Digital Commons Network^™

Review Of The Diagnosis, Pathophysiology, And Treatment Of Naegleria Fowleri-Induced Primary Amoebic Meningoencephalitis, Terrance Zhang

MCB Articles

Naegleria fowleri is a thermophilic, ubiquitous, free-living amoeba, but is also known as the “brain-eating” amoeba. This is the etiological agent of a rare and fulminant waterborne disease known as Primary Amoebic Meningoencephalitis (PAM) that is acutely fatal in 90-99% of reported cases. Those who come into contact with infested waters are at risk of introducing the amoeba into their upper nasal canal, whence the trophozoite form is known to migrate along the olfactory nerve, through the cribriform plate, and enter the central nervous system. Although the exact pathogenesis of N. fowleri is not known, studies have demonstrated contact-dependent and …

Reflections From The Pandemic: Is Connectivism The Panacea For Clinicians?, Jennifer Benjamin, Tyson Pillow, Heather Macneill, Ken Masters, Anoop Agrawal, Neil Mehta

Faculty, Staff and Students Publications

The COVID-19 pandemic and the recent increased interest in generative artificial intelligence (GenAI) highlight the need for interprofessional communities' collaboration to find solutions to complex problems. A personal narrative experience of one of the authors compels us to reflect on current approaches to learning and knowledge acquisition and use solutions to the challenges posed by GenAI through social learning contexts using connectivism. We recognize the need for constructivism and experiential learning for knowledge acquisition to establish foundational understanding. We explore how connectivist approaches can enhance traditional constructivist paradigms amid rapidly changing learning environments and online communities. Learning in connectivism includes …

Predictors Of Mortality In African Americans With Alzheimer’S Disease-Related Dementias, Latrice Camille Noonan

Walden Dissertations and Doctoral Studies

Alzheimer’s disease-related dementia (ADRD) is a leading cause of death worldwide. There is a need to identify the link between modifiable risk factors and the association with ADRD mortality. This study addresses the disproportionately high burden of ADRD among African Americans, aiming to inform targeted prevention strategies and promote health equity. In this study, the longitudinal relationship between ADRD mortality and the presences of diabetes, smoking, and obesity among older African Americans residing in the United States was examined, while controlling for age, gender, education, and socioeconomic status. The biopsychosocial model served as the theoretical framework for this study. The …

Genomic Analysis Of The Sars-Cov-2 Variants Circulated In The Philippines, 2020–2024, Arnie Dimaano, Kiana Dominique Carreon, Giselle Sophia Camaya, Irvin Rondolo, Jarel Elgin Tolentino

Biology Faculty Publications

Purpose

Genomic sequencing has been an invaluable tool to determine the evolution of SARS-CoV-2. In the present study, we provided a comprehensive description of the SARS-CoV-2 variants circulated in the Philippines.

Methods

The dataset from the human COVID-19 infections was acquired by downloading the sequences and their associated metadata spanning from March 2020 to April 2024. Then, we executed several filtering criteria to acquire the final dataset for the Philippine samples and performed spatial distribution analysis and phylogenetic tree construction of the reported SARS-CoV-2 sequences.

Results

A total of 16,679,203 SARS-CoV sequences were obtained, of which 17,393 (0.10 %) were …

Metagenomic Sequencing For Early Detection Of Future Engineered Pandemics: Foreshadowing The Privacy Challenge, Nir Eyal, Bridget Williams, Kevin M. Esvelt, Jane R. Bambauer

UF Law Faculty Publications

In this commentary, we imagine how a global system of metagenomic sequencing could be governed in order to reap the benefits and manage the risks. Global institutional engineers and their academic partners would need to develop a new governance model to ensure that all partners involved in a global metagenomic surveillance system cooperate as needed.

The Informal, Non-Prescribed Use Of Antiretroviral Medications For Prep Among A National Us-Based Sample Of Gay, Bisexual, And Other Men Who Have Sex With Men: A Cross-Sectional Study, Mance E. Buttram, Matthew S. Ellis, Krishen D. Samuel, Matthew Hayhurst

Health, Human Performance and Recreation Faculty Publications and Presentations

This brief report presents findings on informal, non-prescribed PrEP use among an online sample of gay, bisexual and other men who have sex with men (n = 196). Mean age was 33.4. Participants were Hispanic (13.3%), African American (15.8%), white (63.8%), and other race/ethnicity (6.6%). Informal PrEP users (11%) more frequently reported past year sexually transmitted infections (p < 0.001), group sex (p < 0.001), sex in public (p < 0.01), transactional sex (p < 0.001), ever receiving a formal PrEP prescription (p < 0.05), and ease of finding diverted HIV medications on gay dating/sex apps (p < 0.05). Formal PrEP uptake should be encouraged to mitigate potential negative consequences of informal use.

Immunopeptidomic Mhc-I Profiling And Immunogenicity Testing Identifies Tcj2 As A New Chagas Disease Mrna Vaccine Candidate, Leroy Versteeg, Rakesh Adhikari, Gonteria Robinson, Jungsoon Lee, Junfei Wei, Nelufa Islam, Brian Keegan, William K Russell, Cristina Poveda, Maria Jose Villar, Kathryn Jones, Maria Elena Bottazzi, Peter Hotez, Edwin Tijhaar, Jeroen Pollet

Faculty, Staff and Students Publications

Trypanosoma cruzi is a protozoan parasite that causes Chagas disease. Globally 6 to 7 million people are infected by this parasite of which 20-30% will progress to develop Chronic Chagasic Cardiomyopathy (CCC). Despite its high disease burden, no clinically approved vaccine exists for the prevention or treatment of CCC. Developing vaccines that can stimulate T. cruzi-specific CD8+ cytotoxic T cells and eliminate infected cells requires targeting parasitic antigens presented on major histocompatibility complex-I (MHC-I) molecules. We utilized mass spectrometry-based immunopeptidomics to investigate which parasitic peptides are displayed on MHC-I of T. cruzi infected cells. Through duplicate experiments, we identified an …

Risk Factors Of Covid-19 Infection Among Health Workers Post-Vaccination In Jakarta, Rahmat Saputra, Nurhayati Adnan Prihartono, Mondastri Korib Sudaryo, Renti Mahkota, Yeni Devita, Ni Wayan Deisy Arisanti

Kesmas

One of the best approaches to stop the COVID-19 pandemic is vaccination. In Indonesia, the first round of vaccinations was prioritized for health workers on January 14, 2021 (first dose) and March 1, 2021 (second dose). However, some health workers who have been vaccinated were found to be reinfected after receiving the second dose. This cross-sectional study examined the risk factors for COVID-19 infection among health workers after vaccination using secondary and primary data. The data analysis was carried out in univariate (examining the frequency distribution and proportion of independent variables), bivariate (Chi-square test to explore the relationship between independent …

Site-Specific Prevalence Of Human Papillomavirus Infection In Malaysian Men, Mohd Khairul Anwar Shafii

Student Works (2020-2029)

Human papillomavirus (HPV) infection is among one of the common infections among the female population and is closely associated with cervical cancer. It has gained attention since the introduction of prophylactic HPV vaccines. However, the epidemiology of HPV infection among the male population in the Asian context remains largely unknown. The worldwide report on the prevalence of HPV infection among men varies depending on the target population and method of sampling. This study aims to determine the knowledge, and site-specific prevalence of anogenital HPV infection, and its associated factors among sexually active men in an urban middle-income Asian setting. The …

Ecological Epidemiology Of The Fungal Pathogen Ophidiomyces Ophiodiicola In Southeastern U.S. Snake Populations: Distribution, Drivers, And Anthropogenic Risk Factors, Shivam Shukla

USF Tampa Graduate Theses and Dissertations

Studying wildlife diseases is an important conservation measure, as many pathogens are a critical threat to biodiversity worldwide. Ophidiomycosis is an emerging infectious disease caused by the invasive fungal pathogen Ophidiomyces ophiodiicola that affects a wide variety of snake species, often causing mortality. There has been limited surveillance for ophidiomycosis in the southeastern United States’ (US) snake populations and research into the effects of anthropogenic disturbance on disease spread is also lacking. Thus, this project aimed to quantify the distribution and drivers (taxonomic, anthropogenic, and morphological) of ophidiomycosis in Florida, Louisiana, and Mississippi’s free ranging snakes as well as study …

An Epidemiological Approach To The Rise In Syphilis In The United States Between 2018 And 2022, Ashley Forrest, Erica Rankin, Lahana Maharjan, Cyril Blavo, Jyotsna Chawla

HCA-NSU MD Research Day

Objective. This study aimed to investigate the recent increase in syphilis rates from 2018 to 2022, utilizing publicly available data from the Centers for Disease Control and Prevention (CDC). Background. Syphilis has seen a dramatic resurgence since 2018, reaching levels not observed since the 1940s. While this increase has prompted significant discourse among healthcare professionals, a comprehensive demographic analysis remains limited. Methods. CDC public datasets from 2018 to 2022 were analyzed descriptively, followed by chi-squared tests and logistic regression modeling conducted using R. The analysis examined syphilis rates across different demographic and behavioral factors, including sex, race/ethnicity, and reported sexual …

Study Of Different Treatment Strategies In Epidemic Models Using Nonlinear Model Predictive Control, Hector Puebla, Luis A. Ricardez-Sandoval, Priti Kumar Roy

Annual Symposium on Biomathematics and Ecology Education and Research

No abstract provided.

Improving Infectious Disease Predictions Through The Use Of Metapopulation Sir Modeling And Graph Convolutional Neural Networks, Petr Kisselev, Padmanabhan Seshaiyer

Annual Symposium on Biomathematics and Ecology Education and Research

No abstract provided.

Estimating The Number Of Polygenic Diseases Among Six Mutually Exclusive Entities Of Non-Tumors And Cancer, C I Edvard Smith, Jan A Burger, Rula Zain

Faculty, Staff and Student Publications

In the era of precision medicine with increasing amounts of sequenced cancer and non-cancer genomes of different ancestries, we here enumerate the resulting polygenic disease entities. Based on the cell number status, we first identified six fundamental types of polygenic illnesses, five of which are non-cancerous. Like complex, non-tumor disorders, neoplasms normally carry alterations in multiple genes, including in 'Drivers' and 'Passengers'. However, tumors also lack certain genetic alterations/epigenetic changes, recently named 'Goners', which are toxic for the neoplasm and potentially constitute therapeutic targets. Drivers are considered essential for malignant transformation, whereas environmental influences vary considerably among both types of …

Micrornas Are Enriched At Covid-19 Genomic Risk Regions, And Their Blood Levels Correlate With The Covid-19 Prognosis Of Cancer Patients Infected By Sars-Cov-2, Simone Anfossi, Faezeh Darbaniyan, Joseph Quinlan, Steliana Calin, Masayoshi Shimizu, Meng Chen, Paola Rausseo, Michael Winters, Elena Bogatenkova, Kim-Anh Do, Ivan Martinez, Ziyi Li, Loredana Antal, Tudor Rares Olariu, Ignacio Wistuba, George A Calin

Faculty, Staff and Student Publications

Background: Cancer patients are more susceptible to an aggressive course of COVID-19. Developing biomarkers identifying cancer patients at high risk of COVID-19-related death could help determine who needs early clinical intervention. The miRNAs hosted in the genomic regions associated with the risk of aggressive COVID-19 could represent potential biomarkers for clinical outcomes.

Patients and methods: Plasma samples were collected at The University of Texas MD Anderson Cancer Center from cancer patients (N = 128) affected by COVID-19. Serum samples were collected from vaccinated healthy individuals (n = 23) at the Municipal Clinical Emergency Teaching Hospital in Timisoara, Romania. An in …

Marijuana Legalization And Opioid Use Disorder In Ontario, Canada, From 2015 To 2021, Luke Ome Agada

Walden Dissertations and Doctoral Studies

This study examined the trends in opioid-related hospitalizations and deaths in Ontario, Canada, from 2015, to 2021, with a particular focus on the periods before and after cannabis legalization. The social problem addressed was the ongoing opioid crisis, exacerbated by rising opioid-related health issues. Grounded in the harm reduction theory, this research explored whether cannabis legalization could serve as a substitute to mitigate opioid use disorder. Data were extracted from the Discharge Database, Emergency Department Database, National Ambulatory Care Reporting System, and Hospital Morbidity Database. Analysis using the generalized estimation equation (GEE) method revealed a significant increase in opioid-related hospitalizations, …

Contemporary Epidemiology Of Hepatocellular Carcinoma: Understanding Risk Factors And Surveillance Strategies, Fouad Jaber, George Cholankeril, Hashem B El-Serag

Faculty, Staff and Students Publications

The contemporary epidemiology of hepatocellular carcinoma (HCC) shows a shift in the main etiological risk factors from less common but highly virulent (eg, hepatitis C and B) to more common but weak risk factors (eg, alcohol and metabolic syndrome). Therefore, we are in a seemingly paradoxical state of declining overall incidence rates of HCC-related to improved prevention and treatment of viral hepatitis but burgeoning number of people at an elevated risk of HCC. Several geographic regions have reported an increase in HCC attributable to alcoholic liver disease and metabolic dysfunction associated with steatotic liver disease (MASLD). The importance of risk …

Relationship Between Household Water Sanitation And Hygiene Behaviors And Diarrhea Between 2010-2020 In Rwanda, Amans Ntakarutimana Dr., Patrick A. Tschida Dr.

Journal of Social, Behavioral, and Health Sciences

Rwanda has made considerable progressive policy efforts to significantly reduce diarrhea among children under 5 years old, especially since 2010. This cross-sectional study aimed to assess the relationship between household water sanitation and hygiene (WASH) behaviors and diarrhea among children under 5 years old between 2010 and 2020. We used secondary data from the 2010, 2015, and 2020 Rwanda Demographic Health Surveys. We used descriptive statistics, pairwise comparisons, and linear regression designs to assess (a) the prevalence of household WASH behaviors across districts, regions, urban areas, and rural areas, (b) the variation of household WASH behaviors over time, and (c) …

Changes In Drug And Alcohol Behaviors Before And After An Educational Intervention Among At-Risk Adults And Youth, Isabel Cuellar Acker

All ETDs from UAB

Introduction: Substance abuse is defined as the excessive use of a drug in a way that is detrimental to oneself, society, or both. Gender is important to examine because it is becoming more common for females to develop substance use disorders and for their substance use to be more severe. This study will address the role of an education-based intervention on substance abuse in an area that is at the intersection of rural and urban geography with a unique pool of participants. Methods: This is a longitudinal cohort study that has a pre-post intervention design. A linear model was used …

Human Papillomavirus Vaccination And Human Papillomavirus-Related Cancer Rates, Victor Adekanmbi, Itunu Sokale, Fangjian Guo, Jessica Ngo, Thao N Hoang, Christine D Hsu, Abiodun Oluyomi, Abbey B Berenson

Faculty, Staff and Students Publications

IMPORTANCE: To inform the design and implementation of targeted interventions to reduce the future burden of human papillomavirus (HPV)-related cancers in Texas, it is necessary to examine the county and health service region (HSR) levels of (1) the proportion of children and teenagers aged 9 to 17 years who initiated and were up to date for HPV vaccination series and (2) HPV-related cancer incidence rates (IRs).

OBJECTIVE: To evaluate temporal trends and geospatial patterns of HPV vaccination initiation and up-to-date status as well as HPV-related cancer rates at county and HSR levels in Texas.

DESIGN, SETTING, AND PARTICIPANTS: This population-based …

Panel Stacking Is A Threat To Consensus Statement Validity, Kasper P Kepp, Preben Aavitsland, Marcel Ballin, Francois Balloux, Stefan Baral, Kevin Bardosh, Howard Bauchner, Eran Bendavid, Raj Bhopal, Daniel T Blumstein, Paolo Boffetta, Florence Bourgeois, Adam Brufsky, Peter J Collignon, Sally Cripps, Ioana A Cristea, Nigel Curtis, Benjamin Djulbegovic, Oliver Faude, Maria Elena Flacco, Gordon H Guyatt, George Hajishengallis, Lars G Hemkens, Tammy Hoffmann, Ari R Joffe, Terry P Klassen, Despina Koletsi, Dimitrios P Kontoyiannis, Ellen Kuhl, Carlo La Vecchia, Tea Lallukka, John Lambris, Michael Levitt, Spyros Makridakis, Helena C Maltezou, Lamberto Manzoli, Ana Marusic, Clio Mavragani, David Moher, Ben W Mol, Taulant Muka, Florian Naudet, Paul W Noble, Anna Nordström, Peter Nordström, Nikolaos Pandis, Stefania Papatheodorou, Chirag J Patel, Irene Petersen, Stefan Pilz, Nikolaus Plesnila, Anne-Louise Ponsonby, Manuel A Rivas, Andrea Saltelli, Manuel Schabus, Michaéla C Schippers, Holger Schünemann, Marco Solmi, Andreas Stang, Hendrik Streeck, Joachim P Sturmberg, Lehana Thabane, Brett D Thombs, Athanasios Tsakris, Simon N Wood, John P A Ioannidis

Faculty, Staff and Student Publications

Consensus statements can be very influential in medicine and public health. Some of these statements use systematic evidence synthesis but others fail on this front. Many consensus statements use panels of experts to deduce perceived consensus through Delphi processes. We argue that stacking of panel members toward one particular position or narrative is a major threat, especially in absence of systematic evidence review. Stacking may involve financial conflicts of interest, but nonfinancial conflicts of strong advocacy can also cause major bias. Given their emerging importance, we describe here how such consensus statements may be misleading, by analyzing in depth a …

Respiratory Syncytial Virus In The United States: A Research Proposal For A Prospective Cohort Study Of Rsv Vaccines, Kenneth D. Chiu

Master's Projects and Capstones

Objective

This paper proposes a phase IV study to estimate the effectiveness of Abryvso and Arexvy in older adults against severe RSV disease. Additionally, the study aims to assess factors involved with low vaccine uptake for these RSV vaccines.

Methods

For the background literature review of this proposal, I conducted a search of the PubMed and CINAHL Ultimate databases for articles on older adults and RSV. I filtered out results within the period of 2020 to 2024 that were publicly available and focused on RSV burden, vaccinations, or knowledge in the United States.

The proposed phased IV study is a …

The Dissemination And Implementation Of N95 Fit Testing Capacities For Nebraska Long-Term Care Facilities: A Mixed-Methods Analysis Using The Re-Aim Framework, Anthony Blake

Theses & Dissertations

Background: Ensuring the proper fit of N95 respirators used by healthcare workers in long-term care facilities (LTCF) is essential for their safety. The Nebraska Department of Health and Human Services launched a LTCF strike team project (STP) in the summer of 2022, focused on increasing the number of staff trained in infection control and building internal capacity for LTCFs to fit test their employees. This study describes the N95 fit-testing initiative for Nebraska LTCFs.

Methods: Staff from all 19 local health departments (LHD) received “train-the-trainer” training to prepare LTCF staff to perform qualitative fit testing. LTCF administrators were requested to …

The Development Of Environmental Dna (Edna) Sampling For Arbovirus Vector Surveillance In Southern Nevada, Katharine Brooke Major

UNLV Theses, Dissertations, Professional Papers, and Capstones

Vector-borne diseases account for 17% of all infectious diseases worldwide and are responsible for more than 700,000 deaths annually. Two-thirds of the global population are at risk of arthropod-borne RNA viruses (arboviruses), spread by mosquitoes, ticks, and sandflies, with these pathogens accounting for 37% of all emerging human diseases. Arboviruses are becoming increasingly important causes of neurological disease in the United States, presenting a significant public health problem. In the absence of available vaccines and efficacious treatment options, accurate, rapid, and cost-effective surveillance of arbovirus vectors is critical for monitoring species distribution and mitigating disease transmission risk. Currently, mosquito vector …

A Comparison Of Maxent Models For Aedes Aegypti Species Distribution In South America Utilizing Different Bioclimatic And Environmental Variables, Matthew Beer

Electronic Theses and Dissertations

Aedes aegypti is the principal vector for dengue transmission across large areas of the world. Understanding where this critically important vector lives is paramount to preventing the continued expansion of dengue globally. Using 1981-2010 bioclimatic (bioclim) variables, as well as additional environmental variables and elevation data, multiple MaxEnt models were constructed for Ae. aegypti within the South American continent to identify ecologically important variables and areas of persistent high suitability. All models had acceptable AUC scores (> 0.70), indicating accurate model fitting. Annual mean precipitation and temperature were found to be important model variables; however, when added, humidity became the …

Dengue And Climate Change: Assessing Potential Future Areas Of Concern For Transmission In The United States, Matthew Beer

Electronic Theses and Dissertations

Background: Global climate change severely impacts human life, particularly health, as rising temperatures and extreme weather affect physical and mental well-being. Climate change can also alter the risk factors and epidemiology of infectious diseases, notably vector-borne diseases (VBDs), including those transmitted by mosquitoes. The Aedes mosquito, responsible for dengue, poses a significant threat due to its prevalence vector. Dengue prevention lacks effective methods beyond vector control, and the current vaccine has limitations, emphasizing the need for intensified research and prevention strategies to mitigate the expanding dengue burden worldwide. The goal of these studies was to establish a novel risk index …

Clinical Features And Outcomes Of Pediatric And Adult Patients Hospitalized For Coronavirus Disease 2019: A Comparison Across Age Strata, Grace X Li, Komal Gopchandani, Noah Brazer, Ashley Tippett, Chris Choi, Hui-Mien Hsiao, Miriam Oseguera, Abiodun Foresythe, Sanchita Bhattacharya, Venice Servellita, Alicia Sotomayor Gonzalez, Jennifer K Spinler, Mark D Gonzalez, Dalia Gulick, Colleen Kraft, Vyjayanti Kasinathan, Yun F Wayne Wang, Jennifer Dien Bard, Pei Ying Chen, Jessica Flores-Vazquez, Audrey R Odom John, Paul J Planet, Sridevi Devaraj, Ananth V Annapragada, Ruth Ann Luna, Charles Y Chiu, Christina A Rostad

Faculty, Staff and Students Publications

BACKGROUND: Coronavirus disease 2019 (COVID-19) continues to cause hospitalizations and severe disease in children and adults.

METHODS: This study compared the risk factors, symptoms, and outcomes of children and adults hospitalized for COVID-19 from March 2020 to May 2023 across age strata at 5 US sites participating in the Predicting Viral-Associated Inflammatory Disease Severity in Children with Laboratory Diagnostics and Artificial Intelligence consortium. Eligible patients had an upper respiratory swab that tested positive for severe acute respiratory syndrome coronavirus 2 by nucleic acid amplification. Adjusted odds ratios (aOR) of clinical outcomes were determined for children versus adults, for pediatric age …

Smoking Habit At Home And Upper Respiratory Infection In Infants Aged 6-12 Months, Musfardi Rustam, Nur Pelita Sembiring, Taswir Effendy

Kesmas

Upper Respiratory Tract Infection (URI) is an acute infection caused by viruses, fungi, and bacteria. Smoking habit at home is a risk factor for URI in infants. This study aimed to determine a relationship between smoking at home and the incidence of URI in infants. This study was conducted the fourth week of February 2010 until the third week of April 2010 in Kampar District, Indonesia. This analytical study used a case-control design and cluster random sampling. The samples comprised 162 cases and 162 controls, infants aged 6-12 months. The cases were 162 infants aged 6-12 months suffering from URI …

Data Mining Analysis With Orange In The Development Of Tuberculosis Among Diabetes Mellitus Patients, Malahayati Rusli Bintang, Adang Bachtiar, Cicilya Candi

Kesmas

Prevention and treatment of diabetes will have a positive influence on tuberculosis (TB) since people may get TB because they have diabetes mellitus (DM). Recording and reporting through the TB Information System are not run optimally because of many factors. The information system must be strengthened to be used by private health facilities. This study used secondary data from the 2013 and 2018 Indonesian Basic Health Research (IBHR). The data was analyzed univariately and analyzed further using Orange Data Mining Tools to test the screening tool model used to predict TB in diabetic individuals. The total sample in this study …

New Approach To Mapping Regional Vulnerability In Controlling Tuberculosis Disease In Indonesia, Maria Holly Herawati, Asep Hermawan, Dasuki Dasuki, Hadi Supratikta, Al Asyary, M Rokhis Khomarudin, Muhammad Priyatna, Raflizar Raflizar, Kristina Kristina, Noer Endah Pracoyo, Dina Bisara, Cahya Tri Purnami, Mentari Nur Farida Suteja, Yusrial Bachtiar, Noor Edi Widya Sukoco, Doni Lasut

Kesmas

Tuberculosis (TB) in Indonesia is still a health problem. The TB prevalence in Indonesia ranks second in the world after India in 2023. Regional factors, inadequate healthcare facilities, and limited resources (financial, human, and infrastructure) are challenges requiring innovation to help the government control TB. TB eradication efforts need to be made with a comprehensive and effective approach. One method used is to look at the vast territory of Indonesia, therefore, mapping the TB disease vulnerability is a highly recommended method. The use of a Geographic Information System is expected to help map the TB vulnerability areas in Indonesia. Given …