Clinical Epidemiology Commons^™

Murine Typhus In Georgia: Historical Context And A Probable Case Of Resurgence Where Previously-Thought Eradicated, Giovanni Mella-Velazquez, Christopher He, Bolanle Akinsola, Judson Miller

Journal of the Georgia Public Health Association

Background: Murine typhus, caused by Rickettsia typhi, is a flea-borne illness historically endemic to the southeastern United States, with initial cases reported in Atlanta, Georgia in 1913. Following vector control efforts, incidence declined significantly, and the disease was removed from the nationally notifiable disease list in 1987. While recent cases have been reported in select regions, murine typhus has not been documented in Georgia for decades. We present a pediatric case in Atlanta that may represent the first reported instance in nearly 40 years, suggesting possible reemergence in the Southeast.

Methods: We conducted a case report analysis of a pediatric …

Epidemiology Of Healthcare-Associated Ventriculitis And Meningitis (Hcavm) And Community-Acquired Meningitis/Encephalitis And Evaluation Of An Off-Label Pcr Panel For Hcavm Diagnosis, Jaime Nassur, Katarina Schnell, Christine Dolon, Laura Walters, Devin Weber, Matthew Pettengill

Department of Medicine Faculty Papers

Healthcare-associated ventriculitis and meningitis (HCAVM) is associated with high morbidity and mortality, but rapid diagnostic tests intended to cover microorganisms that typically cause HCAVM are not commercially available. We sought to evaluate the etiology of HCAVM compared to community-acquired meningitis/encephalitis (CAME) at our healthcare system, and to study the utility of repurposing a multiplex molecular panel intended for positive blood cultures for HCAVM cases. Our epidemiologic review demonstrated that HCAVM cases were primarily caused by bacteria and fungi also associated with bloodstream infections, in contrast with CAME cases, which were primarily caused by herpesviruses and Cryptococcus. Eighty-two cerebrospinal fluid …

Enhancing Public Health Strategies: Addressing The Rsv Burden In Alabama Through Clinical Treatment, Community Prevention, And Surveillance Approaches, Martha K. Findley Roper, Jennifer S. Dawson

Journal of Public Health in the Deep South

Introduction: Respiratory Syncytial Virus (RSV) is a highly contagious pathogen driving morbidity, hospitalizations, and economic burden. This review uses the epidemiological triad and National Wastewater Surveillance System data to assess transmission, viral load spikes in Alabama, and strategies for treatment and prevention.

Methods: A review of literature on supportive care, vaccination, monoclonal antibodies, and emerging nanomedicine was reviewed to evaluate strategies for reducing viral burden and complications.

Results: Trends from December 2024–January 2025 were assessed with National Wastewater Surveillance System data. Primary prevention includes immunization, hygiene, air quality maintenance, and early diagnostics. Tertiary care addresses complications such as secondary …

High Prevalence And Atypical Genotype Distribution Of Oral Human Papillomavirus In An East African Hiv Cohort: A Cross-Sectional Study, Ian G. Munabi, Adriane Kamulegeya, Dunstan Kalanzi, David P. Kateete, Fred Collins Semitala, Catherine-Lutalo Mwesigwa, Samuel Kalungi, Jennifer E. Cameron, Kimon Divaris, William Buwembo

School of Medicine Faculty Publications

BACKGROUND: Globally, Human Papillomavirus type 16 (HPV-16) is the predominant genotype associated with oropharyngeal cancers. However, little is known about the prevalence and type distribution of Oral Human Papillomavirus (OHPV) in people living with HIV (PLWHIV) in the East African region. The objective of this study was to document the prevalence and circulating genotypes of OHPV infection in a large cohort of PLWHIV attending an urban HIV clinic in Eastern Africa METHODS: This was a cross-sectional study among 1,715 participants of the Makerere University Joint AIDS Program clinic, located in Kampala, Uganda, in East Africa. A salivary sample was collected …

Characterizing Global Dermatologic Engagement And Needs: A Cross-Sectional Study From 83 Countries, Alexis G. Strahan, Christine Li, Maud Guérin, Tom Allison, Gene Colón, Jehireh Peraza-Williams, Olyvia Zarchin, Morvarid Zehtab, Ann M. Pacheco, Jadesola Akinwuntan, Shivani Jain, Marlous L. Grijsen, Wendemagegn Enbiale, Wingfield Rehmus, L. Claire Fuller, Karolyn Wanat, Esther E. Freeman

School of Medicine Faculty Publications

No abstract provided.

Increasing Pediatric Hpv Vaccination Rates, Brooke A. Nicholas

Dissertations

Increasing Pediatric HPV Vaccination Rates

Abstract

Problem: The human papillomavirus (HPV) is a sexually transmitted infection that affects more than 80% of the population within the United States (Eisenhauer et al., 2020). HPV can develop into cervical, anogenital, and oropharyngeal cancers (Eisenhauer et al., 2020). About 4,000 individuals die from cervical cancer alone each year (O’Leary, 2022). The HPV vaccine, though recommended by the ACIP and AAP, is below national vaccination rates in comparison to other vaccines (O’Leary, 2022).

Methods: This quality improvement project is a non-randomized controlled trial that observed HPV vaccine dose completion rates for patients aged 9-14 …

Artificial Intelligence In Head And Neck Cancer: Towards Precision Medicine, Jacob Hagen, Logan Hornung, William Barham, Supratik Mukhopadhyay, Adam Bess, Kevin Contrera, Devraj Basu, Vlad Sandulache, Guillaume Spielmann, Sagar Kansara

School of Medicine Faculty Publications

Over the past 20 years, the capabilities of artificial intelligence (AI) have gained significant interest. While AI has been implemented to various degrees in several disciplines, its unique applications in head and neck cancer (HNC) remain underdeveloped. This narrative review examines the existing body of literature regarding the use of AI in HNC. Studies to date have demonstrated AI’s utility across multiple phases of the HNC treatment continuum. Despite its promise, integrating AI into clinical practice faces several challenges, including concerns about system integrity, generalizability, privacy, and bias. In this review, we address these challenges and offer insights into future …

The Impact Of Emergency Room Overcrowding On The Incidence Of Healthcare-Acquired Infections Among Patients, Hayya Ali

Rowan-Virtua Research Day

Emergency department (ED) visits are vital components of healthcare delivery, serving as the primary site for acute medical care, particularly for individuals with urgent medical needs. The ED is among the most crowded hospital units. The fast-paced setting and over-crowdedness of an emergency room have become the reality of every hospital across the United States. Overcrowding causes problems for patients and staff, which include the risk of contracting healthcare-acquired infections. This is due to several factors that in most cases lead to an increase in the number of people within the ED, an increase in mortality and morbidity, and a …

The Impact Of An Iron-Rich Diet On Fatigue In Menstruating Women With Non-Anemic Iron Deficiency, Meagan Seraydar, Lauren Latimer, Sam Miragliatto

Department of Nutrition Student Projects

Fatigue without diagnosed anemia is prevalent in menstruating women, with iron deficiency being a potential contributor. While iron supplementation is a standard intervention, dietary sources of iron may offer a sustainable alternative. This study aims to assess the impact of an iron-rich diet on fatigue levels in menstruating women. A 12-week randomized controlled trial (RCT) will be conducted, assigning participants to either an iron-rich diet group or a control group following their usual diet without specific iron recommendations. Fatigue will be measured using the Fatigue Severity Scale (FSS) at baseline, six weeks, and twelve weeks, alongside iron status biomarkers, including …

Improving The Rates Of Sexually Transmitted Infection Diagnosis By Increasing Provider Knowledge About Testing, Lauren Cunningham

Student Scholarship & Creative Works

There has been a significant increase in sexually transmitted infection (STI) rates since 2021. Though this issue is nationwide, rural providers require education regarding testing, screening, and transmission of disease processes. The infections with the most significant increase are gonorrhea, chlamydia, and syphilis. The purpose of this project was to provide education to providers regarding local STI statistics, in addition to when to and not to test for sexually transmitted STI infections. Education was provided to three Advance Practice Nurse Practitioners about disease signs and symptoms, transmission, and local STI statistic rates. STI testing rates were observed three months prior …

The Epidemiology Of Sports And Recreation Related Toe Fractures In The United States, Dogerno Norceide, Gabriel I. Onor, Oluwatomi Akingbola, William Justice, Nana F. Amponsah, Abimbola Okulaja, Ifeanyichukwu Onor, Michael Okoronkwo, Chibuikem Nwizu, David Pedowitz

School of Medicine Faculty Publications

BACKGROUND: Fractures of the toes are among the most frequently diagnosed lower extremity fractures. In sports, toe fractures may present after diverse mechanisms of injury, varying severity, and varying implications for management. This study aimed to discern trends in toe fractures presenting to US emergency departments (EDs) particularly in association with sports and recreational activities. An additional aim of the study was to identify if rates of toe fracture presentation significantly decreased during the year 2020 at the height of the COVID-19 pandemic. METHODS: We queried the National Electronic Injury Surveillance System (NEISS) database to identify toe fractures presented to …

Perspectives Of African American And Hispanic/Latino Individuals On Hiv Molecular Cluster Detection, Maxwell Richardson, Brendan H. Pulsifer, Jane Yoon Scott, David Holland, Eleanor W. Garlow, Pascale Wortley, Daniel Mauck, Jenna Gettings, Valeria Cantos, Masonia Traylor, Eric Rangel, David Folkes, Carlos Saldana

Journal of the Georgia Public Health Association

Background: Responding to HIV clusters detected using molecular data has been shown to reduce transmission and improve testing, treatment, and prevention. However, there are varied opinions about the use of cluster detection activities, and some advocates have raised concerns about patient consent, data security, and the potential for HIV criminalization. Incorporating the perspectives of marginalized populations that are disproportionately affected by HIV is essential to understanding the diversity of those perspectives, yet it is often overlooked in the literature. Thus, our study seeks to highlight the perspectives of Black/African American and Hispanic/Latino individuals in the Southern United States on HIV …

Characteristics And Outcomes Of Adults Hospitalized With Respiratory Syncytial Virus, Brian S. Shaw, Cara Slaton, Ian P. Murphy, Michael Mcalister, Daniel Egan, Kwabena Ayesu

The University of Louisville Journal of Respiratory Infections

Background: Respiratory syncytial virus (RSV) is a negative sense single-stranded RNA virus (ssRNA) that primarily causes respiratory infections in both children and older adults. We examined clinical characteristics and outcomes of hospitalized adult patients who tested positive for RSV.

Methods: This was a multicenter, retrospective, descriptive study that examined adult patients admitted with a positive RSV test over two years across eight hospitals in Orlando, Florida.

Results: A total of 120 patients were included, of which 88 (73%) were 60 years old and older. Overall, patients with RSV infection were caucasian (62%) with a median age of 70 years and …

Association Between Neighborhood-Level Social Vulnerability And Hypertension Outcomes, John E. Brush Jr., Chungsoo Kim, Yuntian Liu, Xin Xin, Chenxi Huang, Iris J. Lundy, Jordan R. Asher, Mitsuaki Sawano, Patrick Young, Jacob Mcpadden, Mark Anderson, John S. Burrows, Harlan M. Krumholz, Yuan Lu

Department of Medicine Faculty Publications

Background

Neighborhood-level social vulnerability is associated with hypertension prevalence and severity and with cardiovascular complications in conditions other than hypertension, but its association with cardiovascular complications in patients with hypertension is understudied.

Objectives

The aim of the study was to examine how the neighborhood-level social vulnerability index (SVI) influences cardiovascular outcomes in a large, diverse cohort of patients with hypertension.

Methods

We used electronic health data to examine the association between census tract-level rankings for the SVI with a composite endpoint of incident myocardial infarction, congestive heart failure, or stroke.

Results

In a longitudinal cohort of 330,972 patients with hypertension …

Changes In Cardiovascular Risk Factors And Health Care Expenditures Among Patients Prescribed Semaglutide, Yuan Lu, Yuntian Lu, Tedi Totojani, Chungsoo Kim, Rohan Khera, Hua Xu, John E. Brush Jr., Harlan M. Krumholtz, Jason Abaluck

Department of Medicine Faculty Publications

Importance Semaglutide, a glucagon-like peptide-1 receptor agonist, has demonstrated substantial weight reduction and cardiovascular benefits in clinical trials. However, its association with clinical outcomes and health care expenditures remains underexplored.

Objective To evaluate changes in cardiovascular risk factors and health care expenditures among patients prescribed semaglutide across multicenter cohorts.

Design, Setting, and Participants This retrospective cohort study included 23 522 adults (≥18 years) who received an initial semaglutide prescription between January 1, 2018, and January 1, 2025, at Sentara Healthcare and between January 1, 2018, and May 1, 2025, at Yale New Haven Health System.

Exposure The first prescription of …

Karakteristik Pasien Rinitis Alergi Dengan Hasil Uji Cukit Kulit Positif Yang Berobat Di Poliklinik Tht-Kl Rumah Sakit Umum Daerah Zainoel Abidin Banda Aceh, T. Husni T.R, Cut Murzalina, Elvia Elvia, Dina Alia, Rezania Razali, Siti Nur Annisa, Teuku Romi Imansyah Putra, Rika Farhana

Jurnal Penyakit Dalam Indonesia

Introduction. Allergic rhinitis is an inflammatory disease mediated by IgE in the nasal mucosa, resulting from allergen sensitization and causing various clinical symptoms. The skin prick test is the primary diagnostic technique used to detect specific IgE antibodies against allergenic proteins and peptides. The incidence of allergic rhinitis in Indonesia ranges from approximately 1.5% to 12.4% and increases every year. This study aims to determine the characteristics of allergic rhinitis sufferers with positive skin prick test results who received treatment at the ENT outpatient service of Zainoel Abidin Regional General Hospital (RSUDZA) Banda Aceh from January 2019 to March …

Cardiovascular Disease Risk Reduction Program For Hispanics In The Us Midwest: A Culturally Adapted Intervention, Armando De Alba

Theses & Dissertations

Cardiovascular disease (CVD) represents the second leading cause of death in Nebraska (NE), accounting for approximately one in every five deaths. In the state, there are marked ethnic and rural-urban disparities in the prevalence of chronic diseases and resultant deaths. For instance, while the rates in NE of coronary heart disease and myocardial infarction between 2001 and 2010 decreased among non-Hispanic Whites, the rates for Hispanics almost tripled. There is little evidence of CVD risk factor reduction strategies being implemented in Midwestern areas and Hispanic populations.

One promising approach for reducing CVD risk involves health education and lifestyle modification programs …

Soluble Antimicrobial Peptide (Amp) Screening To Rationally Design Amp-Hydrogels That Selectively Prevent Biofilm Formation, Matthias Recktenwald, Muskanjot Kaur, Mohammed M. Benmassaoud, Aryanna Copling, Tulika Khanna, Michael Curry, Denise Cortes, Gilbert Fleischer, Valerie J. Carabetta, Sebastián L. Vega

Rowan-Virtua Research Day

Staphylococcus aureus is an opportunistic pathogen that lives on surfaces and skin and can cause serious infections once inside the body. While antibiotics effectively kill bacteria, there are a growing number of infections with antibiotic-resistant strains. Antimicrobial peptides (AMPs) are part of the innate immune system and can eliminate pathogens including bacteria, fungi, and viruses, and are a promising alternative to antibiotics. Although studies have reported that AMP-functionalized hydrogels can prevent bacterial adhesion and biofilm formation, these materials generally consist of one AMP at an arbitrary concentration, and AMP dosing and the combined effects of multiple AMPs are not well …

Exploring Disparities In Prep Prescriptions For High-Risk Hiv Patients Using Real-World Data, Andrew Murdock, Farah Pathan, Sibyl Munson, Fabian D'Souza

Tower Health Research Day

No abstract provided.

The Increasing Prevalence Of Cleft Lip With Or Without Cleft Palate In The Rio Grande Valley Of Texas, Yossef Alsabawi, Aaron I. Dadzie, Tyler Torres, Elias Arellano, Paul A. Berry

Research Symposium

Background: Orofacial clefts are a subset of birth defects that include cleft lip with or without cleft palate (CLP) and cleft palate alone (CP). The treatment for orofacial clefts is surgical repair, ideally within the first six months of life. Their impacts on patients and families are various and substantial. Babies with orofacial clefts can have trouble with breastfeeding, speech, recurrent ear infections, and hearing loss as they age. Additionally, there is a significant economic burden, with the average repair costing nearly $20,000, not including the costs of medical devices, postoperative care, and rehabilitation. Additionally, children with orofacial clefts face …

Description Of Cryptococcosis Following Sars-Cov-2 Infection: A Disease Survey Through The Mycosis Study Group Education And Research Consortium (Msg-19), Jeremey Walker, Todd Mccarty, Gerald Mcgwin, Eloy E Ordaya, Paschalis Vergidis, Luis Ostrosky-Zeichner, Mehriban Mammadova, Andrej Spec, Adriana M Rauseo, John Perfect, Julia Messina, Gabriel Vilchez, Rachel Mcmullen, Carolynn T Jones, Peter G Pappas

Faculty, Staff and Student Publications

BACKGROUND: Invasive fungal infections have been described throughout the COVID-19 pandemic. Cryptococcal disease after infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has been reported in several isolated case reports and 1 larger case series. We sought to describe cryptococcal infections following SARS-CoV-2 through establishing a database to investigate underlying risk factors, disease manifestations, and outcomes.

METHODS: We created a crowdsourced call for cases solicited through the Mycoses Study Group Education and Research Consortium, the Centers for Disease Control and Prevention Emerging Infectious Diseases Network, and infectious diseases Twitter groups. Data were collected in a web-based and secure REDCap …

A Conceptual Analysis Of Sbirt Implementation Alongside The Continuum Of Prep Awareness: Domains Of Fit And Feasibility., Lesley M. Harris, Kerr C. Jelani, Blake D. Skidmore, Smita Ghare, Andrea Reyes-Vega, Vania Remenik-Zarauz, Harideep Samanapally, Rana U. Anwar, Rishikesh Rijal, Kendall Bryant, Martin T. Hall, Shirish Barve

Faculty and Staff Scholarship

Screening, Brief Intervention, and Referral to Treatment (SBIRT) is a supplementary intervention that can be incorporated into the Pre-Exposure Prophylaxis (PrEP) Care Continuum, complementing initiatives and endeavors focused on Human Immunodeficiency Virus (HIV) prevention in clinical care and community-based work. Referencing the Transtheoretical Model of Change and the PrEP Awareness Continuum, this conceptual analysis highlights how SBIRT amplifies ongoing HIV prevention initiatives and presents a distinct chance to address identified gaps. SBIRT's mechanisms show promise of fit and feasibility through (a) implementing universal Screening (S), (b) administering a Brief Intervention (BI) grounded in motivational interviewing aimed at assisting individuals in …

Outpatient Fall Prevention In Ambulatory Adults 65 Years Old And Over, Dorothy L. Osborne-White

Doctor of Nursing Practice (DNP) Scholarly Projects - Archive

Background: In the United States (U.S.), falls are the leading cause of injury among adults 65 and over, resulting in 36 million falls yearly (Moreland et al., 2020). According to the Centers for Disease Control and Prevention (CDC, 2023), one in four older adults experiences a fall each year. Falls are the world's second most prominent cause of accidental deaths (World Health Organization [WHO], 2021). Falls are the leading cause of both fatal and non-fatal injuries among older adults (Moreland et al., 2020).

Methods: A quality improvement project that included a fall bundle was implemented in a primary clinic. A …

Understanding Guardian Perceptions Of Whole-Foods Plant-Based Diets As Interventions In Pediatric Medicine, Vijay R. Luthra

Honors Undergraduate Theses

The obesity epidemic is widespread in American society, often affecting children who bear its consequences innocently. Due to a lack of nutrition knowledge, children rely on caregivers to meet their nutritional needs and instill healthy habits. This study examines parents' attitudes, knowledge, and behaviors, as well as perceived barriers to adopting a whole-foods plant-based diet (WFPD) for their children. Using a modified survey instrument by Morton et al., this study focused on parents and children regarding dietary choices. Participants were recruited from the waiting area of a pediatric clinic at the Medical College of Georgia between April and May 2023. …

The Impact Of Body Mass Index And Physical Disability On Home-Based Anal Self-Sampling, Jenna Nitkowski, Maria E Fernandez, Tim Ridolfi, Elizabeth Chiao, Anna R Giuliano, Vanessa Schick, Michael D Swartz, Jennifer S Smith, Alan G Nyitray

Faculty, Staff and Student Publications

PURPOSE: Self-sampling is increasingly being used in screening programs, yet no studies to date have examined the impact of bodily characteristics on self-sampling experiences. Our objective was to assess whether body mass index (BMI) and physical disability were associated with anal self-sampling difficulty.

METHODS: We recruited sexual minority men (SMM) and trans persons in Milwaukee, Wisconsin to participate in an anal cancer screening study. Between January 2020 and August 2022, 240 participants were randomized to a home (n = 120) or clinic (n = 120) screening arm. Home participants received a mailed at-home anal self-sampling kit and were asked to …

Stroke Survivors’ Telemedicine Experiences During The Covid-19 Pandemic: A Phenomenological Investigation, Barbara Kimmel, Annette Walder, Anette Ovalle, Chethan P Venkatasubba Rao, Sean I Savitz, Mark Goldberg, Steven Warach, Salvador Cruz-Flores, Daiwai M Olson, Jane A Anderson

Faculty, Staff and Student Publications

PURPOSE: This study aimed to describe stroke survivors' experiences receiving telemedicine visits at the Lone Star Stroke Consortium during the COVID-19 pandemic.

MATERIALS AND METHODS: A qualitative descriptive phenomenological design was applied to gather patients' telemedicine experiences through in-depth interviews, using a study guide. Audio-recorded interviews were conducted via ZOOM and transcribed verbatim. Two independent reviewers used the Giorgi descriptive method to analyze the data and search for the essence of stroke survivors' follow-up telemedicine experiences during the COVID-19 pandemic.

RESULTS: Fifteen underserved patients were recruited: mean age, 51.8 (15.7), and 9 (60%) females. Three themes emerged: (1) vivid memory …

The Implications Of Ferroptosis In Antibiotic Resistance, Marysol Hohl

Senior Honors Theses

Bacterial infections in the United States are becoming increasingly resistant to existing antibiotic treatments. Due to projected increases in resistance and the recent decrease in novel antibacterials, experts have determined that the United States is in the “post-antibiotic era.” The scientific community has failed to resolve resistance despite the continual discovery of new antibiotic compounds. In the past decade, a novel form of cell death called ferroptosis has been implicated in antibiotic treatment by employing the use of nanotechnology. This literature review will describe the problem of bacterial resistance and demonstrate how current research is pioneering a new age of …

Sociodemographic Factors Influencing Pandemic-Era Ehdi Use And Access, Nicole Perez, David Adkins, Marissa Schuh, Jennifer B. Shinn, Lori Travis, Matthew L. Bush

Journal of Early Hearing Detection and Intervention

Objective: The COVID-19 pandemic impact on Early Hearing Detection and Intervention (EHDI) programs is unknown. This research evaluated sociodemographic factors influencing adherence to EDHI diagnostic testing and the incidence of infant hearing loss during the pandemic.

Method: We evaluated EHDI adherence and incidence of hearing loss in Kentucky before and during the COVID-19 pandemic. Using univariate and multivariate analysis, we evaluated the association of these outcomes to sociodemographic variables.

Results: There were 71,206 births and 1,385 referred infant hearing screening tests during the study period. Infants during the pandemic had a 24% lower odds of hearing testing adherence (OR …

Prevalence Of Liver Cirrhosis And Its Association With Obesity Among Mexican Americans: An Evidence Synthesis, Alexa Perlick, Abaigeal Thompson, Colton Wayne, Angel Rendon, Jose E. Campo Maldonado

Research Colloquium

Introduction: Chronic liver disease is the 6^th and 7^th leading cause of death in Hispanic men and Hispanics, respectively.¹ In contrast to other causes of liver disease, the prevalence of nonalcoholic liver disease has been growing as is diabetes and obesity.²

Objective: There is a paucity of data regarding the prevalence of cirrhosis for Mexican Americans in South Texas. The aim of this evidence synthesis is to investigate the prevalence of cirrhosis in Hispanic populations and its relationship with obesity.

Methods: PubMed was used to perform a thorough literature search on September10, 2020. The terms “liver …

Malignant Colorectal Cancer In The Rio Grande Valley: A Demographical Study, Kevin M. Camstra, Vijian Dhevan

Research Symposium

Background: There is abundant demographical data available that provides an excellent general statistical overview of colorectal cancer (CRC) within the Hispanic population in South Texas. Much is known about the overarching trends regarding incidence, prevalence, mortality and screening rates among this specific population as compared to other racial and ethnic groups at the state and national levels. Despite our understanding of these broad trends, few studies have taken a step inward to provide a closer demographical analysis of a CRC population here in the Rio Grande Valley. In this study, we narrow the scope and take a closer look …