin Zhang, Meghana G. Shamsunder, Pryanka Bawa, Arturo Carpio, W. Allen Hauser, Karina Quinde-Herrera, Alex Jaramillo, Elizabeth A. Kelvin Jan 2025

How Patient, Infection, And Cysticercus Characteristics Impact The Evolution Of Taenia Solium Larva In The Human Brain, Hongbin Zhang, Meghana G. Shamsunder, Pryanka Bawa, Arturo Carpio, W. Allen Hauser, Karina Quinde-Herrera, Alex Jaramillo, Elizabeth A. Kelvin

Biostatistics Faculty Publications

Neurocysticercosis is a poorly understood infection of the central nervous system with Taenia solium larva and treatment often fails to kill all the parasitic larva. Most research on this infection has used patient-level data, looking at summaries of the encysted parasitic cysticercus burden. Cyst-level analysis is needed to identify factors that impact individual cyst trajectories and how that may vary based on characteristics of the patient, infection, and cyst being followed. We disaggregated data on 221 cysts from 117 patients who participated in a trial evaluating the impact of albendazole treatment to identify factors that impact cyst evolution over time …