Medicine and Health Sciences Commons^™

Detecting Physical Activity Using Wearable Sensor Data, Dipok Deb

Data Science and Data Mining

This study focuses on detecting physical activity using wearable sensor data, specifically distinguishing between walking and running. A dataset comprising accelerometer and gyroscope readings is used to train and evaluate various machine learning models, including logistic regression, random forest, k-nearest neighbors, naïve Bayes, and XGBoost. Extensive preprocessing, such as creating lag features and rolling statistics, is performed to enhance temporal data representation. The models are evaluated using metrics like accuracy, precision, recall, and F1 score. Incorporating lag and rolling features significantly improves model performance, with logistic regression achieving perfect scores across all metrics. These findings demonstrate the effectiveness of enhanced …

Proceedings From The Sixth Annual Society For Sports Neuroscience Conference, Neurosports Editorial Staff

Journal for Sports Neuroscience

Proceedings from the Sixth Annual Society for Sports Neuroscience Conference

Co-Designing A Digital Nutrition Intervention For Individuals With Severe Mental Illness Using The Behaviour Change Wheel, Ciara O'Sullivan, Tara Coppinger, Indika Dhanapala, Alison Merrotsy

Publications

Title: Co-Designing a Digital Nutrition Intervention for Individuals with Severe Mental Illness Using the Behaviour Change Wheel

Purpose: This study aims to develop a digital nutrition intervention for individuals with severe mental illness (SMI) residing in high-support mental health hostels, using a theoretically informed co-design approach.

Design/methodology/approach: This study will employ a participatory, mixed-methods approach, incorporating Public and Patient Involvement (PPI) to ensure user-centred intervention design. The Behaviour Change Wheel (BCW) guides the selection of intervention functions, Behaviour Change Techniques (BCTs) and delivery methods. The study will consist of three phases: (1) Preparation, (2) Co-Design, and (3) Finalisation.

Findings: Data …

Plasma Insulin-Like Growth Factor-Binding Protein-7 Is Positively Associated With Age, Obesity, Mortality, And Cancer In Postmenopausal Women, Melissa C Orenduff, Carl F Pieper, Emma H Allott, Michael F Coleman, Su Yon Jung, Mara Z Vitolins, Jenifer I Fenton, Chu Chen, Candyce H Kroenke, Fred K Tabung, Ana Barac, Electra D Paskett, Michael N Pollak, Jennifer Hays-Grudo, Shine Chang, Stephen D Hursting

Faculty, Staff and Student Publications

Background: Predictors of premature death and cancer development are needed to more precisely identify individuals who may warrant preventive intervention. Circulating insulin-like growth factor (IGF)-binding protein-7 (IGFBP7) and, to a lesser extent, the IGFBP7/IGF-1 ratio are emerging biomarkers of renal and cardiovascular morbidity. However, their relationships with aging, obesity, mortality, and cancer risk remain unclear.

Methods: This hypothesis-generating study investigated plasma IGFBP7, IGF-1, and their ratio as predictors of all-cause mortality and the incidence of any cancer (excluding nonmelanoma skin cancer), obesity-related cancer (composite of 13 cancer types), and breast cancer in a large longitudinal cohort of postmenopausal women. We …

Posterior Predictive Design For Phase I Clinical Trials, Chenqi Fu, Shouhao Zhou, J Jack Lee

Faculty, Staff and Student Publications

Interval-based designs represent cutting-edge adaptive methodologies for phase I clinical trials to identify the maximum tolerated dose (MTD). These designs exhibit robust performance comparable to more intricate, model-based designs, and their pretabulated decision rule enables them to be implemented as simply as the conventional algorithm-based designs. In this paper, we introduce the posterior predictive (PoP) design, a novel interval-based design that leverages advanced Bayesian predictive hypothesis testing techniques for dose escalation and de-escalation. Our work moves beyond the existing model-assisted interval-based designs by achieving global optimality in dose transition. Theoretically, the global optimality ensures that the proposed design can consistently …

Restoration Of The Tumor Suppressor Function Of Y220c-Mutant P53 By Rezatapopt, A Small-Molecule Reactivator, Anna M Puzio-Kuter, Lizhong Xu, Mary Kate Mcbrayer, Romyr Dominique, Hongju H Li, Bruce J Fahr, Alyssa M Brown, Amy E Wiebesiek, Brandon M Russo, Chris L Mulligan, Hong Yang, Josh Battaglia, Kimberly A Robell, Dafydd H Thomas, Kuo-Sen Huang, Alexander Solovyov, Benjamin D Greenbaum, Jonathan D Oliner, Thomas W Davis, Melissa L Dumble, Melissa L Johnson, Shunbin Xiong, Peirong Yang, Guillermina Lozano, Marc M Fellous, Binh T Vu, Alison M Schram, Arnold J Levine, Masha V Poyurovsky

Faculty, Staff and Student Publications

Restoration of the tumor suppressor function of tumor-associated p53 mutants, including the Y220C substitution, has posed a significant challenge for therapeutic discovery. In this study, we describe rezatapopt (PC14586), part of a series of compounds designed to reactivate the p53 Y220C mutant. These compounds restore p53 tumor suppressor function by correcting its conformation and enabling it to bind DNA and activate downstream target genes, thus inducing antiproliferative changes in tumor cells. Our findings are supported by biochemical and structural analysis, in vitro and in vivo transcriptomics, and functional data, revealing the recovery of multiple aspects of the wild-type p53 program. …

Phage-Induced Protection Against Lethal Bacterial Reinfection, Yikun Xing, Haroldo J Hernandez Santos, Ling Qiu, Samantha R Ritter, Jacob J Zulk, Rachel Lahowetz, Kathryn A Patras, Austen L Terwilliger, Anthony W Maresso

Faculty, Staff and Students Publications

Bacteriophages, or phages, are viruses that target and infect bacteria. Due to a worldwide rise in antimicrobial resistance (AMR), phages have been proposed as a promising alternative to antibiotics for the treatment of resistant bacterial infections. Up to this point in history, phage use in preclinical animal studies, clinical trials, and emergency-use compassionate care cases has centered around the original observation from 1915 showing phage as lytic agent, and thus a treatment that kills bacteria. Here, we describe an activity associated with phage therapy that extends beyond lytic activity that results in long-term protection against reinfection. This activity is potent, …

Mutant P53 Gain Of Function: Why Many See It, Why Some Do Not, Guillermina Lozano, Carol Prives, Kanaga Sabapathy

Faculty, Staff and Student Publications

Mutations in the TP53 tumor-suppressor gene in human cancer are unique in that 60% to 70% are of the missense variety, resulting in a full-length protein that is often highly expressed in patients' tumors. These missense mutant proteins often exhibit pro-oncogenic activities (referred to as gain of function) in mouse models and human cell lines and correlate with poor cancer prognosis in some cases.

Arts-Based Sustainability: From New York To Malawi, Martha B. Lerski

Publications and Research

Recognizing that libraries serve multiple constituencies and subject areas, this chapter documents and advocates for development of transdisciplinary arts-based research (ABR) and culture-related projects linked to environmental challenges. Libraries contribute collections and spaces, as well as the research of library and information scientists. Libraries are currently among invisible contributors to sustainability planning and services. The chapter will link this invisibility to the value of what visual arts refer to as negative space elements in subjects ranging from traditional ecological knowledge to environmental science. Library collections, projects, and research contribute to education for sustainable development (ESD) as required to achieve the …

Walk A Mile: Exploring Cause-Based Charity Event Participation As A Catalyst For Increasing Physical Activity Behavior, Kimberly S. Fasczewski, Andrey A. Sanko Posada, Meg Hopkins

Journal of Social, Behavioral, and Health Sciences

Despite the known benefits of physical activity (PA), more than half of U.S. adults do not meet the American College of Sports Medicine’s PA recommendations for health, often resulting in negative health outcomes. Developing programming that increases motivation for PA participation is critical for healthcare professionals to combat physical inactivity. Previous research has demonstrated that framing disease-based PA charity fundraising events as “helping a cause” improved motivation for PA due to the individual’s emotional connection to the cause. There is currently no congruent research on motivation for participation in cause-based charity events. Behavioral economics theory posits that cognitive, emotional, and …

Mutation Of Smarca4 Induces Cancer Cell-Intrinsic Defects In The Enhancer Landscape And Resistance To Immunotherapy, Yawen Wang, Ismail M Meraz, Md Qudratullah, Sasikumar Kotagiri, Yanyan Han, Yuanxin Xi, Jing Wang, Kadir C Akdemir, Jack A Roth, Yonathan Lissanu

Faculty, Staff and Student Publications

Cancer genomic studies have identified frequent alterations in genes encoding components of the SWI/SNF chromatin remodeling complex, including SMARCA4 and ARID1A. Importantly, clinical reports indicate that SMARCA4-mutant lung cancers respond poorly to immunotherapy and have dismal prognosis. In this study, we corroborated the clinical findings by using immune-humanized, syngeneic, and genetically engineered mouse models of lung cancer harboring SMARCA4 deficiency. Specifically, models with SMARCA4 loss showed decreased response to anti-PD-1 immunotherapy associated with significantly reduced infiltration of dendritic cells and CD4+ T cells into the tumor microenvironment. SMARCA4 loss in tumor cells led to profound downregulation of STING1, IL1β, and …

Present And Future Of Microbiome-Targeting Therapeutics, Lauren E Lynch, Rachel Lahowetz, Christian Maresso, Austen Terwilliger, Jason Pizzini, Valeria Melendez Hebib, Robert A Britton, Anthony W Maresso, Geoffrey A Preidis

Children’s Nutrition Research Center Staff Publications

A large body of evidence suggests that single- and multiple-strain probiotics and synbiotics could have roles in the management of specific gastrointestinal disorders. However, ongoing concerns regarding the quality and heterogeneity of the clinical data, safety in vulnerable populations, and the lack of regulation of products containing live microbes are barriers to widespread clinical use. Safety and regulatory issues must be addressed and new technologies considered. One alternative future strategy is the use of synthetic bacterial communities, defined as manually assembled consortia of two or more bacteria originally derived from the human gastrointestinal tract. Synthetic bacterial communities can model functional, …

Suppression Of Brca1 Facilitates Kidney Regeneration, Kaira A Church, Xunian Zhou, Raghu Kalluri

Faculty, Staff and Student Publications

Maladaptive repair following kidney injury leads to the development of kidney disease. In this issue of JEM, Ajay et al. (https://doi.org/10.1084/jem.20231107) uncover the role of breast cancer susceptibility gene 1 (BRCA1) in cell cycle arrest, DNA damage, and cell senescence, preventing maladaptive repair.

Drosha: A New Tumor Suppressor In Pineoblastoma, Zhixuan Huang, Xueli Ren, Jian Hu

Faculty, Staff and Student Publications

In this Outlook, Huang et al. discuss a study in this issue of Genes & Development by Fraire et al. that shows that a deficiency in miRNA processors Drosha and Dicer and consequent cell cycle gene derepression promote pineoblastoma development. The authors highlight the heterogeneity of pineoblastoma's pathogenic mechanisms and its implications for therapeutic interventions in the clinic.

Switching On The Evolutionary Potential Of Pancreatic Cancer: The Tumor Suppressor Functions Of Pbrm1, Luigi Perelli, Giannicola Genovese

Faculty, Staff and Student Publications

Cell plasticity is a hallmark of cancer, enabling tumor cells to acquire multiple phenotypes responsible for tumor progression, metastasis, and therapy resistance. In this issue of the JCI, Kawai and colleagues leveraged genetically engineered mouse models (GEMM) of pancreatic ductal adenocarcinoma (PDAC) to demonstrate that loss of Pbrm1, a member of the SWI/SNF complex, drives dedifferentiation and aggressive tumor features. Pbrm1 loss activated a program of epithelial-to-mesenchymal transition (EMT) and allowed the emergence of poorly differentiated histologies that are commonly associated with high recurrence rate and dismal prognosis. These findings reveal the role of the SWI/SNF complex during PDAC evolution …

Hyaluronan Network Remodeling By Zeb1 And Itih2 Enhances The Motility And Invasiveness Of Cancer Cells, Sieun Lee, Jihye Park, Seongran Cho, Eun Ju Kim, Seonyeong Oh, Younseo Lee, Sungsoo Park, Keunsoo Kang, Dong Hoon Shin, Song Yi Ko, Jonathan M Kurie, Young-Ho Ahn

Faculty, Staff and Student Publications

Hyaluronan (HA) in the extracellular matrix promotes epithelial-mesenchymal transition (EMT) and metastasis; however, the mechanism by which the HA network constructed by cancer cells regulates cancer progression and metastasis in the tumor microenvironment (TME) remains largely unknown. In this study, inter-α-trypsin inhibitor heavy chain 2 (ITIH2), an HA-binding protein, was confirmed to be secreted from mesenchymal-like lung cancer cells when cocultured with cancer-associated fibroblasts. ITIH2 expression is transcriptionally upregulated by the EMT-inducing transcription factor ZEB1, along with HA synthase 2 (HAS2), which positively correlates with ZEB1 expression. Depletion of ITIH2 and HAS2 reduced HA matrix formation and the migration and …

A Comprehensive, Multi-Center, Immunogenomic Analysis Of Melanoma Brain Metastases, Lucy Boyce Kennedy, Amanda E D Van Swearingen, Marissa R Lee, Layne W Rogers, Alexander B Sibley, Jeff Sheng, Dadong Zhang, Xiaodi Qin, Eric S Lipp, Swaminathan Kumar, Aron Joon, Pixu Shi, Michael A Davies, Kouros Owzar, Carey K Anders, April K S Salama

Faculty, Staff and Student Publications

Background: Melanoma brain metastases (MBM) have a unique molecular profile compared to extracranial metastases (ECM). Description of the biological features and clinical outcomes of MBM will facilitate the design of rational therapies.

Methods: We examined the mutational landscape and gene expression profiles of MBM (74 patients) and ECM (34 patients) in paired patient samples from a previously published dataset with whole-exome sequencing (WES) and RNA sequencing (RNAseq) data from MD Anderson Cancer Center (MDACC). We also present findings from MBM from a new cohort of 14 patients from Duke University to strengthen investigation of somatic mutations and gene expression profiles. …

Harnessing Electrophiles In Vivo: A Pilot Study In Swine Using A Hydrophobic Radiopaque Formulation Of 2-Propylpentanoyl Chloride, Erik Cressman, Danielle Stolley, Natalie Fowlkes, Edd Felix, Waldemar Priebe, Steve Parrish, David Fuentes

Faculty, Staff and Student Publications

Manipulating biology through chemistry is older than the discipline of chemistry itself. Traditionally, selectivity of oral or intravenous drugs relied on preferential drug-receptor binding. A novel approach exploiting image-guided techniques to impart spatial selectivity opens up a wide range of new possibilities for study and manipulation of biology. Motivated initially by the poor prognosis for solid tumors such as liver cancer, we demonstrate the use of an extreme form of in vivo chemistry for targeted delivery of 2-propylpentanoyl chloride in a swine model. The ensuing reaction in tissue devitalizes it by multiple mechanisms with lasting effects and, critically, demonstrates very …

Empowering Community Through Extension: Identifying Community Health And Wellness Strengths And Needs, Allyson A. Spears, Alexis Zickafoose, Emily Wintermute, Peng Lu, Matthew Baker, Scott Cummings

Journal of Human Sciences and Extension

Health and wellness are foundational to thriving communities, yet many Americans face barriers that impact their access to essential health education and services. This study used a community-based participatory research (CBPR) approach to assess the perceived strengths and needs of health and wellness resources of rural and urban Texas communities. Data were collected through a statewide survey (n = 9,418), targeting key aspects of health and wellness. The results identified critical strengths, including school lunch programs and grocery stores accepting electronic benefit transfers (EBT), while reducing obesity and addressing mental health emerged as top community needs in both urban and …

Tailoring Evaluations Of Chronic Rhinosinusitis: Understanding Sleep And Its Effect On Memory Through Actigraphy, Donyea Moore, Rachel Nolte, Yitong Pepper Huang, Shreya Maharana, Pavan Nataraj, Bichun Ouyang, Mahboobeh Mahdavinia

Mathematics Sciences: Faculty Publications

Background/Objectives: Chronic rhinosinusitis (CRS) is a persistent inflammatory condition of the sinonasal mucosa lasting for at least three months. For patients, CRS-related sleep disturbances can significantly disrupt circadian rhythms, leading to further health complications such as cognitive impairment. Despite the well-documented sleep disturbances associated with CRS, there is limited research on objective assessment methods. Additionally, the severity of these issues can vary among patients. This study aims to assess sleep quality and timing in CRS patients and investigate their impact on cognition, providing guidance for personalized and tailored assessment and management of CRS. Methods: Our case–control study compares sleep patterns …

Graduate School Blog - June 2025, Cynthia Haynes

UofM Grad School Blog

The June 2025 edition of the UofM Graduate School Blog helps prospective and current students make informed financial decisions with Part 1 of the Graduate School Cost Guide, breaking down tuition structures such as per-credit hour versus flat-rate models, highlighting UofM’s tuition cap for in-state students, and explaining key university fees and cost differences between online and on-campus formats. The blog also features Brianna Reilly, a Doctor of Musical Arts graduate from New York, who shares how a graduate assistantship and her passion for music education led her to continue at UofM through the pandemic. Additional resources include an …

Topodino: Self-Supervised Topological Representation Learning For Neuronal Morphologies, Yasser Binbisher

Master's Theses

Neuronal cell types are categorized by transcriptomic identity, yet their morphological heterogeneity defies this classification. In response, researchers have adopted unsupervised graph representation learning as a tool to reveal morphological variation within single-class transcriptomic types. However, the complex geometry of neuronal morphology—especially long axons and dense dendrites—challenges graph neural networks, which struggle with message propagation across extended structures. To mitigate this, current approaches enforce sub-sampling on neuronal graphs and omit axons entirely, sacrificing critical biological features for computational efficiency. To overcome this trade-off, this thesis introduces TopoDINO, a self-supervised, topology-aware representation learning model designed to preserve the full hierarchical organization …

A Scan Of Pleiotropic Immune Mediated Disease Genes Identifies Novel Determinants Of Baseline Fviii Inhibitor Status In Hemophilia A, Marcio Almeida, Vincent P. Diego, Kevin R. Viel, Bernadette W. Luu, Eron G. Manusov, Juan M. Peralta, Satish Kumar, Sarah Williams-Blangero, John Blangero, Tom Howard

School of Medicine Publications

Hemophilia-A (HA) is the X-linked bleeding disorder caused by heterogeneous factor (F)VIII gene (F8)-mutations and deficiencies in plasma-FVIII-activity that prevent intrinsic-pathway mediated coagulation-amplification. Severe-HA patients (HAPs) require life-long infusions of therapeutic-FVIII-proteins (tFVIIIs) but ~30% develop neutralizing-tFVIII-antibodies called “FVIII-inhibitors (FEIs)”. We investigated the genetics underlying the variable risk of FEI-development in 450 North American HAPs (206 and 244 respectively self-reporting black-African- or white-European-ancestry) by analyzing the genotypes of single-nucleotide-variations (SNVs) in candidate immune-mediated-disease (IMD)-genes using a binary linear-mixed model of genetic association with baseline-FEI-status, the dependent variable, while simultaneously accounting for their genetic relationships and heterogeneous-F8-mutations to …

Genetic Analysis Of Psychosis Biotypes: Shared Ancestry-Adjusted Polygenic Risk And Unique Genomic Associations, Cuihua Xia, Ney Alliey Rodriguez, Carol A. Tamminga, Matcheri S. Keshavan, Godfrey Pearlson

School of Medicine Publications

The Bipolar-Schizophrenia Network for Intermediate Phenotypes (B-SNIP) created psychosis Biotypes based on neurobiological measurements in a multi-ancestry sample. These Biotypes cut across DSM diagnoses of schizophrenia, schizoaffective disorder, and bipolar disorder with psychosis. Two recently developed post hoc ancestry adjustment methods of Polygenic Risk Scores (PRSs) generate Ancestry-Adjusted PRSs (AAPRSs), which allow for PRS analysis of multi-ancestry samples. Applied to schizophrenia PRS, we found the Khera AAPRS method to show superior portability and comparable prediction accuracy as compared with the Ge method. The three Biotypes of psychosis disorders had similar AAPRSs across ancestries. In genomic analysis of Biotypes, 12 genes, …

The Ethnobotany And Pharmacology Of Medicinal Plants For Caribbean Women’S Health, Ella Thomas Vardeman

Dissertations, Theses, and Capstone Projects

Approximately 55% of the world’s population lives in cities, and the United Nations estimates that this number will rise to 68% by 2050. Urban ethnobotany, the study of people’s traditional knowledge and use of plants in cities, is increasingly important as people adapt their cultural traditions to changing environments. In New York City (NYC), there have been several urban ethnobotany investigations in collaboration with Caribbean immigrant groups. However, there has yet to be an ethnobotanical survey that documents and botanically authenticates the medicinal plants used in the Haitian community. Previous collaborative research with women from the Caribbean in NYC has …

Baseline Predictors Of Responders To Auricular Point Acupressure In Chronic Low Back Pain, Nada Lukkahatai, Wanqi Chen, Jennifer Kawi, Hulin Wu, Claudia M Campbell, Johannes Thrul, Xinran Huang, Paul Christo, Constance M Johnson

Faculty, Staff and Student Publications

Background: Chronic low back pain (cLBP) is a major cause of disability, with varied patient responses to treatments. Auricular point acupressure (APA) has shown potential as a non-pharmacological intervention, but individual responses may differ significantly.

Objective: This study aimed to determine the predictability of baseline characteristics, including functional disability, symptom severity, and treatment expectancy, on clinically significant responses to APA in reducing pain and improving function.

Methods: A secondary analysis was performed using data from a randomized controlled trial with 263 cLBP patients. Participants were randomly assigned to targeted APA (T-APA), non-targeted APA (NT-APA), or to a control group. APA …

Computerized Diagnostic Decision Support Systems-Isabel Pro Versus Chatgpt-4 Part Ii, Joe M Bridges, Xiaoqian Jiang, Michael Ige, Oluwatoniloba Toyobo

Faculty, Staff and Student Publications

Objective: Does a Tree-of-Thought prompt and reconsideration of Isabel Pro's differential improve ChatGPT-4's accuracy; does increasing expert panel size improve ChatGPT-4's accuracy; does ChatGPT-4 produce consistent outputs in sequential requests; what is the frequency of fabricated references?

Materials and methods: Isabel Pro, a computerized diagnostic decision support system, and ChatGPT-4, a large language model. Using 201 cases from the New England Journal of Medicine, each system produced a differential diagnosis ranked by likelihood. Statistics were Mean Reciprocal Rank, Recall at Rank, Average Rank, Number of Correct Diagnoses, and Rank Improvement. For reproducibility, the study compared the initial expert panel run …

Digesting The Details: How Cooking Shapes The Microbiome And Influences Obesity, Tracy Lieu

University Honors Theses

Obesity is a growing global health concern linked to chronic diseases and changes in the gut microbiome. While diet is known to affect gut microbes, less attention has been given to how food processing methods, such as heating, fermentation, and cold processing, change food in ways that influence the gut microbiome and health. This thesis reviews research on how different cooking and preparation techniques affect the availability of nutrients for microbial fermentation and the resulting effects on microbial diversity and metabolism. The findings show that fermentation and cold processing are the most supportive of gut health. These methods help preserve …

Salicylamide Derivative Jmx0312 Protects Immunosuppressed Syrian Hamsters Against Adenovirus Lethal Challenge, Marta Carretero-Ledesma, Jun Li, Javier Martín-Escolano, Soraya Herrera-Espejo, Jimin Xu, Haiying Chen, Caridad Díaz-Navarro, Jerónimo Pachón, Javier Sánchez-Céspedes, Jia Zhou, María Eugenia Pachón-Ibáñez

Faculty, Staff and Student Publications

Despite the fact that human adenovirus (HAdV) causes severe infections in immunosuppressed and immunocompetent individuals, especially in children, there is currently no specific treatment for these infections. Previously we reported a new salicylamide analogue, JMX0312, as a potent inhibitor of HAdV infection with low cytotoxicity in vitro. Here we evaluate the in vivo efficacy and safety of this molecule in the immunosuppressed Syrian hamster model of HAdV infection. JMX0312 administration at a dose of 6.25 mg/kg did not affect the body weight of the animals, and reduced the viral load in liver and blood in a similar way than cidofovir. …

Comparing Stroke Risk Factors Among Sexual Minority Groups In Texas, Brittany Krenek, Samuel Tundealao, Jennifer E S Beauchamp, Sean I Savitz, Irene Tamí-Maury

Faculty, Staff and Student Publications

Background: Knowledge gaps remain on stroke risk and disparities between sexual minority (SM) subgroups. In this study, stroke risk between SM subgroups, specifically gay/bisexual men and lesbian/bisexual women (G/BM and L/BW), was assessed.

Method: Data were collected in June 2022 using a bilingual (English and Spanish) cross-sectional paper-and-pen survey distributed among 183 SM individuals attending the 2022 Houston Pride Parade and Festival, as well as across Texas via phone call or online format. Relevant sociodemographic and stroke risk factors were compared between G/BM and L/BW using chi-square (or Fisher's exact, when appropriate) and two-sample t-tests. Sexual orientation was used to …