Public Health Commons^™

Weighted Mean Difference Statistics For Paired Data In The Presence Of Missing Values, Yuntong Li, Brent J. Shelton, William St Clair, Heidi L. Weiss, John L. Villano, Arnold Stromberg, Chi Wang, Li Chen

Markey Cancer Center Faculty Publications

Missing data is a common issue in many biomedical studies. Under a paired design, some subjects may have missing values in either one or both of the conditions due to loss of follow-up, insufficient biological samples, etc. Such partially paired data complicate statistical comparison of the distribution of the variable of interest between the two conditions. In this article, we propose a general class of test statistics based on the difference in weighted sample means without imposing any distributional or model assumption. An optimal weight is derived from this class of tests. Simulation studies show that our proposed test with …

A Mini-Review Of What Matters In The Management Of Nas, Is Esc The Best Care?, Enrique Gomez Pomar

Pediatrics Faculty Publications

As the use of opioids and polysubstance by pregnant women has increased over the years, there has also been a sharp increase in cases of neonatal abstinence syndrome (NAS). Classically, infants affected by NAS have been cared for in neonatal intensive care units resulting in an increase of healthcare expenditure and resource utilization as well as separation from the families. Consequently, the Eat, Sleep, and Console (ESC) tool was developed and promoted as a novel method that focuses on maternal/infant dyad during hospital stay while decreasing the use of pharmacological interventions and therefore decreasing the length of stay and healthcare …

Maternal Occupational Exposure To Selected Organic And Chlorinated Solvents And Delivery Of Small-For-Gestational Age Or Preterm Infants, Kristen W. Van Buren, Carissa M. Rocheleau, I‐Chen Chen, Tania A. Desrosiers, Wayne T. Sanderson, Maria D. Politis, Elizabeth C. Ailes, The National Birth Defects Prevention Study

UK CARES Faculty Publications

Background: Potential reproductive effects of organic solvent exposure during pregnancy remain unclear. We investigated the association between maternal occupational exposure during pregnancy to six chlorinated solvents, three aromatic solvents, and Stoddard solvent, and delivery of preterm infants or those born small‐ for‐gestational age (SGA).

Methods: In this case–control study of SGA and preterm birth (PTB) nested within the National Birth Defects Prevention Study (NBDPS) from 1997 to 2011, we analyzed data from 7504 singleton live births without major birth defects and their mothers. Self‐reported information on jobs held in the periconceptional period was assessed for solvent exposure. Unconditional logistic regression …

A Comparative Effectiveness Study On Opioid Use Disorder Prediction Using Artificial Intelligence And Existing Risk Models, Sajjad Fouladvand, Jeffery Talbert, Linda Phyliss Dwoskin, Heather M. Bush, Amy L. Meadows, Lars E. Peterson, Yash R. Mishra, Steven K. Roggenkamp, Fei Wang, Ramakanth Kavuluru, Jin Chen

Markey Cancer Center Faculty Publications

Opioid use disorder (OUD) is a leading cause of death in the United States placing a tremendous burden on patients, their families, and health care systems. Artificial intelligence (AI) can be harnessed with available healthcare data to produce automated OUD prediction tools. In this retrospective study, we developed AI based models for OUD prediction and showed that AI can predict OUD more effectively than existing clinical tools including the unweighted opioid risk tool (ORT). Data include 474,208 patients’ data over 10 years; 269,748 were females with an average age of 56.78 years. Cases are prescription opioid users with at least …

Lung And Colorectal Cancer Disparities In Appalachian Kentucky: Spatial Analysis On The Influence Of Education And Literacy, Nicole Robertson Mph, Todd Burus, Lauren Hudson, Pamela C. Hull, Lee Park, Nathan L. Vanderford

Markey Cancer Center Faculty Publications

Low educational attainment and high cancer incidence and mortality rates have long been a challenge in Appalachian Kentucky. Prior studies have reported disparities in cancer incidence and mortality between Appalachian and non-Appalachian populations, but the influence of education on this disparity has not been extensively studied. Herein, all cancers and two cancer sites with available screenings (colorectal and lung) were joined with education indicators (educational attainment and literacy) and one geographic indicator across all 120 Kentucky counties. This dataset was used to build choropleth maps and perform simple linear and spatial regression to assess statistical significance and to measure the …

Diabetes Prevalence And Monitoring In Nonmetropolitan And Metropolitan Areas Within A Commercially Insured U.S. Population, Lindsey R. Hammerslag, Jeffery Talbert

Rural & Underserved Health Research Center Publications

Overview of Key Findings

• Enrollees living in nonmetropolitan areas had 22% higher likelihood of having diabetes, even after controlling for factors like age and region.
• The prevalence of diabetes in 2019-2020 was 7.9% in nonmetropolitan areas and 6.2% in metropolitan areas.
• Annual hemoglobin A1c (HbA1c) testing occurred for 85.1% of nonmetropolitan and 85.7% of metropolitan enrollees with diabetes. After controlling for other factors, we found significantly lower testing for those in nonmetropolitan areas.
• For diabetic enrollees, having an HbA1c test in 2019 was associated with an 8% decrease in the likelihood of non-cardiovascular complications related to diabetes and a 6% …

A Case For Accelerating Standards To Achieve The Fair Principles Of Environmental Health Research Experimental Data, Rance Nault, Matthew C. Cave, Gabriele Ludewig, Hunter N. B. Moseley, Kelly G. Pennell, Tim Zacharewski

Markey Cancer Center Faculty Publications

BACKGROUND: Funding agencies, publishers, and other stakeholders are pushing environmental health science investigators to improve data sharing; to promote the findable, accessible, interoperable, and reusable (FAIR) principles; and to increase the rigor and reproducibility of the data collected. Accomplishing these goals will require significant cultural shifts surrounding data management and strategies to develop robust and reliable resources that bridge the technical challenges and gaps in expertise.

OBJECTIVE : In this commentary, we examine the current state of managing data and metadata—referred to collectively as (meta)data—in the experimental environmental health sciences. We introduce new tools and resources based on in vivo …

Artificial Intelligence In Continuous Kidney Replacement Therapy, Lucas J. Liu, Tomonori Takeuchi, Jin Chen, Javier A. Neyra

Markey Cancer Center Faculty Publications

Over the past decade, artificial intelligence (AI) through machine learning (ML) has been increasingly used in health care applications. The use of AI/ML to enhance the provision of continuous kidney replacement therapy (CKRT) is an area of active investigation because of the growing clinical needs of critically ill patients and the abundance of multimodal data from the electronic health records (EHRs) and the CKRT machine itself. Importantly, best clinical practices of CKRT have not been sufficiently standardized, so there is considerable heterogeneity in utilization and deliverables. In this context, AI/ML-based tools could facilitate informed decisions to enhance CKRT goal-oriented deliver- …

Reviewer Acknowledgments, Randy Wykoff Md, Mph & Tm, Rachel E. Dixon Mphil

Journal of Appalachian Health

As we reach our fifth year, we are particularly thankful for the contributions of our peer reviewers. The knowledge, expertise, and guidance offered by the people listed below have ensured that we can continue to share timely research to effect health and well-being across Appalachia.

Review Of: Appalachian Health: Culture, Challenges, And Capacity, Danielle M. Davidov

Journal of Appalachian Health

The Journal of Appalachian Health is committed to reviewing published media that relates to contemporary concepts affecting the health of Appalachia. This is a review of the text Appalachian Health: Culture, Challenges, and Capacity. This book is an ideal starting point for anyone interested in Appalachian history, public health, and health disparities research.

Piloting An Oral History Approach To Investigate Cancer Perspectives Among Residents Of Appalachian Kentucky, Courtney Martin, Lauren Hudson, Nathan L. Vanderford

Journal of Appalachian Health

Introduction: Kentucky ranks first in the U.S. in overall cancer incidence and mortality rates. Areas of the state that fall within the Appalachian Region, along Kentucky’s eastern border, experience disproportionately high rates of cancer compared to non-Appalachian counties.

Purpose: This pilot study investigates whether oral history interviews can be used to understand perspectives on cancer among residents of Appalachian Kentucky.

Methods: In 2020, participants (n = 5) who identified as being from and/or having strong connections to Appalachian Kentucky were recruited to participate in this pilot study. Participants included individuals working in cancer-related fields, oncology professionals, and those with personal …

A Better Life: Factors That Help And Hinder Entry And Retention In Mat From The Perspective Of People In Recovery, Adam D. Baus, Martha Carter, Jennifer Boyd, Erin Mcmullen, Trey Bennett, Alexandra Persily, Danielle M. Davidov, Christa Lilly

Journal of Appalachian Health

Introduction: Opioid addiction and opioid-related overdoses and deaths are serious public health problems nationally and in West Virginia, in particular. Medication-assisted treatment (MAT) is an effective yet underutilized treatment for opioid use disorder (OUD).

Purpose: Research examining factors that help individuals succeed in MAT has been conducted from provider and program perspectives, but little research has been conducted from the perspective of those in recovery.

Methods: This study, co-developed with individuals in recovery, took place in West Virginia-based MAT programs using an exploratory sequential mixed methods approach. The survey was open February through August 2021. Data were analyzed late 2021 …

Prevalence And Factors Of Self-Medication With Antibiotics In Claiborne County, Tennessee, Kimberly A. Carney, Lauren Wisnieski, Tristan Lackey, Donald Noah

Journal of Appalachian Health

Introduction: Antimicrobial resistance (AMR) is a serious concern to public health, causing an estimated 35,000 deaths annually in the U.S. Misuse of antimicrobials increases the rate of AMR. Self-medication with antibiotics (SMA) is a primary contributor to AMR that can be addressed through education. SMA has been reported at rates of 3% to 66% in the U.S. but has not been evaluated in Appalachia.¹ Low health literacy and barriers to accessing care have been correlated with SMA and are common in many areas of Appalachia.

Purpose: This study aims to assess factors associated with SMA, demographic differences in knowledge …

Factors Associated With Physical Activity Increases And Decreases Among A Sample Of Appalachian Residents During The Covid-19 Pandemic: A Cross-Sectional Study, Christiaan G. Abildso, Angela M. Dyer, Shay M. Daily, Christa Lilly, Emily A. Sarkees, Samantha I. Moyers, Thomas K. Bias

Journal of Appalachian Health

Introduction: Physical activity (PA) can prevent and reduce the deleterious physical and mental health effects of COVID-19 and associated lockdowns. Research conducted early in the pandemic demonstrates that a greater proportion of adults in the U.S. have decreased than increased PA, and the effects vary by sociodemographic factors. Ongoing evidence is important to identify patterns in PA changes during the pandemic.

Purpose: This study aims to identify factors associated with increases and decreases in PA during the COVID-19 pandemic in a convenience sample of adults residing in Appalachia.

Methods: Surveys were collected from a convenience sample of adults from eight …

Cancer Screening Behaviors And Associations With Childhood Trauma, Resiliency, And Patient–Provider Relationships: Findings From An Exploratory Study Of Appalachian Cervical Cancer Survivors, Dannell Boatman, Stephenie Kennedy-Rea, Lesley Cottrell, Hannah Hazard-Jenkins

Journal of Appalachian Health

Introduction: Adverse childhood experiences (ACEs) are associated with increased cancer risk. ACEs may affect this risk in a variety of ways, including cancer screening compliance. ACEs can contribute to mistrust in the medical profession, inhibit patient­–provider relationships and cause at-risk individuals to miss critical access points to preventive services. Protective factors may play an important role in mitigating ACE-related consequences by supporting resiliency.

Purpose: This study assesses the associations between ACEs, protective factors, patient–provider relationships, stage of cancer at diagnosis, and cancer screening behaviors for West Virginia (WV) cervical cancer survivors.

Methods: WV cervical cancer survivors diagnosed between 2000 and …

Rural Appalachian Women Will Suffer Disproportionately If Attempts To Further Restrict Emergency Contraception Are Successful, Amie M. Ashcraft, Sarah Dotson, Sara Farjo, Courtney S. Pilkerton, Pamela J. Murray

Journal of Appalachian Health

The removal of federal abortion protection has incited fear that restrictions on contraception may be next. Many states now imposing abortion restrictions and bans are in the South and Appalachian Regions of the U.S., where rates of unplanned pregnancy and poor health outcomes are already disproportionately high. Numerous studies have documented variable access to levonorgestrel EC (LNG EC) in community pharmacies, with particularly low rates of access at independent pharmacies that are more likely to be located in rural communities than chain pharmacies. Since the overturn of Roe v. Wade, some large chain pharmacies and online retailers are restricting …

We Welcome Findings From Further Afield, Randy Wykoff Md, Mph & Tm, Rachel E. Dixon Mphil

Journal of Appalachian Health

For the past five years, the Journal of Appalachian Health has published timely, high-quality research from within Appalachia. We also welcome submissions from those working outside of Appalachia who produce quality research of direct relevance to our region.

Impact Of Community-Driven Interventions On Dietary And Physical Activity Outcomes Among A Cohort Of Adults In A Rural Appalachian County In Eastern Kentucky, 2019–2022, Heather Norman-Burgdolf, Emily M. Dewitt, Rachel Gillespie, Kathryn Cardarelli, Stacey Slone, Alison Gustafson

Dietetics and Human Nutrition Faculty Publications

Several environmental level factors exacerbate poor health outcomes in rural populations in the United States, such as lack of access to healthy food and locations to be physically active, which support healthy choices at the individual level. Thus, utilizing innovative place-based approaches in rural locations is essential to improve health outcomes. Leveraging community assets, like Cooperative Extension, is a novel strategy for implementing community-driven interventions. This prospective cohort study (n = 152), recruited in 2019 and surveyed again in 2020 and 2021, examined individual level changes in diet and physical activity in one rural Appalachian county. During this time, multiple …

Adult Asthma Associated With Roadway Density And Housing In Rural Appalachia: The Mountain Air Project (Map)., W Jay Christian, John Flunker, Beverly May, Susan Westneat, Wayne T Sanderson, Nancy Schoenberg, Steven R Browning

UK CARES Faculty Publications

BACKGROUND: Appalachian Kentucky is a rural area with a high prevalence of asthma among adults. The relative contribution of environmental exposures in the etiology of adult asthma in these populations has been understudied.

OBJECTIVE: This manuscript describes the aims, study design, methods, and characteristics of participants for the Mountain Air Project (MAP), and focuses on associations between small area environmental exposures, including roadways and mining operations, and lifetime and current asthma in adults.

METHODS: A cohort of residents, aged 21 and older, in two Kentucky counties, was enrolled in a community-based, cross-sectional study. Stratified cluster sampling was used to select …

Participant Engagement To Develop Report-Back Materials For Personal Air Monitoring, Patrick H. Ryan, Chris Wolfe, Allison Parsons, Cole Brokamp, Ashley Turner, Erin N. Haynes

Epidemiology and Environmental Health Faculty Publications

Background: Studies that measure environmental exposures in biological samples frequently provide participants their results. In contrast, studies using personal air monitors do not typically provide participants their monitoring results. The objective of this study was to engage adolescents who completed personal air sampling and their caregivers to develop understandable and actionable report-back documents containing the results of their personal air sampling.

Methods: Adolescents and their caregivers who previously completed personal air sampling participated in focus groups to guide the development of report-back materials. We conducted thematic analyses of focus group data to guide the design of the report-back …

Hpv Vaccination And Cervical Cancer Screening Promotion Among Black Individuals: Social Ecological Perspectives From Key Informants Interviews, Adebola Adegboyega, Desmennu Adeyimika, Obielodan Omoadoni, Dignan Mark

UK CARES Faculty Publications

Objectives: Rates of HPV infection and HPV-related cancers are elevated in the Black population of the US. Efforts to promote HPV vaccination and cervical cancer screening are important to reducing the cancer burden among Black populations. The purpose of this qualitative descriptive study guided by social ecological model (SEM) was to describe from the perspective of key informants, the challenges and opportunities for HPV vaccination and cervical cancer screening promotion among Black adults.

Design: Twenty-three key informants participated in individual interviews over zoom video conferencing. The sessions were audio- recorded, transcribed verbatim, and checked for accuracy prior to data analysis. …

Providers’ Stigmas And The Effects On Patients With Opioid Use Disorder: A Scoping Review, Peyton Mashni, Sarah Beth Bell, F. Douglas Scutchfield Md, Lauren E. Robinson

Journal of Appalachian Health

Introduction: One of the most prevalent, dangerous stigmas in health care is the complex bias toward patients with opioid use disorder (OUD). This stigma damages the vital patient–provider relationship, further perpetuating the opioid epidemic.

Purpose: Unfortunately, research on the relationship between OUD and provider stigma is greatly lacking. To fill this gap, the present in-depth study undertakes a scoping review of research on providers’ stigma toward OUD in order to determine how enacted stigma affects treatment plans.

Methods: Four databases were used to identify articles published from 1999 to 2021. A comprehensive search strategy was developed through a collaborative process …

Association Between Low Health Literacy And Adverse Health Behaviors In North Carolina, 2016, Manan Roy, Adam Hege, Erin D. Bouldin

Journal of Appalachian Health

Introduction: Health literacy (HL) is an urgent public health challenge facing the U.S. HL is a critical factor in health inequities and exacerbates underlying social determinants of health.

Purpose: This study assesses the association between low HL (LHL) and adverse health behaviors, which contribute to poor health.

Methods: Researchers used North Carolina’s 2016 Behavioral Risk Factor Surveillance System data, namely, the Health Literacy optional module which asks respondents to rate how difficult it is for them to get health-related advice or to understand medical information (verbal or written). Health behaviors analyzed were excessive alcohol consumption, lack of adequate exercise and …

The Relationship Between Psychosocial Factors, Self-Care, And Blood Sugar In An Appalachian Population, Brittany L. Smalls, Md. Tofial Azam, Madeline Dunfee, Philip M. Westgate, Susan C. Westneat, Nancy Schoenberg

Journal of Appalachian Health

Introduction: Appalachian residents are more likely than other populations to have Type 2 Diabetes Mellitus (T2DM) and to experience more severe complications from the disease, including excess and premature mortality.

Methods: This study examines health alongside sociodemographic factors, psychosocial factors (including knowledge, empowerment, social support/function, religiosity, distress), and perceived problems in diabetes management that may influence self-care and HbA1c among vulnerable rural residents. A survey of a community–based sample of 356 adults with diagnosed diabetes or HbA1c > 6.5 was conducted in six counties in Appalachian Kentucky.

Results: Findings suggest that neither religiosity nor social support/function mediate/moderate the relationship between psychosocial …

An Analysis Of The Clear Horizons Program In Perry County, Kentucky On Smoking Cessation, Julia Kollitz

Lewis Honors College Thesis Collection

Perry County is an Appalachian county located in southeastern Kentucky. The population is 28,473 people (United States Census Bureau, 2020). It is a predominately white community, with 95.9% of people falling in this category, which is higher than the national percentage of 75.8% (United States Census Bureau, 2020). Being a rural county, this community uses few news sources, with the primary outlet being WYMT Eastern Kentucky News. This news outlet is a subset of CBS (WYMT, 2023). When comparing statewide and nationwide data, Perry County does consistently worse. They have a high school graduation rate that is lower than the …

Contraception And Healthcare Utilization By Reproductive-Age Women Who Use Drugs In Rural Communities: A Cross-Sectional Survey., Ximena A. Levander, Canyon A. Foot, Sara L. Magnusson, Ryan R. Cook, Jerel M. Ezell, Judith Feinberg, Vivian F. Go, Kathryn E. Lancaster, Elizabeth Salisbury-Afshar, Gordon S. Smith, Ryan P. Westergaard, April M. Young, Judith I. Tsui, P. Todd Korthuis

Epidemiology and Environmental Health Faculty Publications

BACKGROUND: Women who use drugs (WWUD) have low rates of contraceptive use and high rates of unintended pregnancy. Drug use is common among women in rural U.S. communities, with limited data on how they utilize reproductive, substance use disorder (SUD), and healthcare services.

OBJECTIVE: We determined contraceptive use prevalence among WWUD in rural communities then compared estimates to women from similar rural areas. We investigated characteristics of those using contraceptives, and associations between contraceptive use and SUD treatment, healthcare utilization, and substance use.

DESIGN: Rural Opioids Initiative (ROI) - cross-sectional survey using respondent-driven sampling (RDS) involving eight rural U.S. regions …

Maternal Occupation And Pediatric Brain Cancer In Kentucky, Mary Begley

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

Pediatric brain cancer is a rare and potentially deadly diagnosis that affects children in Kentucky at a higher incidence than those nationally. Limited exposures in children early in life to warrant the development and progression of brain cancer point to the role parental exposures experienced in the period prior to conception and throughout pregnancy may play in its development. Many of these exposures may be experienced through occupation. Data on a subset of pediatric brain cancer cases in Kentucky was compared to all cases diagnosed in the state from 1995 to 2019. Survey data of the study sample was collected …

Cardinal's Blues: Implementation Of A School-Based Cognitive Behavioral Therapy Program For Jefferson County Public Schools In Louisville, Kentucky, Loui Chang

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

With the increasing rate of adolescent depression and anxiety1 2, developing mental health interventions is necessary. Many adolescents’ times spent in schools increased compared to 20 years ago5, which makes school-based intervention programs suitable for reaching adolescent population effectively. Though there are numerous treatment providers available in Jefferson County, Kentucky, the school-based prevention programs addressing adolescent’s negative mental health outcomes have never been implemented. The Blueprints for Healthy Youth Development developed a program called the Blues Program24. The Blues Program provides an adapted version of group Cognitive Behavioral Therapy sessions to train and educate adolescents coping skills and cognitive restructuring24. …

Cross-Tailoring Integrative Alcohol And Risky Sexual Behavior Feedback For College Students: Protocol For A Hybrid Type 1 Effectiveness-Implementation Trial, Anne E. Ray, Eun-Young Mun, Melissa A. Lewis, Dana M. Litt, Jerod L. Stapleton, Lin Tan, David B. Buller, Zhengyang Zhou, Heather M. Bush, Seth Himelhoch

UK CARES Faculty Publications

Background: Underage drinking and related risky sexual behavior (RSB) are major public health concerns on United States college campuses. Although technology-delivered personalized feedback interventions (PFIs) are considered a best practice for individual-level campus alcohol prevention, there is room for improving the effectiveness of this approach with regard to alcohol-related RSB.

Objective: The aims of this study are to (1) evaluate the impact of a brief PFI that integrates content on alcohol use and RSB and is adapted to include a novel cross-tailored dynamic feedback (CDF) component for at-risk first-year college students and (2) identify implementation factors critical to the CDF’s …

Massachusetts Prevalence Of Opioid Use Disorder Estimation Revisited: Comparing A Bayesian Approach To Standard Capture-Recapture Methods, Jianing Wang, Nathan Doogan, Katherine L. Thompson, Dana Bernson, Daniel Feaster, Jennifer Villani, Redonna Chandler, Laura F. White, David Kline, Joshua A. Barocas

Statistics Faculty Publications

Background: The National Survey on Drug Use and Health (NSDUH) estimated the prevalence of opioid use disorder (OUD) among the civilian, noninstitutionalized people aged 12 years or older in Massachusetts as 1.2% between 2015 and 2017. Accurate estimation of the prevalence of OUD is critical to the success of treatment and resource planning. Various indirect estimation approaches have been used but are subject to data availability and infrastructure-related issues.

Methods: We used 2015 data from the Massachusetts Public Health Data Warehouse (PHD) to compare the results of two approaches to estimating OUD prevalence in the Massachusetts population. First, we used …