Public Health Commons^™

Multivariable Mendelian Randomization With Incomplete Measurements On The Exposure Variables In The Hispanic Community Health Study/Study Of Latinos, Yilun Li, Kin Yau Wong, Annie Green Howard, Penny Gordon-Larsen, Heather M Highland, Mariaelisa Graff, Kari E North, Carolina G Downie, Christy L Avery, Bing Yu, Kristin L Young, Victoria L Buchanan, Robert Kaplan, Lifang Hou, Brian Thomas Joyce, Qibin Qi, Tamar Sofer, Jee-Young Moon, Dan-Yu Lin

Faculty, Staff and Student Publications

Multivariable Mendelian randomization allows simultaneous estimation of direct causal effects of multiple exposure variables on an outcome. When the exposure variables of interest are quantitative omic features, obtaining complete data can be economically and technically challenging: the measurement cost is high, and the measurement devices may have inherent detection limits. In this paper, we propose a valid and efficient method to handle unmeasured and undetectable values of the exposure variables in a one-sample multivariable Mendelian randomization analysis with individual-level data. We estimate the direct causal effects with maximum likelihood estimation and develop an expectation-maximization algorithm to compute the estimators. We …

Rare Variant Contribution To The Heritability Of Coronary Artery Disease, Ghislain Rocheleau, Shoa L Clarke, Gaëlle Auguste, Natalie R Hasbani, Alanna C Morrison, Adam S Heath, Lawrence F Bielak, Kruthika R Iyer, Erica P Young, Nathan O Stitziel, Goo Jun, Cecelia Laurie, Jai G Broome, Alyna T Khan, Donna K Arnett, Lewis C Becker, Joshua C Bis, Eric Boerwinkle, Donald W Bowden, April P Carson, Patrick T Ellinor, Myriam Fornage, Nora Franceschini, Barry I Freedman, Nancy L Heard-Costa, Lifang Hou, Yii-Der Ida Chen, Eimear E Kenny, Charles Kooperberg, Brian G Kral, Ruth J F Loos, Sharon M Lutz, Joann E Manson, Lisa W Martin, Braxton D Mitchell, Rami Nassir, Nicholette D Palmer, Wendy S Post, Michael H Preuss, Bruce M Psaty, Laura M Raffield, Elizabeth A Regan, Stephen S Rich, Jennifer A Smith, Kent D Taylor, Lisa R Yanek, Kendra A Young, Nhlbi Trans-Omics For Precision Medicine (Topmed) Consortium, Austin T Hilliard, Catherine Tcheandjieu, Patricia A Peyser, Ramachandran S Vasan, Jerome I Rotter, Clint L Miller, Themistocles L Assimes, Paul S De Vries, Ron Do

Faculty, Staff and Student Publications

Whole genome sequences (WGS) enable discovery of rare variants which may contribute to missing heritability of coronary artery disease (CAD). To measure their contribution, we apply the GREML-LDMS-I approach to WGS of 4949 cases and 17,494 controls of European ancestry from the NHLBI TOPMed program. We estimate CAD heritability at 34.3% assuming a prevalence of 8.2%. Ultra-rare (minor allele frequency ≤ 0.1%) variants with low linkage disequilibrium (LD) score contribute ~50% of the heritability. We also investigate CAD heritability enrichment using a diverse set of functional annotations: i) constraint; ii) predicted protein-altering impact; iii) cis-regulatory elements from a cell-specific chromatin …

Dna Methylation Near Mad1l1, Kdm2b, And Socs3 Mediates The Effect Of Socioeconomic Status On Elevated Body Mass Index In African American Adults, Láshauntá Glover, Adam G Lilly, Anne E Justice, Annie Green Howard, Brooke S Staley, Yujie Wang, Helen M Kamens, Kendra Ferrier, Jan Bressler, Laura Loehr, Laura M Raffield, Mario Sims, Kari E North, Lindsay Fernández-Rhodes

Faculty, Staff and Student Publications

Obesity and poverty disproportionally affect African American persons. Epigenetic mechanisms could partially explain the association between socioeconomic disadvantage and body mass index (BMI). We examined the extent to which epigenetic mechanisms mediate the effect of socioeconomic status (SES) on BMI. Using data from African American adults from the Atherosclerosis Risk in Communities (ARIC) Study (n = 2664, mean age = 57 years), education, income, and occupation were used to create a composite SES score at visit 1 (1987-1989). We conducted two methylation-wide association analyses to identify associations between SES (visit 1), BMI and cytosine-phosphate-guanine (CpG) sites measured at a subsequent …

Whole-Genome Sequencing In 333,100 Individuals Reveals Rare Non-Coding Single Variant And Aggregate Associations With Height, Gareth Hawkes, Robin N Beaumont, Zilin Li, Ravi Mandla, Xihao Li, Christine M Albert, Donna K Arnett, Allison E Ashley-Koch, Aneel A Ashrani, Kathleen C Barnes, Eric Boerwinkle, Jennifer A Brody, April P Carson, Nathalie Chami, Yii-Der Ida Chen, Mina K Chung, Joanne E Curran, Dawood Darbar, Patrick T Ellinor, Myrian Fornage, Victor R Gordeuk, Xiuqing Guo, Jiang He, Chii-Min Hwu, Rita R Kalyani, Robert Kaplan, Sharon L R Kardia, Charles Kooperberg, Ruth J F Loos, Steven A Lubitz, Ryan L Minster, Take Naseri, Satupa'itea Viali, Braxton D Mitchell, Joanne M Murabito, Nicholette D Palmer, Bruce M Psaty, Susan Redline, M Benjamin Shoemaker, Edwin K Silverman, Marilyn J Telen, Scott T Weiss, Lisa R Yanek, Hufeng Zhou, Nhlbi Trans-Omics For Precision Medicine (Topmed) Consortium, Ching-Ti Liu, Kari E North, Anne E Justice, Jonathan M Locke, Nick Owens, Anna Murray, Kashyap Patel, Timothy M Frayling, Caroline F Wright, Andrew R Wood, Xihong Lin, Alisa Manning, Michael N Weedon

Faculty, Staff and Student Publications

The role of rare non-coding variation in complex human phenotypes is still largely unknown. To elucidate the impact of rare variants in regulatory elements, we performed a whole-genome sequencing association analysis for height using 333,100 individuals from three datasets: UK Biobank (N = 200,003), TOPMed (N = 87,652) and All of Us (N = 45,445). We performed rare ( < 0.1% minor-allele-frequency) single-variant and aggregate testing of non-coding variants in regulatory regions based on proximal-regulatory, intergenic-regulatory and deep-intronic annotation. We observed 29 independent variants associated with height at P < 6×10-10" role="presentation" style="box-sizing: inherit; display: inline-block; line-height: 0; font-size: 18.08px; font-size-adjust: none; overflow-wrap: normal; text-wrap-mode: nowrap; float: none; direction: ltr; max-width: none; max-height: none; min-width: 0px; min-height: 0px; border: 0px; margin: 0px; padding: 1px 0px; color: rgb(33, 33, 33); font-family: BlinkMacSystemFont, -apple-system, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", sans-serif; position: relative;">6×10−106×10-10 after conditioning on previously reported variants, with effect sizes ranging from -7cm to +4.7 cm. We also identified and replicated non-coding aggregate-based associations proximal to HMGA1 containing variants associated with a 5 cm taller height and of highly-conserved variants in …

Semi-Supervised Machine Learning Method For Predicting Homogeneous Ancestry Groups To Assess Hardy-Weinberg Equilibrium In Diverse Whole-Genome Sequencing Studies, Derek Shyr, Rounak Dey, Xihao Li, Hufeng Zhou, Eric Boerwinkle, Steve Buyske, Mark Daly, Richard A Gibbs, Ira Hall, Tara Matise, Catherine Reeves, Nathan O Stitziel, Michael Zody, Benjamin M Neale, Xihong Lin

Faculty, Staff and Student Publications

Large-scale, multi-ethnic whole-genome sequencing (WGS) studies, such as the National Human Genome Research Institute Genome Sequencing Program's Centers for Common Disease Genomics (CCDG), play an important role in increasing diversity for genetic research. Before performing association analyses, assessing Hardy-Weinberg equilibrium (HWE) is a crucial step in quality control procedures to remove low quality variants and ensure valid downstream analyses. Diverse WGS studies contain ancestrally heterogeneous samples; however, commonly used HWE methods assume that the samples are homogeneous. Therefore, directly applying these to the whole dataset can yield statistically invalid results. To account for this heterogeneity, HWE can be tested on …

Physical Exercise-Related Manifestations Of Long Covid: A Systematic Review And Meta-Analysis, Chen Zheng, Jun-Jie Chen, Zi-Han Dai, Ke-Wen Wan, Feng-Hua Sun, Jun-Hao Huang, Xiang-Ke Chen

Faculty, Staff and Student Publications

OBJECTIVE: This study aims to systematically assess physical exercise-related symptoms of post-acute sequelae of SARS-CoV-2 infection (PASC or long COVID) in coronavirus disease 2019 (COVID-19) survivors.

METHODS: Eight databases were systematically searched on March 03, 2024. Original studies that compared physical exercise-related parameters measured by exercise testing between COVID-19 survivors who recovered from SARS-CoV-2 infection over 3 months and non-COVID-19 controls were included. A random-effects model was utilized to determine the mean differences (MDs) or standardized MDs in the meta-analysis.

RESULTS: A total of 40 studies with 6241 COVID-19 survivors were included. The 6-min walk test, maximal oxygen consumption (VO …

Medical Students’ Self-Perceived Knowledge And Clinical Comfort With Genetics In Pakistan, Maheen Arshad, Angela Trepanier, S Shahrukh Hashmi, Rizwan Naeem, Saqib Mehmood, Myla Ashfaq

Faculty, Staff and Student Publications

Pakistan has a high rate of genetic disorders and neonatal mortality concurrent with noted lack of genetic counselors and geneticists. To meet the needs of the patient population, the responsibility of providing clinical genetic services falls on general and specialty physicians. However, their education regarding these essential services is not standardized in medical school curricula nor has it ever been evaluated. The purpose of this work is to describe the self-perceived knowledge, clinical comfort, and perspectives of Pakistani medical students toward their medical genetics' education. A web-based survey was distributed electronically to medical schools around the country. The survey comprised …

Viability Discrimination Of Bacterial Microbiomes In Home Kitchen Dish Sponges Using Propidium Monoazide Treatment, Christina K Carstens, Joelle K Salazar, Shreela Sharma, Wenyaw Chan, Charles Darkoh

Faculty, Staff and Student Publications

Dish sponges are known to support the proliferation of human bacterial pathogens, yet they are commonly used by consumers. Exposure to foodborne pathogens via sponge use may lead to illness, a serious concern among susceptible populations. The extent of exposure risks from sponge use has been limited by constraints associated with culture-independent or dependent methods for bacterial community characterization. Therefore, five used dish sponges were characterized to evaluate the presence of viable bacterial foodborne pathogens using the novel application of propidium monoazide (PMA) treatment and targeted 16S rRNA gene amplicon sequencing. Select pathogen viability was confirmed using targeted selective enrichment. …

Regulation Of Fibrinogen Synthesis, Dre'von A Dobson, Richard J Fish, Paul S De Vries, Alanna C Morrison, Marguerite Neerman-Arbez, Alisa S Wolberg

Faculty, Staff and Student Publications

The plasma protein fibrinogen is encoded by 3 structural genes (FGA, FGB, and FGG) that are transcribed to mRNA, spliced, and translated to 3 polypeptide chains (Aα, Bβ, and γ, respectively). These chains are targeted for secretion, decorated with post-translational modifications, and assembled into a hexameric “dimer of trimers” (AαBβγ)2. Fully assembled fibrinogen is secreted into the blood as a 340 kDa glycoprotein. Fibrinogen is one of the most prevalent coagulation proteins in blood, and its expression is induced by inflammatory cytokines, wherein circulating fibrinogen levels may increase up to 3-fold during acute inflammatory events. Abnormal …

Ficture: Scalable Segmentation-Free Analysis Of Submicron-Resolution Spatial Transcriptomics, Yichen Si, Changhee Lee, Yongha Hwang, Jeong H Yun, Weiqiu Cheng, Chun-Seok Cho, Miguel Quiros, Asma Nusrat, Weizhou Zhang, Goo Jun, Sebastian Zöllner, Jun Hee Lee, Hyun Min Kang

Faculty, Staff and Student Publications

Spatial transcriptomics (ST) technologies have advanced to enable transcriptome-wide gene expression analysis at submicron resolution over large areas. However, analysis of high-resolution ST is often challenged by complex tissue structure, where existing cell segmentation methods struggle due to the irregular cell sizes and shapes, and by the absence of segmentation-free methods scalable to whole-transcriptome analysis. Here we present FICTURE (Factor Inference of Cartographic Transcriptome at Ultra-high REsolution), a segmentation-free spatial factorization method that can handle transcriptome-wide data labeled with billions of submicron-resolution spatial coordinates and is compatible with both sequencing-based and imaging-based ST data. FICTURE uses the multilayered Dirichlet model …

Clonal Hematopoiesis Of Indeterminate Potential Is Associated With Reduced Risk Of Cognitive Impairment In Patients With Chronic Kidney Disease, Cissy Xiao, Manjula Kurella Tamura, Yang Pan, Varun Rao, Celestin Missikpode, Caitlyn Vlasschaert, Tetsushi Nakao, Xiao Sun, Changwei Li, Zhijie Huang, Amanda Anderson, Md Mesbah Uddin, Do-Kyun Kim, Jonathan Taliercio, Rajat Deo, Zeenat Bhat, Dawei Xie, Panduranga Rao, Jing Chen, James P Lash, Jiang He, Pradeep Natarajan, James E Hixson, Kristine Yaffe, Tanika N Kelly, Cric Study Investigators

Faculty, Staff and Student Publications

Introduction: Clonal hematopoiesis of indeterminate potential (CHIP) and dementia disproportionately burden patients with chronic kidney disease (CKD). The association between CHIP and cognitive impairment in CKD patients is unknown.

Methods: We conducted time-to-event analyses in up to 1452 older adults with CKD from the Chronic Renal Insufficiency Cohort who underwent CHIP gene sequencing. Cognition was assessed using four validated tests in up to 6 years mean follow-up time. Incident cognitive impairment was defined as a test score one standard deviation below the baseline mean.

Results: Compared to non-carriers, CHIP carriers were markedly less likely to experience impairment in attention (adjusted …

Hippocampal Gray Matter Volume In Young Adulthood Varies With Adolescent Alcohol Use, Juliann B Purcell, Nathaniel G Harnett, Sylvie Mrug, Marc N Elliott, Susan Tortolero Emery, Mark A Schuster, David C Knight

Faculty, Staff and Student Publications

Adolescent substance use is linked with negative future outcomes (e.g., depression, anxiety, substance use disorder). Given that the brain undergoes significant maturation during adolescence, this developmental period may represent a time of particular vulnerability to substance use. Neuroimaging research has largely focused on heavy or binge patterns of substance use; thus, relatively less is known about the neural impact of a broader range of adolescent substance use. Characterizing the neural impact of a broader range of adolescent substance use may inform prevention and treatment efforts. The present study investigated relationships between adolescent substance use trajectories (i.e., alcohol, tobacco, and cannabis) …

Dna Methylation-Derived Immune Cell Proportions And Cancer Risk In Black Participants, Christopher S Semancik, Naisi Zhao, Devin C Koestler, Eric Boerwinkle, Jan Bressler, Rachel J Buchsbaum, Karl T Kelsey, Elizabeth A Platz, Dominique S Michaud

Faculty, Staff and Student Publications

Prior cohort studies assessing cancer risk based on immune cell subtype profiles have predominantly focused on White populations. This limitation obscures vital insights into how cancer risk varies across race. Immune cell subtype proportions were estimated using deconvolution based on leukocyte DNA methylation markers from blood samples collected at baseline on participants without cancer in the Atherosclerosis Risk in Communities Study. During a mean of 17.5 years of follow-up, 668 incident cancers were diagnosed in 2,467 Black participants. Cox proportional hazards regression was used to examine immune cell subtype proportions and overall cancer incidence and site-specific incidence (lung, breast, and …

Measuring Anxiety Among Latino Immigrant Populations: Within-Country And Between-Country Comparisons, Sumeyra Sahbaz, Ronald B Cox, Pablo Montero-Zamora, Christopher P Salas-Wright, Mildred M Maldonado-Molina, Melissa M Bates, Augusto Pérez-Gómez, Juliana Mejía-Trujillo, Saskia R Vos, Carolina Scaramutti, Patrizia A Perazzo, Maria Duque, Maria Fernanda Garcia, Eric C Brown, Seth J Schwartz

Faculty, Staff and Student Publications

Anxiety is the most prevalent mental health disorder among adults worldwide. Given its increased prevalence among migrants due to their marginalized position in the societies where they reside, psychometric evaluations of anxiety measures such as the Generalized Anxiety Disorder-7 (GAD-7) are needed for use with migrants. The present study is the first attempt to compare the structure of GAD-7 scores for (a) different Latino groups in the same country and (b) the same Latino group in two different countries. Using three samples of Mexican and Venezuelan migrants (total N = 933), we provide reliability and validity evidence of the GAD-7 …

Classification Of Isolated Versus Multiple Birth Defects: An Automated Process For Population-Based Registries, Renata H Benjamin, Joanne M Nguyen, Margaret Drummond-Borg, Angela E Scheuerle, Peter H Langlois, Mark A Canfield, Charles J Shumate, Laura E Mitchell, A J Agopian

Faculty, Staff and Student Publications

Epidemiologic studies of birth defects often conduct separate analyses for cases that have isolated defects (e.g., spina bifida only) and cases that have multiple defects (e.g., spina bifida and a congenital heart defect). However, in some instances, cases with additional defects (e.g., spina bifida and clubfoot) may be more appropriately considered as isolated because the co-occurring defect (clubfoot) is believed to be developmentally related to the defect of interest. Determining which combinations should be considered isolated can be challenging and potentially resource intensive for registries. Thus, we developed automated classification procedures for differentiating between isolated versus multiple defects, while accounting …

Transgender Women With Hiv Demonstrate Unique Non-Alcoholic Fatty Liver Disease Profiles, Jordan E Lake, Ana N Hyatt, Han Feng, Hongyu Miao, Anoma Somasunderam, Netanya S Utay, Kathleen E Corey

Faculty, Staff and Student Publications

Purpose: Non-alcoholic fatty liver disease (NAFLD) prevalence and severity may be higher in people with human immunodeficiency virus (HIV) than the general population, and vary with sex and age. We explored NAFLD characteristics by gender.

Methods: Adult transgender women (TW), cisgender women (CW), and cisgender men (CM) with HIV on antiretroviral therapy and without other known causes of liver disease underwent screening for NAFLD (2017-2020). Circulating factors associated with NAFLD were measured. Hepatic steatosis and fibrosis were assessed using transient elastography by controlled attenuation parameter (CAP) and liver stiffness measurement (LSM), respectively. Analysis of variance/Wilcoxon testing compared normally/non-normally distributed variables, …

Physical Activity And Sedentary Time Among Us Adolescents Before And During Covid-19: Findings From A Large Cohort Study, Ethan T Hunt, Keith Brazendale, Augusto C F De Moraes, Raja Malkani, Natalia I Heredia, Christopher D Pfledderer, Denver M Brown, Deanna M Hoelscher, Michael W Beets, Robert G Weaver

Faculty, Staff and Student Publications

INTRODUCTION: Evidence suggests that adolescents engage in less physical activity during the summer break. Less is known regarding physical activity during the summer months of the COVID-19 pandemic.

METHODS: Utilizing data from the Adolescent Brain Cognitive Development study, the authors examined daily activity measured by Fitbit Charge 2 devices before and after the onset of the COVID-19 pandemic during school and summer months. Linear models estimated activity during pre-COVID-19 school, pre-COVID-19 summer, COVID-19 school, and COVID-19 summer.

RESULTS: Participants (N=7,179, aged 11.96 years, 51% female, 51% White) accumulated 8,671.0 (95% CI=8,544.7; 8,797.3) steps, 32.5 (95% CI=30.8, 32.3) minutes of moderate-to-vigorous …

Phenotypic Diversity Of Type Iii Secretion System Activity In Enteropathogenic Escherichia Coli Clinical Isolates, Carmen A Contreras, Tracy H Hazen, Carmen Guadarrama, Ramón Cervantes-Rivera, Theresa J Ochoa, Pablo Vinuesa, David A Rasko, Jose L Puente

Faculty, Staff and Student Publications

Introduction. Enteropathogenic Escherichia coli (EPEC) strains pose a significant threat as a leading cause of severe childhood diarrhoea in developing nations. EPEC pathogenicity relies on the type III secretion system (T3SS) encoded by the locus of enterocyte effacement (LEE), facilitating the secretion and translocation of bacterial effector proteins.

Gap Statement. While the regulatory roles of PerC (plasmid-encoded regulator) and GrlA (global regulator of LEE-activator) in ler expression and LEE gene activation are well-documented in the EPEC prototype strain E2348/69, understanding the variability in LEE gene expression control mechanisms among clinical EPEC isolates remains an area requiring further investigation.

Aim. This …

Multicohort Epigenome-Wide Association Study Of All-Cause Cardiovascular Disease And Cancer Incidence: A Cardio-Oncology Approach, Arce Domingo-Relloso, Angela L Riffo-Campos, Naisi Zhao, Guillermo Ayala, Karin Haack, Carlos Manterola, Dorothy A Rhoades, Jason G Umans, M Daniele Fallin, Miguel Herreros-Martinez, Marina Pollan, Eric Boerwinkle, Elizabeth A Platz, Miranda R Jones, Jan Bressler, Roby Joehanes, Calen P Ryan, Juan R Gonzalez, Daniel Levy, Daniel W Belsky, Shelley A Cole, Dominique S Michaud, Ana Navas-Acien, Maria Tellez-Plaza

Faculty, Staff and Student Publications

BACKGROUND: Emerging evidence reveals a complex relationship between cardiovascular disease (CVD) and cancer, which share common risk factors and biological pathways.

OBJECTIVES: The aim of this study was to evaluate common epigenetic signatures for CVD and cancer incidence in 3 ethnically diverse cohorts: Native Americans from the SHS (Strong Heart Study), European Americans from the FHS (Framingham Heart Study), and European Americans and African Americans from the ARIC (Atherosclerosis Risk In Communities) study.

METHODS: A 2-stage strategy was used that included first conducting untargeted epigenome-wide association studies for each cohort and then running targeted models in the union set of …

Il-22 Resolves Masld Via Enterocyte Stat3 Restoration Of Diet-Perturbed Intestinal Homeostasis, Peng Zhang, Junlai Liu, Allen Lee, Irene Tsaur, Masafumi Ohira, Vivian Duong, Nicholas Vo, Kosuke Watari, Hua Su, Ju Youn Kim, Li Gu, Mandy Zhu, Shabnam Shalapour, Mojgan Hosseini, Gautam Bandyopadhyay, Suling Zeng, Cristina Llorente, Haoqi Nina Zhao, Santosh Lamichhane, Siddharth Mohan, Pieter C Dorrestein, Jerrold M Olefsky, Bernd Schnabl, Pejman Soroosh, Michael Karin

Faculty, Staff and Student Publications

The exponential rise in metabolic dysfunction-associated steatotic liver disease (MASLD) parallels the ever-increasing consumption of energy-dense diets, underscoring the need for effective MASLD-resolving drugs. MASLD pathogenesis is linked to obesity, diabetes, "gut-liver axis" alterations, and defective interleukin-22 (IL-22) signaling. Although barrier-protective IL-22 blunts diet-induced metabolic alterations, inhibits lipid intake, and reverses microbial dysbiosis, obesogenic diets rapidly suppress its production by small intestine-localized innate lymphocytes. This results in STAT3 inhibition in intestinal epithelial cells (IECs) and expansion of the absorptive enterocyte compartment. These MASLD-sustaining aberrations were reversed by administration of recombinant IL-22, which resolved hepatosteatosis, inflammation, fibrosis, and insulin resistance. Exogenous …

Hormone Replacement Therapy And Risk Of Pancreatic Cancer In Postmenopausal Women: Evidence From The Us National Inpatient Sample 2008–2018, Lei Liu, Xinyu Wang, Dekai Guo, Ruirui Ma, Haibing Gong, Congjun Wang

Faculty, Staff and Student Publications

BACKGROUND: Pancreatic cancer is a serious, usually fatal disease and one of the most aggressive malignancies. Research into whether hormone replacement therapy (HRT) might protect against pancreatic cancer has yielded mixed results. This study aimed to investigate the potential association between HRT and the risk of pancreatic cancer in postmenopausal women.

METHODS: This population-based, retrospective study extracted data from the US National Inpatient Sample (NIS) 2008-2018. Hospitalized females aged ≥55 years were eligible for inclusion. Associations between HRT, other study variables, and pancreatic cancer diagnosis were determined using univariate and multivariable regression analyses.

RESULTS: After 1:4 matching by age, data …

A Framework For Human Evaluation Of Large Language Models In Healthcare Derived From Literature Review, Thomas Yu Chow Tam, Sonish Sivarajkumar, Sumit Kapoor, Alisa V Stolyar, Katelyn Polanska, Karleigh R Mccarthy, Hunter Osterhoudt, Xizhi Wu, Shyam Visweswaran, Sunyang Fu, Piyush Mathur, Giovanni E Cacciamani, Cong Sun, Yifan Peng, Yanshan Wang

Faculty, Staff and Student Publications

With generative artificial intelligence (GenAI), particularly large language models (LLMs), continuing to make inroads in healthcare, assessing LLMs with human evaluations is essential to assuring safety and effectiveness. This study reviews existing literature on human evaluation methodologies for LLMs in healthcare across various medical specialties and addresses factors such as evaluation dimensions, sample types and sizes, selection, and recruitment of evaluators, frameworks and metrics, evaluation process, and statistical analysis type. Our literature review of 142 studies shows gaps in reliability, generalizability, and applicability of current human evaluation practices. To overcome such significant obstacles to healthcare LLM developments and deployments, we …

Sequencing-Based Detection Of Avian Influenza A(H5n1) Virus In Wastewater In Ten Cities, Michael J Tisza, Blake M Hanson, Justin R Clark, Li Wang, Katelyn Payne, Matthew C Ross, Kristina D Mena, Anna Gitter, Sara J Javornik Cregeen, Juwan Cormier, Vasanthi Avadhanula, Austen Terwilliger, John Balliew, Fuqing Wu, Janelle Rios, Jennifer Deegan, Pedro A Piedra, Joseph F Petrosino, Eric Boerwinkle, Anthony W Maresso

Faculty, Staff and Student Publications

No abstract provided.

Examining Management And Employees' Perceptions Of Occupational Heat Exposure And The Effectiveness Of A Heat Stress Prevention Intervention On Safety And Well-Being Among Natural Gas Construction Workers: A Qualitative Field-Based Study, Muinat Abolore Idris, Christine Markham, Kristina D Mena, William B Perkison

Faculty, Staff and Student Publications

BACKGROUND: Numerous risk factors have been identified as significantly influencing outdoor workers' risk for heat stress and heat-related conditions, impacting their health, well-being, and productivity. However, the specific effects of these factors on construction workers' safety, health, and well-being remain under-researched. With climate change increasing temperatures, assessing heat stress among construction workers is imperative.

OBJECTIVE: To identify the barriers and facilitators influencing the safety of natural gas construction workers and evaluate an implemented heat stress intervention.

METHODS: In the summer of 2023, two semi-structured interviews and six focus groups were conducted with twenty-one stakeholders at a Texas natural gas construction …

Implementation Of Healthy Heart Ambassador To Improve Blood Pressure Control At Community Health Centers In Texas, Natalia I Heredia, Ella R Garza, Fernanda Velasco-Huerta, Tracy L Swoboda, Pierre Fwelo, Patenne D Mathews, Maria E Fernandez

Faculty, Staff and Student Publications

BACKGROUND: Hypertension is one of the most prevalent chronic diseases in the United States and can increase a person's risk of stroke and other cardiovascular complications. Yet only 1 in 4 people with high blood pressure in the United States have their blood pressure managed. To improve hypertension control, we supported 9 health centers in Texas with the implementation of the Healthy Heart Ambassador Blood Pressure Self-Monitoring (HHA) Program.

METHODS: We provided health center training using the HHA Program Facilitation Training Guide, recorded barriers to implementing the HHA program, and employed strategies to overcome those barriers.

RESULTS: There were 68 …

Rethinking Health Systems Responsiveness In Low- And Middle-Income Countries: Validation Study, Meesha Iqbal, Cecilia Ganduglia Cazaban, Robert Morgan, Cici Bauer, Sameen Siddiqi

Faculty, Staff and Student Publications

BACKGROUND: Health systems responsiveness (HSR) is the ability of systems to respond to legitimate non-health expectations of the population. The concept of HSR by the World Health Organization (WHO) includes respect for dignity, individual autonomy, confidentiality, prompt attention to care, availability of basic amenities, choice of provider, access to social support networks, and clarity of communication. The WHO tool is applied globally to assess HSR in low, middle, and high-income countries.

OBJECTIVE: We have revised the conceptual framework of HSR following a rigorous systematic review and made it specific for low- and middle-income countries (L&MICs). This study is designed to …

Association Between Non-Injection Drug Use And Hepatitis C Infection Among Hiv-Negative Men Who Have Sex With Men, Jing Zhao, Charles Green, Christine Markham, Kayo Fujimoto, Alan G Nyitray, Lu-Yu Hwang

Faculty, Staff and Student Publications

Background: Prior research predominantly examined the association between HIV-positive men who have sex with men (MSM) or those using injection drugs and hepatitis C virus (HCV) infection. However, limited attention has been given to understanding the association among HIV-negative MSM who do not inject drugs. This gap leaves apportion of the population unexamined, potentially overlooking important factor that may contribute to the transmission and prevalence of HCV. This study aims to investigate the relationship between non-injection drug use and HCV infection in this population.

Methods: In this cross-sectional study, we analyzed data on 118 MSM who reported use of non-injection …

A Qualitative Study Of The Knowledge Of Metabolic Syndrome, Attitudes About Lifestyle Modifications, And Preferences For Lifestyle Interventions Among Patients With Cancer And Metabolic Syndrome, Isabel Martinez Leal, Ashwathy B Pillai, Jessica T Foreman, Kimberly W Siu, Natalia I Heredia, Carmen P Escalante, Ellen F Manzullo, Aimee J Christie, Tamara E Lacourt, Zayd Adnan Razouki, Jessica P Hwang

Faculty, Staff and Student Publications

Metabolic syndrome is a group of disorders-hypertension, dyslipidemia, obesity, and insulin resistance-that together increase the risk of coronary heart disease, stroke, and diabetes. Although ~60% of cancer patients have metabolic syndrome, which increases their risk of mortality, oncology providers lack clear guidance about its management. The development of metabolic syndrome lifestyle interventions requires a better understanding of these patients' knowledge, attitudes, and intervention preferences in order to inform management. During 2022-2023, 19 adult cancer patients with metabolic syndrome engaged in semistructured interviews focused on metabolic syndrome and lifestyle interventions. Interviews were analyzed using hybrid thematic analysis involving deductive and inductive …

A Case Demonstration Of The Open Health Natural Language Processing Toolkit From The National Covid-19 Cohort Collaborative And The Researching Covid To Enhance Recovery Programs For A Natural Language Processing System For Covid-19 Or Postacute Sequelae Of Sars Cov-2 Infection: Algorithm Development And Validation, Andrew Wen, Liwei Wang, Huan He, Sunyang Fu, Sijia Liu, David A Hanauer, Daniel R Harris, Ramakanth Kavuluru, Rui Zhang, Karthik Natarajan, Nishanth P Pavinkurve, Janos Hajagos, Sritha Rajupet, Veena Lingam, Mary Saltz, Corey Elowsky, Richard A Moffitt, Farrukh M Koraishy, Matvey B Palchuk, Jordan Donovan, Lora Lingrey, Garo Stone-Derhagopian, Robert T Miller, Andrew E Williams, Peter J Leese, Paul I Kovach, Emily R Pfaff, Mikhail Zemmel, Robert D Pates, Nick Guthe, Melissa A Haendel, Christopher G Chute, Hongfang Liu, National Covid Cohort Collaborative, Recover Initiative

Faculty, Staff and Student Publications

BACKGROUND: A wealth of clinically relevant information is only obtainable within unstructured clinical narratives, leading to great interest in clinical natural language processing (NLP). While a multitude of approaches to NLP exist, current algorithm development approaches have limitations that can slow the development process. These limitations are exacerbated when the task is emergent, as is the case currently for NLP extraction of signs and symptoms of COVID-19 and postacute sequelae of SARS-CoV-2 infection (PASC).

OBJECTIVE: This study aims to highlight the current limitations of existing NLP algorithm development approaches that are exacerbated by NLP tasks surrounding emergent clinical concepts and …

Long-Term Longitudinal Analysis Of 4,187 Participants Reveals Insights Into Determinants Of Clonal Hematopoiesis, Md Mesbah Uddin, Seyedmohammad Saadatagah, Abhishek Niroula, Bing Yu, Whitney E Hornsby, Shriienidhie Ganesh, Kim Lannery, Art Schuermans, Michael C Honigberg, Alexander G Bick, Peter Libby, Benjamin L Ebert, Christie M Ballantyne, Pradeep Natarajan

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Clonal hematopoiesis of indeterminate potential (CHIP) is linked to diverse aging-related diseases, including hematologic malignancy and atherosclerotic cardiovascular disease (ASCVD). While CHIP is common among older adults, the underlying factors driving its development are largely unknown. To address this, we performed whole-exome sequencing on 8,374 blood DNA samples collected from 4,187 Atherosclerosis Risk in Communities Study (ARIC) participants over a median follow-up of 21 years. During this period, 735 participants developed incident CHIP. Splicing factor genes (SF3B1, SRSF2, U2AF1, and ZRSR2) and TET2 CHIP grow significantly faster than DNMT3A non-R882 clones. We find that age at baseline and sex significantly …