Epidemiology Commons^™

Novel Cannabinoid Use Among Young Adults In Lexington, Kentucky, Victoria A. Hamilton

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

Purpose: The purpose of this study was to implement a survey to estimate the prevalence of novel cannabinoid use among young adults in Lexington, Kentucky, and to examine modes of use and motivations for novel cannabinoid use. The primary hypothesis of this study was that many respondents would indicate medical reasons for using novel cannabinoids.

Methods: A cross-sectional primary data analysis of 101 young adults in Lexington, Kentucky to determine prevalence of lifetime novel cannabinoid use, past 30-day novel cannabinoid use, mode of use, motivation for use, and related demographic characteristics. Univariate and bivariate analysis were produced using the PROC …

Recent Trends In Stimulant Prescribing In Kentucky, 2021-2023, Jordan Shannon

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

Abstract

Introduction

Prescription stimulants have a long history of clinical use dating as far back as the 1930s. In the United States stimulant prescribing rates have steadily climbed over the last 3 decades. The primary objective is to describe recent (2021-2023) prescribing trends of stimulant medications in the Commonwealth of Kentucky

Methods

Prescription data collected from Kentucky’s prescription drug monitoring (PDMP) database known as the Kentucky All Schedule Prescription Electronic Reporting System (KASPER). Annual and quarterly trends in stimulant prescribing between 2021-2023 were calculated, examined by age, sex, and geographic location.

Results

Stimulant prescribing increased by ~15% where the majority …

The Performance Of Marginal Modeling Methods For Rare Events With Application To Opioid Overdose Mortality And Morbidity, Shawn Nigam

Theses and Dissertations--Epidemiology and Biostatistics

Opioid misuse is a nationwide epidemic, with Kentucky having one of the highest opioid overdose-related fatality rates across all US states. These rates have increased significantly over the past decade, with particularly large increases during the COVID-19 pandemic. This dissertation aims to study the behavior of these increases and the methods for the marginal modeling of count outcomes related to opioid overdose.

Opioid overdose-related fatality rates in Kentucky increased significantly during the COVID-19 pandemic. In this chapter, we characterize the changes in opioid overdose fatality rates in Kentucky and identify associations between potential factors and fatality rates. County-level opioid overdose …

Different Cohort, Disparate Results: Selection Bias Is A Key Factor In Autopsy Cohorts, Kathryn Gauthreaux, Walter A. Kukull, Karin B. Nelson, Charles Mock, Yen-Chi Chen, Kwun C. G. Chan, David W. Fardo, Yuriko Katsumata, Erin L. Abner, Peter T. Nelson

Neurology Faculty Publications

INTRODUCTION: Research-oriented autopsy cohorts provide critical insights into dementia pathobiology. However, different studies sometimes report disparate findings, partially because each study has its own recruitment biases. We hypothesized that a straightforward metric, related to the percentage of research volunteers cognitively normal at recruitment, would predict other inter-cohort differences.

METHODS: The National Alzheimer’s Coordinating Center (NACC) provided data on N = 7178 autopsied participants from 28 individual research centers. Research cohorts were grouped based on the proportion of participants with normal cognition at initial clinical visit.

RESULTS: Cohorts with more participants who were cognitively normal at recruitment contained more individuals who …

Provider And Staff Education Surrounding Universal Hcv Screening And Linkage To Care In An Ambulatory Care Setting, Lauren Clifford

DNP Projects

Abstract

Background: In the United States, it is estimated that there are more than 2 million cases of Hepatitis C (HCV), with over 66,000 new cases since 2020 However, an estimated 75% of those with HCV go undiagnosed and less than 35% receive treatment within a year of diagnosis. In 2018, UK Healthcare (UKHC) implemented a universal HCV screening method using a Best Practice Advisory (BPA) for anyone 18 and older who presented to the Emergency Department and had labs ordered. Patients who screened positive were then referred to outpatient clinics for HCV treatment. Approximately ten percent of positive patients …

Houselessness And Syringe Service Program Utilization Among People Who Inject Drugs In Eight Rural Areas Across The Usa: A Cross-Sectional Analysis., April M. Ballard, Dylan Falk, Harris Greenwood, Paige Gugerty, Judith Feinberg, Peter D. Friedmann, Vivian F. Go, Wiley D. Jenkins, P. Todd Korthuis, William C. Miller, Mai T. Pho, David W. Seal, Gordon S. Smith, Thomas J. Stopka, Ryan P. Westergaard, William A. Zule, April M. Young, Hannah L. F. Cooper

Epidemiology and Environmental Health Faculty Publications

BACKGROUND: Research conducted in urban areas has highlighted the impact of housing instability on people who inject drugs (PWID), revealing that it exacerbates vulnerability to drug-related harms and impedes syringe service program (SSP) use. However, few studies have explored the effects of houselessness on SSP use among rural PWID. This study examines the relationship between houselessness and SSP utilization among PWID in eight rural areas across 10 states.

METHODS: PWID were recruited using respondent-driven sampling for a cross-sectional survey that queried self-reported drug use and SSP utilization in the prior 30 days, houselessness in the prior 6 months and sociodemographic …

Self-Reported Consumption Of Bottled Water V. Tap Water In Appalachian And Non-Appalachian Kentucky, Jason W. Marion

Journal of Appalachian Health

Introduction: Quantitative studies on drinking water perceptions in Appalachia are limited. High-profile water infrastructure failures in the U.S. and Eastern Kentucky, coupled with human-made and natural disasters in the Appalachian Region, have likely impacted opinions regarding tap water.

Purpose: To use existing unexplored data to describe baseline tap water v. bottled water consumption in Kentucky.

Methods: Telephone-based cross-sectional data were obtained from the 2013 Kentucky Health Issues Poll (KHIP) directed by the Foundation for a Healthy Kentucky. Among many items in KHIP, self-reported consumption of bottled water over tap water, reasons for bottled water use, and demographic data were obtained. …

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 …

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- …

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 …

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 …

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 …

Changes In Severity Of Diabetes At Diagnosis Following The Onset Of The Sars-Cov-2 Pandemic, Annelise King

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

During the SARS-CoV-2 pandemic it was seen that diabetes was a risk factor for severe COVID-19. The objective of this study is to assess the severity of diabetes at diagnosis during the COVID-19 pandemic compared to pre-pandemic to see how the pandemic and SARS-CoV-2 infection impacted the severity of diabetes. This study used University of Kentucky electronic health records of 13,794 patients who developed diabetes. The majority of patients were female, white non-Hispanic, 65+, and living in an urban area. There were differences seen between the COVID-19 positive and negative cohorts in the DKA and HbA₁c variables, with …

Community Pharmacy Provision Of Extended-Release Injectable Naltrexone In Kentucky: Perspective Of People Who Use Opioids, Anye Wamucho

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

Aim: To identify demographic, socio-economic, and other factors associated with likelihood of obtaining extended-release injectable naltrexone (EIN) if provided in a private space at a local pharmacy among people who use opioids (PWUO) in rural Appalachian Kentucky.

Methods: People who used opioids in the past 6 months in rural Appalachian Kentucky (n=170) completed interviewer-administered questionnaires eliciting demographic, socio-economic, and other characteristics. Participants were also asked about whether they will be more likely to obtain EIN if provided in a private space at a local pharmacy. Factors associated with increased likelihood to obtain pharmacy-provided EIN were assessed using unadjusted univariate and …

Striving For Appropriate Antibiotic Use: A Biomarker Initiative, And Outcomes Associated With Azithromycin Exposure, Amanda Gusovsky

Theses and Dissertations--Pharmacy

The introduction of antibiotics into clinical practice is considered the greatest medical breakthrough of the 20^thcentury. However, the use of antibiotics can contribute to the development of resistance. In the United States (U.S.), approximately 2.8 million people are infected with antibiotic-resistant bacteria each year, and more than 35,000 people die as a result. Moreover, some antibiotics are known to cause cardiac side effects including QT prolongation, hypotension, and ventricular arrythmias. The U.S. Centers for Disease Control and Prevention (CDC) defines appropriate antibiotic use as the effort to use “the right antibiotic, at the right dose, for the right …

Genetic And Pharmacogenetics Associations Of Cancer Disparities In Appalachia, Nan Lin

Theses and Dissertations--Pharmacy

Individuals residing in Appalachian regions have significant health disparities, including higher cancer incidence and mortality rates. Previous studies have addressed the impact of socioeconomic status and environmental risk factors on Appalachia cancer disparities, while few studies have evaluated genetic risk factors.

Germline whole exome sequencing samples from 7,078 individuals with cancer (759 Appalachians) were evaluated. Demographics and relatedness were assessed using KING. Ethnicity was verified by principal component analysis using TRACE, which included 6,034 individuals (85%) of European genetic ancestry. After QC filtering, 5,980 individuals were analyzed. To assess the overall predisposition of hereditary disease, gene level frequency of likely …

Studies Of Polypharmacy And Medication Therapy Management In Population-Based Cohorts, Ximena A. Oyarzun Gonzalez

Theses and Dissertations--Epidemiology and Biostatistics

According to the United States Census Bureau, 16.8% of the population was 65 years and older in 2021, and it is expected that by 2060 that number will increase to about 30% (about 114 million people). Aging is associated with physiological changes in all systems of the body. These changes impact the pharmacodynamics and pharmacokinetic characteristics of drugs. Furthermore, older adults usually have several chronic conditions, which increases their exposure to medications. Increased vulnerability combined with increasing exposure puts elderly people at higher risk for drug interactions and adverse events.

Charlesworth et al. (2014) found that the prevalence of polypharmacy, …

Evaluating The Impact Of Mental Health Needs And Services Disruption: Covid-19 & Wisconsin Children’S Welfare Services, Gavin Rienne

Theses and Dissertations--Epidemiology and Biostatistics

Children’s traumatic experiences have lifelong impacts on their mental health and quality of life, therefore mental health services are a critical part of necessary community resources. The increased frequency and severity of natural disasters such as hurricanes, tornadoes, and pandemics reinforces the need to examine and understand the importance of mental health and child services in response to disaster events. This research assesses the relationship between disasters and subsequent health service utilization amongst children and adolescents. We investigated current research on the relationship between children’s mental health and community mental health resource efficacy and accessibility after a major disaster by …

The Effect Of Land-Cover/Land-Use And Habitat Fragmentation On Spatial Patterns Of Lyme Disease In The Eastern United States, Maria Elizabeth Topmiller

Theses and Dissertations--Forestry and Natural Resources

Lyme disease has been of national concern for the past few decades. As our understanding of the role of landscape structure in epidemiology expands, it is essential to apply the principles of landscape ecology to the research of vector-borne and zoonotic disease. This study examined the strength of the relationship between land-cover class, degree of habitat fragmentation and county-level Lyme disease cases. Forest, agricultural, and urban land cover types were the categories of interest, while percent cover, edge density, and patch density were the landscape metric used to measure habitat amount and fragmentation. The general linear trends were modelled with …

The Effect Of An Educational Handout On Knowledge, Awareness And Attitudes Of Pre-Exposure Prophylaxis (Prep) Among Participants At A Needle And Syringe Exchange Site, Mckenzie Buckel

DNP Projects

Background: In 2018, the total number of HIV cases in the United States was 1.2 million. Almost 186,500 of these cases were attributed to intravenous drug use. With the adherence to pre-exposure prophylaxis (PrEP) there is approximately a 49% decrease in the rates of HIV among people who inject drugs and the most significant barrier to PrEP among this population is a lack of awareness and knowledge.

Objective: The purpose of this study was to determine participants’ of a needle and syringe exchange site knowledge, awareness and attitudes of PrEP after reviewing an educational handout about PrEP.

Methods: A quasi …

An Evaluation Of Injurious Falls And Fall-Risk-Increasing-Drug (Frid) Prescribing In Ambulatory Care In Older Adults, Taylor R. Elliott, Susan Westneat, Shama D. Karanth, Erin L. Abner, Anna M. Kucharska‑Newton, Daniela C. Moga

Epidemiology and Environmental Health Faculty Publications

Background: Falls are a major public health problem afecting millions of older adults each year. Little is known about FRID prescribing behaviors after injurious falls occur. The primary objective of this study was to investigate whether an injurious fall is associated with being prescribed a new FRID.

Methods: We conducted a cross-sectional analysis using data from the National Ambulatory Medical Care Survey (2016). We included visits from patients age≥65 years and classifed visits based on presence of an injurious fall. The outcome of interest was prescription of new FRID between those with and without an injurious fall. Multivari‑ …

Estimating The Distribution Of Ratio Of Paired Event Times In Phase Ii Oncology Trials, Li Chen, Mark Burkard, Jianrong Wu, Jill M. Kolesar, Chi Wang

Markey Cancer Center Faculty Publications

With the rapid development of new anti-cancer agents which are cytostatic, new endpoints are needed to better measure treatment efficacy in phase II trials. For this purpose, Von Hoff (1998) proposed the growth modulation index (GMI), that is, the ratio between times to progression or progression-free survival times in two successive treatment lines. An essential task in studies using GMI as an endpoint is to estimate the distribution of GMI. Traditional methods for survival data have been used for estimating the GMI distribution because censoring is common for GMI data. However, we point out that the independent censoring assumption required …

A Cross-Sectional Examination Of The Early-Onset Hypertensive Disorders Of Pregnancy And Industrial Emissions Of Toxic Metals Using Kentucky Birth Records, 2008–2017, Courtney J. Walker, W. Jay Christian, Anna M. Kucharska-Newton, Steven R. Browning

Epidemiology and Environmental Health Faculty Publications

This cross-sectional study assessed geospatial patterns of early-onset hypertensive disorders of pregnancy (eHDP) in primiparous mothers and exposure to industrial emissions using geocoded residential information from Kentucky live (N = 210,804) and still (N = 1,247) birth records (2008–2017) and census block group estimates of aerosol concentrations of arsenic (As), cadmium (Cd), chromium (Cr), lead (Pb), mercury (Hg), selenium (Se), and zinc (Zi) from the Risk Screening Environmental Indicators (RSEI) model. A latent class analysis allowed for the identification of four district exposure classes—As, Cd, and Pb (12.6%); Se and Zi (21.4%); Pb and Cr (8%); and low or no …

Maternal Proximity To Mountain-Top Removal Mining And Birth Defects In Appalachian Kentucky, 1997–2003, Daniel B. Cooper, Courtney J. Walker, W. Jay Christian

Epidemiology and Environmental Health Faculty Publications

Extraction of coal through mountaintop removal mining (MTR) alters many dimensions of the landscape. Explosive blasts, exposed rock, and coal washing have the potential to pollute air and water. Previous research suggests that infants born to mothers living in areas with MTR have a higher prevalence of birth defects. In this cross-sectional study, we further examine the relationship between MTR activity and several types of birth defects. Maternal exposure to MTR was assessed using remote sensing data from Skytruth, which captures MTR activity in the Central Appalachian region of the United States. Active MTR area was quantified within a five-kilometer …

Sars-Cov-2 (Covid-19) Vaccine Intentions In Kentucky, Kevin A. Pearce Md, Mph, Emily Messerli Dnp, Aprn, Mary E. Lacy, Brittany L. Smalls, Diane B. Francis, Sukruthi Yerramreddy, Marc Kiviniemi

Journal of Appalachian Health

Background: At the time of our writing, the COVID-19 pandemic continues to cause significant disruption to daily lives. In Kentucky, the burdens from this disease are higher, and vaccination rates for COVID-19 are lower, in comparison to the U.S. as a whole. Understanding vaccine intentions across key subpopulations is critical to increasing vaccination rates.

Purpose: This study explores COVID-19 vaccine intentions in Kentucky across demographic subpopulations and also investigates the influences on vaccine intention of attitudes and beliefs about COVID-19.

Methods: A population-based survey of 1,459 Kentucky adults was conducted between January 26 and March 20, 2021, with over-sampling of …

Rare Coding Variants In Rcn3 Are Associated With Blood Pressure, Karen Y. He, Tanika N. Kelly, Heming Wang, Jingjing Liang, Luke Zhu, Brian E. Cade, Themistocles L. Assimes, Lewis C. Becker, Amber L. Beitelshees, Lawrence F. Bielak, Adam P. Bress, Jennifer A. Brody, Yen-Pei Christy Chang, Yi-Cheng Chang, Paul S. De Vries, Ravindranath Duggirala, Ervin R. Fox, Nora Franceschini, Anna L. Furniss, Yan Gao, Donna K. Arnett

Epidemiology and Environmental Health Faculty Publications

BACKGROUND: While large genome-wide association studies have identified nearly one thousand loci associated with variation in blood pressure, rare variant identification is still a challenge. In family-based cohorts, genome-wide linkage scans have been successful in identifying rare genetic variants for blood pressure. This study aims to identify low frequency and rare genetic variants within previously reported linkage regions on chromosomes 1 and 19 in African American families from the Trans-Omics for Precision Medicine (TOPMed) program. Genetic association analyses weighted by linkage evidence were completed with whole genome sequencing data within and across TOPMed ancestral groups consisting of 60,388 individuals of …

A Cluster Randomized Controlled Trial For A Multi-Level, Clinic-Based Smoking Cessation Program With Women In Appalachian Communities: Study Protocol For The "Break Free" Program, Joanne G. Patterson, Tia N. Borger, Jessica L. Burris, Mark Conaway, Robert Klesges, Amie Ashcraft, Lindsay Hauser, Connie Clark, Lauren Wright, Sarah Cooper, Merry C. Smith, Mark B. Dignan, Stephenie Kennedy-Rea, Electra D. Paskett, Roger Anderson, Amy K. Ferketich

Psychology Faculty Publications

BACKGROUND: The cervical cancer burden is high among women living in Appalachia. Cigarette smoking, a cervical cancer risk factor, is also highly prevalent in this population. This project aims to increase smoking cessation among women living in Appalachia by embedding a smoking cessation program within a larger, integrated cervical cancer prevention program.

METHODS: The broader program, the Take CARE study, is a multi-site research collaborative designed to address three risk factors for cervical cancer incidence and mortality: tobacco use, human papillomavirus (HPV) infection, and cervical cancer screening. Break Free is a primary care clinic-based implementation program that aims to promote …

Prevalence And Types Of Drugs Used Among Hepatitis A Patients During Outbreaks Associated With Person-To-Person Transmission, Kentucky, Michigan, And West Virginia, 2016–2019, Megan G. Hofmeister, Alice Asher, Christopher M. Jones, Ryan J. Augustine, Cole Burkholder, Jim Collins, Monique A. Foster, Shannon Mcbee, Erica D. Thomasson, Doug Thoroughman, Mark K. Weng, Philip R. Spradling

Journal of Appalachian Health

Background: People who use drugs are at increased risk for hepatitis A virus infection. Since 1996, the Advisory Committee on Immunization Practices has recommended hepatitis A vaccination for people who use drugs. Since 2016, the U.S. has experienced widespread hepatitis A outbreaks associated with person-to-person transmission.

Purpose: To describe the prevalence of drug use, route of use, and drugs used among hepatitis A outbreak-associated patients.

Methods: State outbreak and medical records were reviewed to describe the prevalence, type, and route of drug use among a random sample of 812 adult outbreak-associated hepatitis A patients from Kentucky, Michigan, and West Virginia …