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Multisite Evaluation Of Prediction Models For Emergency Department Crowding Before And During The Covid-19 Pandemic, Ari J Smith, Brian W Patterson, Michael S Pulia, John Mayer, Rebecca J Schwei, Radha Nagarajan, Frank Liao, Manish N Shah, Justin J Boutilier 2023 The Texas Medical Center Library

Multisite Evaluation Of Prediction Models For Emergency Department Crowding Before And During The Covid-19 Pandemic, Ari J Smith, Brian W Patterson, Michael S Pulia, John Mayer, Rebecca J Schwei, Radha Nagarajan, Frank Liao, Manish N Shah, Justin J Boutilier

Faculty, Staff and Student Publications

OBJECTIVE: To develop a machine learning framework to forecast emergency department (ED) crowding and to evaluate model performance under spatial and temporal data drift.

MATERIALS AND METHODS: We obtained 4 datasets, identified by the location: 1-large academic hospital and 2-rural hospital, and time period: pre-coronavirus disease (COVID) (January 1, 2019-February 1, 2020) and COVID-era (May 15, 2020-February 1, 2021). Our primary target was a binary outcome that is equal to 1 if the number of patients with acute respiratory illness that were ED boarding for more than 4 h was above a prescribed historical percentile. We trained a random forest …


Correction: Carnitine Palmitoyl Transferase 1 A Is A Novel Diagnostic And Predictive Biomarker For Breast Cancer, Zheqiong Tan, Yaru Zou, Man Zhu, Zhenzhao Luo, Tangwei Wu, Chao Zheng, Aqing Xie, Hui Wang, Shiqiang Fang, Shuiyi Liu, Yong Li, Zhongxin Lu 2023 The Texas Medical Center Library

Correction: Carnitine Palmitoyl Transferase 1 A Is A Novel Diagnostic And Predictive Biomarker For Breast Cancer, Zheqiong Tan, Yaru Zou, Man Zhu, Zhenzhao Luo, Tangwei Wu, Chao Zheng, Aqing Xie, Hui Wang, Shiqiang Fang, Shuiyi Liu, Yong Li, Zhongxin Lu

Faculty, Staff and Students Publications

No abstract provided.


Bacteriuria In Older Adults Triggers Confusion In Healthcare Providers: A Mindful Pause To Treat The Worry, Robin L.P. Jump 2023 Case Western Reserve University

Bacteriuria In Older Adults Triggers Confusion In Healthcare Providers: A Mindful Pause To Treat The Worry, Robin L.P. Jump

Faculty Scholarship

The evidence base for refraining from screening for or treating asymptomatic bacteriuria (ASB) in older adults is strong, but both practices remain prevalent. Clinical confusion over how to respond to a change from baseline, when to order a urinalysis and urine culture, and what to do with a positive urine culture fuels unnecessary antibiotic use for ASB. If the provider can take a mindful pause to apply evidenced-based assessment tools, the resulting increased clarity in how to manage the situation can reduce overtreatment of ASB.


Trends And Racial/Ethnic Differences In Predictors Of Cervical Cancer Screening Among Us Women Ages 30-64 Years, Itunu O Sokale, Jane R Montealegre, Abiodun O Oluyomi, Aaron P Thrift 2023 The Texas Medical Center Library

Trends And Racial/Ethnic Differences In Predictors Of Cervical Cancer Screening Among Us Women Ages 30-64 Years, Itunu O Sokale, Jane R Montealegre, Abiodun O Oluyomi, Aaron P Thrift

Faculty, Staff and Students Publications

BACKGROUND: Cervical cancer screening (CCS) participation has decreased in the United States over the last several decades, contributing to cervical cancer's sustained incidence and mortality. This study examined recent trends and racial/ethnic differences in predictors of CCS uptake among US women.

METHODS: We analyzed combined data from the 2016 to 2020 Behavioral Risk Factor Surveillance System (BRFSS) and included 235,713 women ages 30 to 64 years without a hysterectomy. We used simple linear regression to assess trends over time and multivariable logistic regression models to evaluate racial/ethnic differences in predictors of up-to-date CCS.

RESULTS: We found little change in CCS …


Not A Waste: Wastewater Surveillance To Enhance Public Health, Anna Gitter, Jeremiah Oghuan, Anuja Rajendra Godbole, Carlos A. Chavarria, Carlos Monserrat, Tao Hu, Yun Wang, Anthony W. Maresso, Blake M. Hanson, Kristina D. Mena, Fuqing Wu 2023 University of Texas Health at Houston

Not A Waste: Wastewater Surveillance To Enhance Public Health, Anna Gitter, Jeremiah Oghuan, Anuja Rajendra Godbole, Carlos A. Chavarria, Carlos Monserrat, Tao Hu, Yun Wang, Anthony W. Maresso, Blake M. Hanson, Kristina D. Mena, Fuqing Wu

Pharmacy Faculty Articles and Research

Domestic wastewater, when collected and evaluated appropriately, can provide valuable health-related information for a community. As a relatively unbiased and non-invasive approach, wastewater surveillance may complement current practices towards mitigating risks and protecting population health. Spurred by the COVID-19 pandemic, wastewater programs are now widely implemented to monitor viral infection trends in sewersheds and inform public health decision-making. This review summarizes recent developments in wastewater-based epidemiology for detecting and monitoring communicable infectious diseases, dissemination of antimicrobial resistance, and illicit drug consumption. Wastewater surveillance, a quickly advancing Frontier in environmental science, is becoming a new tool to enhance public health, improve …


Urbanization And Physical Activity In The Global Prospective Urban And Rural Epidemiology Study, Kwadwo Boakye, Marit Bovbjerg, John Schuna Jr, Adam Branscum, Ravi Prasad Varma, Rosnah Ismail, Olga Barbarash, Juan Dominguez, Yuksel Altuntas, Romaina Iqbal 2023 California State University, United States of America

Urbanization And Physical Activity In The Global Prospective Urban And Rural Epidemiology Study, Kwadwo Boakye, Marit Bovbjerg, John Schuna Jr, Adam Branscum, Ravi Prasad Varma, Rosnah Ismail, Olga Barbarash, Juan Dominguez, Yuksel Altuntas, Romaina Iqbal

Community Health Sciences

Urbanization may influence physical activity (PA) levels, although little evidence is available for low- and middle- income countries where urbanization is occurring fastest. We evaluated associations between urbanization and total PA, as well as work-, leisure-, home-, and transport-specific PA, for 138,206 adults living in 698 communities across 22 countries within the Prospective Urban and Rural Epidemiology (PURE) study. The 1-week long-form International PA Questionnaire was administered at baseline (2003-2015). We used satellite-derived population density and impervious surface area estimates to quantify baseline urbanization levels for study communities, as well as change measures for 5- and 10-years prior to PA …


Ifi27 Transcription Is An Early Predictor For Covid-19 Outcomes, A Multi-Cohort Observational Study, Maryam Shojaei, Amir Shamshirian, James Monkman, Laura Grice, Minh Tran, Chin Wee Tan, Siok Min Teo, Gustavo Rodrigues Rossi, Timothy R. McCulloch, Marek Nalos, Maedeh Raei, Alireza Razavi, Roya Ghasemian, Mobina Gheibi, Fatemeh Roozbeh, Peter D. Sly, Kirsten M. Spann, Keng Yih Chew, Yanshan Zhu, Yao Xia, Timothy J. Wells, Alexandra Cristina Senegaglia, Carmen Lúcia Kuniyoshi, Claudio Luciano Franck, Anna Flavia Ribeiro dos Santos, Lucia de Noronha, Sepideh Motamen, Reza Valadan, Omolbanin Amjadi, Rajan Gogna, Esha Madan, Reza Alizadeh-Navaei, Liliana Lamperti, Felipe Zuñiga, Estefania Nova-Lamperti, Gonzalo Labarca, Ben Knippenberg, Velma Herwanto, Ya Wang, Amy Phu, Tracy Chew, Timothy Kwan, Karan Kim, Sally Teoh, Tiana M. Pelaia, Win Sen Kuan, Yvette Jee, Jon Iredell, Ken O’Byrne, John F. Fraser, Melissa J. Davis, Gabrielle T. Belz, Majid E. Warkiani, Carlos Salomon Gallo, Fernando Souza-Fonseca-Guimaraes, Quan Nguyen, Anthony Mclean, Arutha Kulasinghe, Kirsty R. Short, Benjamin Tang 2023 Edith Cowan University

Ifi27 Transcription Is An Early Predictor For Covid-19 Outcomes, A Multi-Cohort Observational Study, Maryam Shojaei, Amir Shamshirian, James Monkman, Laura Grice, Minh Tran, Chin Wee Tan, Siok Min Teo, Gustavo Rodrigues Rossi, Timothy R. Mcculloch, Marek Nalos, Maedeh Raei, Alireza Razavi, Roya Ghasemian, Mobina Gheibi, Fatemeh Roozbeh, Peter D. Sly, Kirsten M. Spann, Keng Yih Chew, Yanshan Zhu, Yao Xia, Timothy J. Wells, Alexandra Cristina Senegaglia, Carmen Lúcia Kuniyoshi, Claudio Luciano Franck, Anna Flavia Ribeiro Dos Santos, Lucia De Noronha, Sepideh Motamen, Reza Valadan, Omolbanin Amjadi, Rajan Gogna, Esha Madan, Reza Alizadeh-Navaei, Liliana Lamperti, Felipe Zuñiga, Estefania Nova-Lamperti, Gonzalo Labarca, Ben Knippenberg, Velma Herwanto, Ya Wang, Amy Phu, Tracy Chew, Timothy Kwan, Karan Kim, Sally Teoh, Tiana M. Pelaia, Win Sen Kuan, Yvette Jee, Jon Iredell, Ken O’Byrne, John F. Fraser, Melissa J. Davis, Gabrielle T. Belz, Majid E. Warkiani, Carlos Salomon Gallo, Fernando Souza-Fonseca-Guimaraes, Quan Nguyen, Anthony Mclean, Arutha Kulasinghe, Kirsty R. Short, Benjamin Tang

Research outputs 2022 to 2026

Purpose:

Robust biomarkers that predict disease outcomes amongst COVID-19 patients are necessary for both patient triage and resource prioritisation. Numerous candidate biomarkers have been proposed for COVID-19. However, at present, there is no consensus on the best diagnostic approach to predict outcomes in infected patients. Moreover, it is not clear whether such tools would apply to other potentially pandemic pathogens and therefore of use as stockpile for future pandemic preparedness.

Methods:

We conducted a multi-cohort observational study to investigate the biology and the prognostic role of interferon alpha-inducible protein 27 (IFI27) in COVID-19 patients.

Results:

We show that IFI27 is …


Epidemiological/Disease And Economic Burdens Of Cervical Cancer In 2010–2014: Are Younger Women At Risk?, Chuhao Xi, Jay J. Shen, Betty Burston, Soumya Upadhyay, Shoujun Zhou 2023 Jiangsu Cancer Hospital

Epidemiological/Disease And Economic Burdens Of Cervical Cancer In 2010–2014: Are Younger Women At Risk?, Chuhao Xi, Jay J. Shen, Betty Burston, Soumya Upadhyay, Shoujun Zhou

Healthcare Administration and Policy Faculty Research

Objective: Cervical cancer is an important factor threatening women’s health in China. This study examined the epidemiological and economic burden of cervical cancer among the medically insured population, which could provide data support for government departments to formulate policies. Methods: All new cases of cervical cancer under the Urban Employee Basic Medical Insurance (UEBMI) plan in a provincial capital city in eastern China from 2010 to 2014 were collected. The Cox proportional hazard model was used to analyze the factors affecting the survival rates for cervical cancer. Outpatient and hospitalization expenses were used to assess the direct economic burden, and …


Exploring First Responders' Use And Perceptions On Continuous Health And Environmental Monitoring, Jacob Grothe, Sarah Tucker, Anthony Blake, Chandran Achutan, Sharon J. Medcalf, Troy Suwondo, Ann Fruhling, Aaron Yoder 2023 University of Nebraska Medical Center

Exploring First Responders' Use And Perceptions On Continuous Health And Environmental Monitoring, Jacob Grothe, Sarah Tucker, Anthony Blake, Chandran Achutan, Sharon J. Medcalf, Troy Suwondo, Ann Fruhling, Aaron Yoder

Journal Articles: Epidemiology

First responders lose their lives in the line of duty each year, and many of these deaths result from strenuous physical exertion and exposure to harmful environmental agents. Continuous health monitoring may detect diseases and alert the first responder when vital signs are reaching critical levels. However, continuous monitoring must be acceptable to first responders. The purpose of this study was to discover first responders' current use of wearable technology, their perceptions of what health and environmental indicators should be monitored, and who should be permitted to monitor them. The survey was sent to 645 first responders employed by 24 …


Viral Kinetics Of Sequential Sars-Cov-2 Infections, Stephen M. Kissler, James A. Hay, Joseph R. Fauver, Christina Mack, Caroline G. Tai, Deverick J. Anderson, David D. Ho, Nathan D. Grubaugh, Yonatan H. Grad 2023 Harvard T.H. Chan School of Public Health

Viral Kinetics Of Sequential Sars-Cov-2 Infections, Stephen M. Kissler, James A. Hay, Joseph R. Fauver, Christina Mack, Caroline G. Tai, Deverick J. Anderson, David D. Ho, Nathan D. Grubaugh, Yonatan H. Grad

Journal Articles: Epidemiology

The impact of a prior SARS-CoV-2 infection on the progression of subsequent infections has been unclear. Using a convenience sample of 94,812 longitudinal RT-qPCR measurements from anterior nares and oropharyngeal swabs, we identified 71 individuals with two well-sampled SARS-CoV-2 infections between March 11th, 2020, and July 28th, 2022. We compared the SARS-CoV-2 viral kinetics of first vs. second infections in this group, adjusting for viral variant, vaccination status, and age. Relative to first infections, second infections usually featured a faster clearance time. Furthermore, a person's relative (rank-order) viral clearance time, compared to others infected with the …


A Lifestyle Management Coaching Intervention For Fear Of Cancer Recurrence In Young Breast Cancer Survivors, Lisa R. Murphy 2023 Southern Adventist University

A Lifestyle Management Coaching Intervention For Fear Of Cancer Recurrence In Young Breast Cancer Survivors, Lisa R. Murphy

DNP Research Projects

Abstract

Objective: A significant challenge facing young breast cancer (BC) survivors is learning how to manage fear of cancer recurrence (FCR) during survivorship. Limited tailored FCR interventions and age-appropriate support exist. This Doctor of Nursing (DNP) project, based upon best practice guidelines, aimed to evaluate how a Lifestyle Management Coaching Intervention (LMCI) could help young female BC survivors learn how to decrease and manage their FCR more effectively and experience improved health outcomes.

Method: Eligible participants were female BC survivors aged 18-59 with Stage I-III BC demonstrating elevated baseline FCR screening scores during the extended survival period recruited from the …


Accelerated Sars-Cov-2 Intrahost Evolution Leading To Distinct Genotypes During Chronic Infection, Chrispin Chaguza, Anne M. Hahn, Mary E. Petrone, Shuntai Zhou, David Ferguson, Mallery I. Breban, Kien Pham, Mario A. Peña-Hernández, Christopher Castaldi, Verity Hill, Yale SARS-CoV-2 Genomic Surveillance Initiative, Wade Schulz, Ronald I. Swanstrom, Scott C. Roberts, Nathan D. Grubaugh, Kendall Billig, Rebecca Earnest, Joseph R. Fauver, Chaney C. Kalinch, Nicholas Kerantzas, Tobias R. Koch, Bony De Kumar, Marie L. Landry, Isabel M. Ott, David Peaper, Irina R. Tikhonova, Chantal B. F. Vogels 2023 Yale School of Public Health

Accelerated Sars-Cov-2 Intrahost Evolution Leading To Distinct Genotypes During Chronic Infection, Chrispin Chaguza, Anne M. Hahn, Mary E. Petrone, Shuntai Zhou, David Ferguson, Mallery I. Breban, Kien Pham, Mario A. Peña-Hernández, Christopher Castaldi, Verity Hill, Yale Sars-Cov-2 Genomic Surveillance Initiative, Wade Schulz, Ronald I. Swanstrom, Scott C. Roberts, Nathan D. Grubaugh, Kendall Billig, Rebecca Earnest, Joseph R. Fauver, Chaney C. Kalinch, Nicholas Kerantzas, Tobias R. Koch, Bony De Kumar, Marie L. Landry, Isabel M. Ott, David Peaper, Irina R. Tikhonova, Chantal B. F. Vogels

Journal Articles: Epidemiology

The chronic infection hypothesis for novel severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variant emergence is increasingly gaining credence following the appearance of Omicron. Here, we investigate intrahost evolution and genetic diversity of lineage B.1.517 during a SARS-CoV-2 chronic infection lasting for 471 days (and still ongoing) with consistently recovered infectious virus and high viral genome copies. During the infection, we find an accelerated virus evolutionary rate translating to 35 nucleotide substitutions per year, approximately 2-fold higher than the global SARS-CoV-2 evolutionary rate. This intrahost evolution results in the emergence and persistence of at least three genetically distinct genotypes, suggesting …


The Role Of Educational Level In The Practice Of Female Circumcision In Oredo Lga Of Edo State, Nigeria, Akhimien Osamede 2023 Department of Microbiology, Faculty of Life Sciences, University of Benin, Private Mail Bag 1154 Benin City 300283, Nigeria

The Role Of Educational Level In The Practice Of Female Circumcision In Oredo Lga Of Edo State, Nigeria, Akhimien Osamede

Health Sciences

Background: The aim of this study was to determine the role of educational level in the practice of Female Circumcision in Oredo Local Government Area of Edo State, Nigeria. Nigeria ranks third in the global burden of FGM and Southern Nigeria, which Edo State is in, has the highest national prevalence. Infection, bleeding, infertility, and death are some of the complications of FGM. Due to it harmful outcomes, in 1999, Edo State banned FGM and in 2015 the Government of Nigeria enacted a law banning FGM. Methods: This was a descriptive cross-sectional study of 200 male and female respondents, aged …


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 2023 Oregon Health & Science University

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 …


Recent Advances In Research And Management Of Human Monkeypox Virus: An Emerging Global Health Threat, Parveen Kumar, Benu Chaudhary, Nishant Yadav, Sushma Devi, Ashutosh Pareek, Sujatha Alla, Fnu Kajal, Behdin Nowrouzi-Kia, Vijay Kumar Chattu, Madan Mohan Gupta 2023 Old Dominion University

Recent Advances In Research And Management Of Human Monkeypox Virus: An Emerging Global Health Threat, Parveen Kumar, Benu Chaudhary, Nishant Yadav, Sushma Devi, Ashutosh Pareek, Sujatha Alla, Fnu Kajal, Behdin Nowrouzi-Kia, Vijay Kumar Chattu, Madan Mohan Gupta

Engineering Management & Systems Engineering Faculty Publications

In 2003, the United States saw an epidemic of monkeypox that was later traced back to rodents of West Africa infected with the monkeypox virus (MPXV). Disease in the United States seemed less severe than the smallpox-like disease in the Democratic Republic of the Congo (DRC). In this study, researchers analyzed data from Central Africa: two distinct MPXV clades were confirmed by sequencing the genomes of MPXV isolates from Western Africa, the United States, and Central Africa. By comparing open reading frames across MPXV clades, scientists can infer which virus proteins might account for the observed variation in pathogenicity in …


Disparate Access To Medical Coverage Associated With Type 2 Diabetes Care In Low-Income And Rural Communities In Georgia, Crystal Alexis Symone Edwards 2023 Walden University

Disparate Access To Medical Coverage Associated With Type 2 Diabetes Care In Low-Income And Rural Communities In Georgia, Crystal Alexis Symone Edwards

Walden Dissertations and Doctoral Studies

Disparate access to diabetes care in rural and low-income communities among older adults has been an ongoing issue among Americans. Type 2 diabetes in low-income and rural communities has continuously burdened many residents due to age, costs of care, income, geographic location, and education levels. Researchers have demonstrated that providing resources and tools to rural and low-income communities would assist in decreasing type 2 diabetes and increase education and awareness. The purpose of this quantitative cross-sectional study using secondary data was to examine the relationship between health insurance status and lack of access to health care resources and delay of …


Predictive Effects Of Length Of Treatment And Type Of Dialysis On African Americans’ Quality Of Life, Latoya Benjamin 2023 Walden University

Predictive Effects Of Length Of Treatment And Type Of Dialysis On African Americans’ Quality Of Life, Latoya Benjamin

Walden Dissertations and Doctoral Studies

Individuals on dialysis often face challenges with the management of their health, resulting in low health-related quality of life (HRQOL), but the extent of this impact has not been fully examined. The purpose of this quantitative cross-sectional study was, having accounted for relevant demographic variables such as age, gender, family history, employment status, to examine the effects of length of time for treatment and type of dialysis on HRQOL in African American end-stage renal disease (ESRD) patients. This study was guided by the socioecological model. Secondary data from 2016 to 2021 was obtained from the Chronic Renal Insufficiency Cohort (CRIC) …


Association Between Dietary Phytoestrogen Intake And Xenoestrogen Exposure And Estrogen-Dependent Cancers, Pisita Bolsue 2023 Walden University

Association Between Dietary Phytoestrogen Intake And Xenoestrogen Exposure And Estrogen-Dependent Cancers, Pisita Bolsue

Walden Dissertations and Doctoral Studies

The role of circulating estrogens and the impact of lifetime exposure to multiple sources of exogenous estrogens as factors in carcinogenesis were not well understood. Research showed conflicting results when dietary phytoestrogen (PE) intake and xenoestrogen (XE) exposure occurred independently and when co-exposed. The purpose of this quantitative cross-sectional study was to investigate the association between dietary PE intake and XE exposure and the development of estrogen-dependent cancers in an epidemiological context. The advanced model of the epidemiology triangle was the theoretical framework for the current study in which binary logistic regression was employed on secondary data from the 2003–2006 …


The Relationship Between Chlamydia, Gonorrhea, Syphilis And Race, Gender, And Age, Johnny James McGrew 2023 Walden University

The Relationship Between Chlamydia, Gonorrhea, Syphilis And Race, Gender, And Age, Johnny James Mcgrew

Walden Dissertations and Doctoral Studies

The purpose of this quantitative correlational design using secondary data from Colorado Department of Public Health and Environment was to examine the relationship between different types of sexually transmitted infections (STIs), specifically, chlamydia, gonorrhea, and syphilis, and race, gender, and age in the United States. This study is significant because it could assist medical personnel to focus on more personally-based STI treatments. This study could also lead to a call for more research regarding sexual health programs across the nation, individuals’ willingness to share personal information regarding STIs, and how sexual health programs could increase testing for STIs. The study …


Pancreatic Cancer: Quantitative Study Investigating The Regional Risk Factors In North Carolina, Holly Marie Myers 2023 Walden University

Pancreatic Cancer: Quantitative Study Investigating The Regional Risk Factors In North Carolina, Holly Marie Myers

Walden Dissertations and Doctoral Studies

Pancreatic cancer is the fourth-leading cause of cancer-related deaths in the United States, killing more than 90% of individuals diagnosed within 5 years. Due to the lack of signs and symptoms, 82% of all pancreatic cancer cases are diagnosed in terminal stages. As such, the most powerful method to reducing the morbidity and mortality of pancreatic cancer is to further investigate the risk factors. According to the theoretical framework of the ecosocial theory, long-term exposure to exposures to unfavorable socioecological and environmental factors serve as a “web of causation” for adverse health outcomes. Using data from the North Carolina Department …


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