Digital Commons Network^™

Characterizing The Effects Of Light On The Early Onset Photoreceptor Function Loss In Mucolipidosis Type Iv, Rebecca Cistulli

Masters Theses, 2020-current

Retinal degenerative diseases (RDD’s) are a diverse group of retinal disorders that cause visual impairment. While RDD prevalence is high, little is known about the molecular mechanisms underlying the pathogenesis within some of these disorders. Here we are trying to elucidate the molecular mechanisms that drive early onset photoreceptor function loss in the RDD, Mucolipidosis type IV (MLIV). MLIV is a lysosomal storage disorder that results from loss of function mutations in the MCOLN1 gene and leads to a disruption of autophagy. The MCOLN1 gene encodes a lysosomal cation channel called Trpml1. Based on previous data from our lab, we …

The Impact Of Sleep Quality Combined With Physical Activity On Autonomic Function (24-Hour Hrv) In College Students, Meghan Peterson

Masters Theses, 2020-current

Long-term poor sleep quality is associated with health outcomes that can lead to autonomic nervous system dysfunction. Both cardiorespiratory fitness and physical activity (PA) are associated with improvements in autonomic function and heart rate variability (HRV). Markers of fitness and sleep were explored to determine the degree of contribution to autonomic dysfunction. A total of 15 subjects, (age = 20.6±0.5; BMI = 23.9±1.0) completed 7 days of physical activity and sleep assessment via accelerometry. Participants then completed a graded exercise test to determine cardiorespiratory fitness (VO_2max), followed by a 24-H HRV measurement. HRV through LF:HF ratio was negatively …

Meqtl Mapping In The Genoa Study Reveals Genetic Determinants Of Dna Methylation In African Americans, Lulu Shang, Wei Zhao, Yi Zhe Wang, Zheng Li, Jerome J Choi, Minjung Kho, Thomas H Mosley, Sharon L R Kardia, Jennifer A Smith, Xiang Zhou

Faculty, Staff and Student Publications

Identifying genetic variants that are associated with variation in DNA methylation, an analysis commonly referred to as methylation quantitative trait locus (meQTL) mapping, is an important first step towards understanding the genetic architecture underlying epigenetic variation. Most existing meQTL mapping studies have focused on individuals of European ancestry and are underrepresented in other populations, with a particular absence of large studies in populations with African ancestry. We fill this critical knowledge gap by performing a large-scale cis-meQTL mapping study in 961 African Americans from the Genetic Epidemiology Network of Arteriopathy (GENOA) study. We identify a total of 4,565,687 cis-acting meQTLs …

Sepsis-Induced Acute Lung Injury (Ali) And The Development Of Bronchopulmonary Dysplasia (Bpd) In Premature Infants., Jacob S. Ward, Hung-Wen Yeh, Megan Tucker, Venkatesh Sampath

Research Days

Background: Bronchopulmonary dysplasia (BPD) is a significant cause of morbidity and mortality in premature infants with several known risk factors. Recent literature described the harmful effect of inflammation on the developing lung. Recently, we showed that late-onset sepsis (LOS) and necrotizing enterocolitis (NEC) causes acute lung injury (ALI) in preterm infants as measured by increases in pulmonary severity scores (PSS). The aim of this study was to investigate the association between LOS-induced ALI and BPD outcomes. We hypothesized that LOS would increase the likelihood of developing BPD, and the associated LOS-induced ALI will add to the ability to predict development …

Home Oxygen And Monitoring For Covid-19 Patients: A Multidisciplinary Team Approach, Mahta Salehi, Shehrose Chaudry, Rebecca B. Newman, Josette Hartnett, Suzanne J. Rose, Forugh Homayounrooz

Journal of Community Hospital Internal Medicine Perspectives

Introduction: During the initial COVID-19 pandemic peak, Stamford Hospital implemented a home oxygen program (HOP) to create a comprehensive, multi-disciplinary outpatient initiative without sacrificing a safe discharge. Primary care physicians monitored program participants, whose only indication for remaining admitted was an oxygen requirement. We retrospectively examined participant co-morbidities and outcomes, including death and readmission rates to evaluate HOP safety.

Methods: A retrospective analysis of program participants discharged between April 2020-Janurary 2021 was performed. Variables included demographics, oxygen requirement, days enrolled in the HOP, and major comorbidities such as cardiovascular disease (CVD), diabetes (DM), hypertension (HTN), obesity, chronic kidney disease, malignancies …

Identifying The Neural Correlates Of Anticipatory Postural Control: A Novel Fmri Paradigm, Jo Armour Smith, Rongwen Tain, Kelli G. Sharp, Laura M. Glynn, Linda R. Van Dillen, Korinne Henslee, Jesse V. Jacobs, Steven C. Cramer

Physical Therapy Faculty Articles and Research

Altered postural control in the trunk/hip musculature is a characteristic of multiple neurological and musculoskeletal conditions. Previously it was not possible to determine if altered cortical and subcortical sensorimotor brain activation underlies impairments in postural control. This study used a novel fMRI-compatible paradigm to identify the brain activation associated with postural control in the trunk and hip musculature. BOLD fMRI imaging was conducted as participants performed two versions of a lower limb task involving lifting the left leg to touch the foot to a target. For the supported leg raise (SLR) the leg is raised from the knee while the …

Balancing Functional Tradeoffs Between Protein Stability And Ace2 Binding In The Sars-Cov-2 Omicron Ba.2, Ba.2.75 And Xbb Lineages: Dynamics-Based Network Models Reveal Epistatic Effects Modulating Compensatory Dynamic And Energetic Changes, Gennady M. Verkhivker, Mohammed Alshahrani, Grace Gupta

Mathematics, Physics, and Computer Science Faculty Articles and Research

Evolutionary and functional studies suggested that the emergence of the Omicron variants can be determined by multiple fitness trade-offs including the immune escape, binding affinity for ACE2, conformational plasticity, protein stability and allosteric modulation. In this study, we systematically characterize conformational dynamics, structural stability and binding affinities of the SARS-CoV-2 Spike Omicron complexes with the host receptor ACE2 for BA.2, BA.2.75, XBB.1 and XBB.1.5 variants. We combined multiscale molecular simulations and dynamic analysis of allosteric interactions together with the ensemble-based mutational scanning of the protein residues and network modeling of epistatic interactions. This multifaceted computational study characterized molecular mechanisms and …

Social Determinants Of Health Among Family Caregiver Centered Outcomes In Lung Cancer: A Systematic Review, Dede K. Teteh, Madeleine Love, Marissa Ericson, Marissa Chan, Tanyanika Phillips, Aroona Toor, Betty Ferrell, Loretta Erhunmwunsee, Susanne B. Montgomery, Virginia Sun, Jae Y. Kim

Health Sciences and Kinesiology Faculty Articles

Background: Lung cancer is the leading cause of cancer death globally. Both lung cancer patients and family caregivers (FCGs) have unmet quality of life (QOL) needs. An understudied topic in lung cancer research is the role of social determinants of health (SDOH) on QOL outcomes for this population. The purpose of this review was to explore the state of research on SDOH FCGs centered outcomes in lung cancer.

Methods: The databases PubMed/MEDLINE, Cochrane Library, Cumulative Index to Nursing and Allied Health Literature, and American Psychological Association (APA) PsycInfo were searched for peer-reviewed manuscripts evaluating defined SDOH domains on …

Preclinical Investigations Of The Efficacy Of The Glutaminase Inhibitor Cb-839 Alone And In Combinations In Chronic Lymphocytic Leukemia, Natalia Timofeeva, Mary L Ayres, Natalia Baran, Janice M Santiago-O'Farrill, Gamze Bildik, Zhen Lu, Marina Konopleva, Varsha Gandhi

Faculty, Staff and Student Publications

INTRODUCTION: Chronic lymphocytic leukemia (CLL) cells are metabolically flexible and adapt to modern anticancer treatments. Bruton tyrosine kinase (BTK) and B-cell lymphoma-2 (BCL-2) inhibitors have been widely used to treat CLL, but CLL cells become resistant to these treatments over time. CB-839 is a small-molecule glutaminase-1 (GLS-1) inhibitor that impairs glutamine use, disrupts downstream energy metabolism, and impedes the elimination of reactive oxygen species.

METHODS: To investigate the

RESULTS: We found that CB-839 caused dose-dependent decreases in GLS-1 activity and glutathione synthesis. CB-839-treated cells also showed increased mitochondrial superoxide metabolism and impaired energy metabolism, which were reflected in decreases in …

Study Of The Potential Toxicity Of Adrenaline To Neurons, Using The Sh-Sy5y Human Cellular Model, Vera Marisa Costa, João Paulo Capela, Maria Lourdes Bastos, Fernando Remião, Kurt James Varner, José Alberto Duarte, Félix Carvalho

School of Graduate Studies Faculty Publications

Prolonged overexposure to catecholamines causes toxicity, usually credited to continuous adrenoceptor stimulation, autoxidation, and the formation of reactive pro-oxidant species. Non-differentiated SH-SY5Y cells were used to study the possible contribution of oxidative stress in adrenaline (ADR)-induced neurotoxicity, as a model to predict the toxicity of this catecholamine to peripheral nerves. Cells were exposed to several concentrations of ADR (0.1, 0.25, 0.5 and 1mM) and two cytotoxicity assays [lactate dehydrogenase (LDH) release and 3-(4,5-dimethylthiazol-2yl)-2,5-diphenyl tetrazolium bromide (MTT) reduction] were performed at several time-points (24, 48, and 96h). The cytotoxicity of ADR was concentration-and time-dependent in both assays, since the lowest concentration …

Oxidative Stress And Micrornas In Endothelial Cells Under Metabolic Disorders, Morgan Minjares, Wendy Wu, Jie-Mei Wang

Pharmaceutical Sciences Faculty Publications

Reactive oxygen species (ROS) are radical oxygen intermediates that serve as important second messengers in signal transduction. However, when the accumulation of these molecules exceeds the buffering capacity of antioxidant enzymes, oxidative stress and endothelial cell (EC) dysfunction occur. EC dysfunction shifts the vascular system into a pro-coagulative, proinflammatory state, thereby increasing the risk of developing cardiovascular (CV) diseases and metabolic disorders. Studies have turned to the investigation of microRNA treatment for CV risk factors, as these post-transcription regulators are known to co-regulate ROS. In this review, we will discuss ROS pathways and generation, normal endothelial cell physiology and ROS-induced …

Elucidating The Impact Of Sos-Response Timing In On Escherichia Coli Survival Following Treatment With Fluoroquinolone Topoisomerase Inhibitors, Stephanie Schofield

Honors Scholar Theses

Antibiotic treatment failure is a public health crisis, with a 2019 report stating that roughly 35,000 deaths occur in the United States yearly due to bacterial infections that are unresponsive to antibiotics (1). One complication in the treatment of bacterial infection is antibiotic persistence which further compromises our battle to effectively treat infection. Bacterial persisters can exist in clonal bacterial cultures and can tolerate antibiotic treatment by undergoing reversible phenotypic changes. They can survive drug concentrations that their genetically identical kin cannot. Some persisters remain in a slow growing state and are difficult to target with current antibiotics. A specific …

Pediatric Diabetic Ketoacidosis Fluid Composition And Rate In Care Of Type 1 Diabetic Patients, Gabriel Hansen, Janae Langner, Michaela Tarpley

Doctor of Nursing Practice Projects: College of Nursing

Objective

Complications of diabetic ketoacidosis (DKA) include iatrogenic hyperchloremia and acute kidney injury (AKI). The objective of this study was to evaluate the association of decreasing sodium chloride (NaCl) composition in standard DKA fluid resuscitation and the rates/severity of hyperchloremia and AKI in pediatric patients.

Methods

In December 2020, Children’s Hospital and Medical Center (CH&MC) changed the standard base composition of DKA fluids from 0.9% to 0.675% sodium chloride (NaCl) and increased the fluid resuscitation rate for patients over 30kg as a quality improvement project. A retrospective chart review analyzed patients admitted with DKA from January 2019-December 2021, excluding patients …

Genetic Influences On The Response To Neuromodulation In Craving Behaviors, Carly J. Haring

Honors Thesis

Obesity and eating disorders are highly prevalent in the United States. People who suffer from obesity and/or eating disorders face serious health consequences and even death. Current treatments are not effective as recovery rates are low, so there is a dire need for an effective treatment for obesity and eating disorders. There have been studies investigating the use of transcranial direct current stimulation (tDCS) and transcranial magnetic stimulation (TMS) of the dorsolateral prefrontal cortex (DLPFC) as a means of treatment for these people. While findings show promise, there is much variability. The goal of this study is to further prior …

Self-Managment Of Urinary Incontinence In Women, Abbey Klein

Theses & Dissertations

Urinary incontinence is experienced by approximately 60% of adult women in the United States and negatively impacts many aspects of physical and psychological health. Many women do not seek care for urinary incontinence due to social stigma. However, those who do seek care do not often receive treatment options that align with clinical guidelines. Urinary incontinence self-management has been used interchangeably in the literature with other terms, like self-care and coping, but no conceptual definition has been delineated. The overall purpose of this dissertation was to describe urinary incontinence self-management in women. To accomplish this, a concept analysis was conducted …

Cystic Duct Morphology And Heister Valves: A Cadaveric Study, Cierra R. Goerish

Theses & Dissertations

Continued occurrence of cholelithiasis, gallstones, commonly results in cholecystectomy, removal of the gallbladder. Having a comprehensive anatomical, histological, and physiological knowledge of the biliary apparatus is imperative in clinical medicine today. Additionally, the functionality of cystic duct (CD) Heister valves (HV) has been speculatory since being reported in 1732. This study summarizes the morphology, orientation, and variability of the gross biliary system and provides data to help justify HV functionality.

Cadaveric dissection was utilized for gross observation and analysis of the biliary system. The angulation of the CD was found primarily as an acute angle; however, obtuse angulation could be …

Investigating Host Cell Transcriptional Heterogeneity And Metabolism In Staphylococcus Aureus Biofilm Infections, Christopher M. Horn

Theses & Dissertations

Staphylococcus aureus (S. aureus) is a leading cause of prosthetic joint infection (PJI). These infections are often intractable due to biofilm formation, which are complex bacterial communities that adhere to biotic and abiotic surfaces. Within a biofilm, there is considerable heterogeneity in bacterial metabolism and gene expression that contributes to the establishment an anti-inflammatory milieu at the site of infection, which favors bacterial persistence even in the context of an immunocompetent host. This is due, in part, to the preferential recruitment of granulocytic myeloid-derived suppressor cells (G-MDSCs), which are a population of pathologically activated immature leukocytes that develop …

Center Based Cardiac Rehabilitation Outcomes Associated With Covid-19 Pandemic: A Retrospective Comparative Cohort Study, Haley Williams, Kayla Woodworth

Doctor of Nursing Practice Projects: College of Nursing

Background: Traditional cardiac rehabilitation (CR) is a multidisciplinary, multifaceted program for cardiac patients. Throughout the Covid-19 pandemic, health care, including center-based CR (CBCR) programs, were closed to in-person sessions. Even with the return to CBCR participation, patient outcomes may have been affected by this disruption in care. The goal of this study was to determine if CR participation outcomes differed before and after CBCR program closure due to Covid-19.

Methods: A retrospective comparative cohort design was used to examine CR participant outcome data before and after the Covid-19 pandemic. Convenience sampling of CR participants at a large, urban …

Higher Dose Corticosteroids In Patients Admitted To Hospital With Covid-19 Who Are Hypoxic But Not Requiring Ventilatory Support (Recovery): A Randomised, Controlled, Open-Label, Platform Trial, Recovery Collaborative Group

Faculty, Staff and Student Publications

BACKGROUND: Low-dose corticosteroids have been shown to reduce mortality for patients with COVID-19 requiring oxygen or ventilatory support (non-invasive mechanical ventilation, invasive mechanical ventilation, or extracorporeal membrane oxygenation). We evaluated the use of a higher dose of corticosteroids in this patient group.

METHODS: This randomised, controlled, open-label platform trial (Randomised Evaluation of COVID-19 Therapy [RECOVERY]) is assessing multiple possible treatments in patients hospitalised for COVID-19. Eligible and consenting adult patients with clinical evidence of hypoxia (ie, receiving oxygen or with oxygen saturation

FINDINGS: Between May 25, 2021, and May 13, 2022, 1272 patients with COVID-19 and hypoxia receiving no oxygen …

Impact Of The Covid-19 Pandemic On The Management Of Risk Factors In Patients With Stable Atherosclerotic Vascular Disease, Dean Karalis, Patrick Moeller, Albert Crawford, Maria Janelli, Scott Hessen

Division of Cardiology Faculty Papers

Background

Effective control of risk factors in patients with ASCVD is important to reduce recurrent cardiovascular events. However, many ASCVD patients do not have their risk factors controlled, and this may have worsened during the COVID-19 pandemic.

Methods

We retrospectively evaluated risk factor control among 24,760 ASCVD patients who had at least 1 outpatient encounter both pre-pandemic and during the first year of the pandemic. Risk factors were uncontrolled if the blood pressure (BP) ≥ 130/80 mm Hg, LDL-C ≥ 70 mg/dL, HgbA1c ≥ 7 for diabetic patients, and patients were current smokers.

Results

During the pandemic, many patients had …

Translating A Pediatric Weight Management Intervention Into Medically Underserved Areas, Caitlin Golden

Theses & Dissertations

Despite substantial prevention and treatment efforts, childhood obesity remains a pressing public health concern. Disparities persist in obesity prevalence among children of lower socioeconomic status, racial and ethnic minority groups, and those residing in rural areas. The vast majority of efficacious pediatric weight management interventions (PWMIs) have been based in larger cities and urban areas delivered through inter-disciplinary teams in a hospital or medical center, and the degree to which these or other efficacious PWMIs have been translated to, and are feasible in, typical rural or micropolitan areas is unclear. This dissertation describes a dissemination strategy and a systematic approach …

Mechanisms Of Mutated Myosin Vb Mediated Cholestasis In Microvillus Inclusion Disease, Melissa S. Holzapfel

Theses & Dissertations

Microvillus inclusion disease (MVID) is a constitutive intestinal epithelial disease which causes definitive intestinal failure and cholestatic liver disease primarily caused by mutations in the Myosin Vb gene. Genotype-clinical phenotype associations suggest that the progression of liver disease can be predicted through a correlation between myosin Vb residual function and variable retention of bile salt transport machinery in intestinal enterocytes and liver hepatocytes. We proposed that aberrant distribution of bile salt transport proteins disrupts enterohepatic regulation of bile acids and contributes to the progression of cholestatic liver disease. To investigate the genotype-phenotype correlation, samples from MVID patients were evaluated for …

Oxidative Damage Together With Post-Occlusive Re-Oxygenation Kinetics, In Calf Muscle, Implicate Microvessels In The Myopathy Of Peripheral Artery Disease, Molly Schieber

Theses & Dissertations

Background:Peripheral Artery Disease (PAD) is characterized by calf muscle fibrosis and myofiber oxidative damage (OxD). Our laboratory has demonstrated architectural changes of calf-muscle microvessels (

Methods:Gastrocnemius biopsies were collected from controls, patients with Stage II PAD, and Stage IV patients with limb-threatening ischemia. Carbonyl adducts (CA; oxidative damage), and Heme Oxygenase-1 (HO-1; anti-OxD in microvessels) were quantified in microvessels (

Results: Post-occlusive re-oxygenation of calf muscle was slowed in Stage II patients versus controls. Kinetic parameters correlated poorly with Ankle-Brachial Index. Microvessel CA was increased in pre- and post-exercise Stage II patients and in Stage IV patients versus …

Tf-Cbt Training Augmented With A Self-Care Focus: Understanding Facilitators And Barriers To Treatment Implementation., Julie P. Harrison, Esther Deblinger, Elisabeth Pollio, Beth Cooper, Robert A Steer

Rowan-Virtua School of Osteopathic Medicine Departmental Research

Clinicians working with youth exposed to trauma may be at increased risk for experiencing elevated levels of stress and symptoms of secondary traumatic stress, which can negatively impact clinician wellbeing and ultimately contribute to reduced access to quality care for clients. An innovative Trauma-Focused Cognitive Behavioral Therapy (TF-CBT) training incorporating self-care practices (i.e., Practice What You Preach; PWYP) was developed to help facilitate the implementation of TF-CBT and to enhance clinicians' coping and decrease stress. The primary purpose of this study was to determine whether the PWYP-augmented training met three Objectives: (1) increase clinicians' feelings of TF-CBT competency; (2) improve …

Gold 2023 Update: Implications For Clinical Practice, Diana R. Tamondong-Lachica, Neil Skolnik, John R. Hurst, Nathaniel Marchetti, Adrian Paul J. Rabe, Maria Montes De Oca, Bartolome R. Celli

Abington Jefferson Health Papers

In 2022, over 3 million people died of chronic obstructive pulmonary disease (COPD) and the global burden of the disease is expected to increase over the coming decades. Recommendations for the treatment and management of patients with COPD are published by the Global Initiative for Chronic Obstructive Lung Disease, and updated annually with scientific evidence-based recommendations. The 2023 updates, published in November 2022, contain key changes to recommendations for diagnosis and treatment of COPD that are anticipated to have a significant impact on clinical practice for patients with COPD. Updates to how COPD is defined and diagnosed, including the expansion …

Short Term Medical Mission Gerd And Ulcer Treatment Guideline, Robin Risky

Doctor of Nursing Practice Projects

The United States conducts over 6,000 international medical mission trips each year. The short-term nature of these trips, unfamiliarity with the patient population, language barriers, limited resources, and inadequate staff training are just some of the factors that make it challenging to provide quality care. One way to avoid doing harm is to follow evidence-based guidelines when treating common conditions. This quality improvement project sought to provide an evidence-based protocol for short-term medical missions (STMMs), guiding providers and pharmacy staff on the treatment of GERD and peptic ulcer. This project was implemented in a rural health clinic at the Land …

Home-Based Tdcs For Apathy In Alzheimer’S Disease: A Protocol For A Randomized Double-Blinded Controlled Pilot Study, Antonio L Teixeira, Laís Bhering Martins, Thiago Macedo E Cordeiro, Lijin Jose, Robert Suchting, Holly M Holmes, Ron Acierno, Hyochol Ahn

Faculty, Staff and Student Publications

BACKGROUND: Apathy is among the most common behavioral symptoms in dementia and is consistently associated with negative outcomes in Alzheimer's disease (AD). Despite its prevalence and clinical relevance, available pharmacological and non-pharmacological strategies to treat apathy in AD have been marked, respectively, by potentially severe side effects and/or limited efficacy. Transcranial direct current stimulation (tDCS) is a relatively novel non-pharmacological method of neuromodulation with promising results. Compared to previous tDCS formats, recent technological advances have increased the portability of tDCS, which creates the potential for caregiver-administered, home use. Our study aims to evaluate the feasibility, safety, and efficacy of home-based …

Diagnosing Hypertrophic Cardiomyopathy In Athletes, Chalisa Srisukajorn, Tamonwan Megan Jirakulaporn, Helen C Huang, Erik Fung, Polakit Teekakirikul

Journal of the Hong Kong College of Cardiology

Sudden cardiac death (SCD) in a young asymptomatic individual is a devastating, unpredictable event, with a widespread impact on the public health system. Hypertrophic cardiomyopathy (HCM) is the most common form of genetic heart disease, and considered one of the leading causes of SCD affecting young and frequently asymptomatic patients. A diagnosis of HCM is challenging particularly in young athletes due to overlapping clinical phenotypesbetween pathological left ventricular hypertrophy (LVH) and exercise-induced physiological LVH. Severalinvestigational tools have been used to differentiate these two distinct entities. This review article focuses upon the diagnosis of HCM in young athletes, SCD risk assessment, …

Procedural And Clinical Outcomes Of Dedicated Venous Stents In Acute And Chronic Venous Obstruction: A Retrospective Single Center Study, Guangming Tan, Madeleine G Yan, Bryan Py Yan

Journal of the Hong Kong College of Cardiology

Background Endovenous angioplasty with stenting is an accepted treatment for patient with venous obstruction. Dedicated venous stents have been developed to improve the efficacy and safety of the venoplasty procedure. We report the procedural as well as clinical outcomes of these new generation stents in the treatment of acute and chronic venous obstruction. Method This is a single centre retrospective cohort study of patients who received venous stenting for either acute or chronic venous obstruction. Baseline demographics, procedural details, clinical outcomes including 30 day all-cause mortality, 90 day primary patency rate, and change in Villalta score were reported. Result 41 …

Cardiovascular Disease Prediction Modelling: A Machine Learning Approach, Usmaan Al-Shehab, Maduka Gunasinghe, Yousuf Elkhoga, Nimay Patel, Juliana Yang

Rowan-Virtua Research Day

The objective of this project is to utilize the UCI Heart Disease dataset to identify physiological biomarkers that are highly correlated with heart disease incidence. A predictive model can then be developed using these biomarkers to estimate the likelihood of someone having or developing a heart-related condition. This study compares the efficacy of predicting cardiovascular disease as an outcome using three machine learning algorithms: Support Vector Machine, Gaussian Naive Bayes, and logistic regression. Support Vector Machine works by creating hyperplanes between data points to conduct classification. Gaussian Naive Bayes works by using the conditional probabilities of events to classify the …