Investigative Techniques Commons^™

Heart Disease Prediction Using Stacking Model With Balancing Techniques And Dimensionality Reduction, Ayesha Noor, Nadeem Javaid, Nabil Alrajeh, Babar Mansoor, Ali Khaqan, Safdar Hussain Bouk

School of Cybersecurity Faculty Publications

Heart disease is a serious worldwide health issue with wide-reaching effects. Since heart disease is one of the leading causes of mortality worldwide, early detection is crucial. Emerging technologies like Machine Learning (ML) are currently being actively used by the biomedical, healthcare, and health prediction industries. PaRSEL, a new stacking model is proposed in this research, that combines four classifiers, Passive Aggressive Classifier (PAC), Ridge Classifier (RC), Stochastic Gradient Descent Classifier (SGDC), and eXtreme Gradient Boosting (XGBoost), at the base layer, and LogitBoost is deployed for the final predictions at the meta layer. The imbalanced and irrelevant features in the …

Transmission Competence Of B. Burgdorferi Infected Ixodes Ticks And Development Of An Ospc-Based Lyme Disease Vaccine, Samanta Kamalika

Theses and Dissertations (ETD)

Introduction. Lyme disease, otherwise called Lyme borreliosis, is a vector-borne infectious disease caused by the spirochete Borrelia burgdorferi (Bb). Studying the increase in overall Lyme disease incidence requires understanding the role of the vector Ixodes scapularis (I. scapularis) as the agent that carries the spirochete which is important to limit the occurrence of Lyme disease. Once we understand the vector-pathogen response, it also becomes important to determine the remedies for Lyme disease. Lyme disease can be treated with antibiotics if detected early, but the major obstacle lies in the early detection process. Therefore, it is important to investigate alternative preventive …

Physiologically-Based Pharmacokinetic (Pbpk) Modeling For The Preclinical Development Of Spectinamide Antibiotics, Keyur R. Parmar

Theses and Dissertations (ETD)

Despite being an ancient disease caused by Mycobacterium tuberculosis (Mtb) and after decades of research, tuberculosis (TB) still affects millions of people every year worldwide. In 2018, the World Health Organization (WHO) reported that 10 million people developed tuberculosis and 1.5 million died of the disease. With the increase in the multidrug-resistant (MDR) and extensively drug-resistant (XDR) cases, the treatment for TB with the standard first and second-line therapy is becoming increasingly difficult. Therefore, there is an urgent need to find new anti-TB drugs as combination partners of existing and experimental classes of antimicrobial agents to shorten and simplify the …

Precision Medicine Approach To Alzheimer’S Disease: Rationale And Implications, Dale E. Bredesen, Kat Toups, Ann Hathaway, Deborha Gordon, Henrianna Chung, Cyrus Raji, Alan Boyd, Benjamin D. Hill, Sharon Hausman-Cohen, Mouna Attarha, Won Jong Chwa, Alexei Kurakin, Michael Jarrett

University Faculty and Staff Publications

The neurodegenerative disease field has enjoyed extremely limited success in the development of effective therapeutics. One potential reason is the lack of disease models that yield accurate predictions and optimal therapeutic targets. Standard clinical trials have pre-determined a single treatment modality, which may be unrelated to the primary drivers of neurodegeneration. Recent proof-of-concept clinical trials using a precision medicine approach suggest a new model of Alzheimer’s disease (AD) as a chronic innate encephalitis that creates a network insufficiency. Identifying and addressing the multiple potential contributors to cognitive decline for each patient may represent a more effective strategy. Here we review …

Sugar-Sweetened Beverages Intake, Abdominal Obesity, And Inflammation Among Us Adults Without And With Prediabetes—An Nhanes Study, Wei Ting Lin, Yu Hsiang Kao, Mirandy S. Li, Ting Luo, Hui Yi Lin, Chien Hung Lee, David W. Seal, Chih Yang Hu, Lei Shih Chen, Tung-Sung Tseng

School of Public Health Faculty Publications

Excessive sugar-sweetened beverages (SSB) consumption and abdominal obesity have been independently linked to numerous disorders, including diabetes and elevated C-reactive protein (CRP). This study aimed to explore the association between SSB intake, abdominal obesity, and inflammation in normal and prediabetic adults. Sugar intake from SSBs was calculated from 24-h dietary recalls and further classified into non-, medium-, and high-intake. The status of non- and prediabetes was identified based on hemoglobin A1c level. All analyses were performed under a survey module with appropriate sampling weights to control for the complex survey design. A total of 5250 eligible adults without diabetes were …

Computer-Aided Drug Discovery For Helicobacter Pylori, Nicole Ann Vita

Theses and Dissertations (ETD)

Helicobacter pylori is a high-priority drug-resistant pathogen and is currently the only bacteria considered to be a class I carcinogen and there is a critical need to identify novel chemical matter to treat H. pylori infections. Hp is responsible for greater than 60% of gastric cancer related deaths and 89% of all gastric cancer morbidities. In a previous study, our lab identified novel Hp thienopyrmidine inhibitors that target respiratory complex I, an essential enzyme in respiration. Respiratory complex I is a large asymmetric multidomain and membrane bound enzyme and due to these innate features, it is not practical for biophysical …

The Uncertainty And Psychological Health Of Family Caregivers Of Patients With Delirium In Intensive Care Units, Amal Shokri Haji Assa

Theses and Dissertations (ETD)

Each year, more than 5 million patients are admitted to an intensive care unit (ICU) in the United States, and up to 80 % of these patients develop delirium. Delirium is a common indicator of acute brain dysfunction in the ICU and a predictor of mortality, longer ICU/hospital stay, and long-term cognitive impairment. Family caregivers are a valuable resource in preventing, detecting, and managing delirium in the ICU. However, witnessing delirium episodes can generate adverse psychological symptoms in family caregivers that may compromise their health and well-being. Research in this area has demonstrated a gap in the literature regarding how …

Methods Development In Inflammatory Bowel Disease, Andrew B. Steimke

Theses and Dissertations (ETD)

Inflammatory bowel disease (IBD) is a disease that is classified into two subtypes: ulcerative colitis (UC) and Crohn’s disease (CD). Symptoms can range from mild discomfort to requiring surgical intervention and affects approximately 1-in-200 adults in America alone, with global incidence rates increasing. While many treatments exist for IBD, perhaps the main reason for the lack of a cure is that there are many different pathogeneses that all lead to a very similar expression of symptoms. Over 240 IBD loci have been identified to date, yet the causative allele that drives the association has only been identified in ~60 of …

Seeing The Big Picture: System Architecture Trends In Endoscopy And Led-Based Hyperspectral Subsystem Intergration, Craig M. Browning

Graduate Theses and Dissertations (2019 - present)

Early-stage colorectal lesions remain difficult to detect. Early development of neoplasia tends to be small (less than 10 mm) and flat and difficult to distinguish from surrounding mucosa. Additionally, optical diagnosis of neoplasia as benign or malignant is problematic. Low rates of detection of these lesions allow for continued growth in the colorectum and increased risk of cancer formation. Therefore, it is crucial to detect neoplasia and other non-neoplastic lesions to determine risk and guide future treatment. Technology for detection needs to enhance contrast of subtle tissue differences in the colorectum and track multiple biomarkers simultaneously. This work implements one …

Screening For Social Determinants Of Health To Improve Care In Pediatric Patients With Recurrent Urinary Tract Infections: A Scoping Review, Emily Gray Msn, Fnp-C, Michelle Rickard Dnp, Cpnp-Ac

Doctor of Nursing Practice Projects

Purpose: To describe what is known about how SDoH screening impacts adherence to treatment in pediatric patients with recurrent UTIs.

Efficacy Of Various Interventions For Achieving Target Hba1c Levels For Patients With Type Ii Diabetes Mellitus And On Exogenous Insulin, Caitlin S. Welch, Archie Troxel

Longitudinal Scholar's Project

Objective: To learn the rates at which patients at UT Family Medicine–St. Francis (UTFM–SF) with type II diabetes mellitus are being prescribed recommended medications—namely metformin, sodium-glucose cotransporter 2 (SGLT2) inhibitors, and glucagon-like peptide 1 receptor agonists (GLP1RAs)—whether these rates correspond to the severity of hyperglycemia (as indicated by HbA1C level). A secondary goal of the study was to investigate if HbA1C levels are being checked at recommended intervals.

Methods: A retrospective chart review was conducted using records of patients seen at the clinic in the previous four years between the ages of 18 and 65 who had visits with ICD …

Investigating The Correlation Between Lpr & Obesity, Andrew S. Franklin Bs, Chad A. Nieri Bs, M. Boyd Gillespie Md

Longitudinal Scholar's Project

Objectives: To determine whether Drug-Induced Sleep Endoscopy (DISE) findings of Laryngopharyngeal Reflux (LPR) correlate with obesity, gender, Epworth Sleepiness scale, and OSA severity.

Study design: Single center retrospective cohort study.

Methods: Patients greater than 18 years of age who underwent DISE by one surgeon at a tertiary care center from July 2016 to July 2022 were included. DISE findings, patient characteristics, demographics, polysomnogram(s), and Epworth Sleepiness Scale(s) were extracted. Fisher’s exact test was used to compare categorical variables, and independent sample t-test was used to compare continuous variables. All statistical analyses were performed using IBM SPSS Statistics 28.

Results: …

Effects Of Dietary Ω-3 Polyunsaturated Fatty Acids (N-3 Pufa) In Light Sensitivity Of Retinas Of Mice Models To Prevent Retinal Damage, Aaron Eugene Rice

Longitudinal Scholar's Project

Light-induced retinal degeneration (LIRD) causes photoreceptor cell death in albino mice after exposure to high intensity light for a set period of time (6-24 hours). This causes retinal photoreceptor cell death through apoptosis. From several previous studies, Dr. Mandal’s lab concluded that de novo biosynthesis of ceramide mediates photoreceptor cell death in a LIRD model. Previous studies in Dr. Mandal’s lab has shown that mouse models with higher endogenous ω-3 Polyunsaturated Fatty Acids (n-3 PUFA) generates less ceramide upon neuronal injury and prevent neurodegeneration (Mol Neurobio 2021). There are currently not many available effective therapies for retinal degeneration in humans …

Nursing Perspectives And Opinions On Early Or Delayed Sepsis Treatment: A Mixed Methods Approach, Pamela L. Harris

Theses and Dissertations (ETD)

Purpose. Each year at least 1.7 million adults in America develop sepsis. Sepsis can lead to life threatening organ dysfunction, severe hypotension, and death when severe sepsis or septic shock is involved. Sepsis is responsible for 50% of acute kidney injury (AKI), which is the most common form of organ dysfunction seen in critical care. Sepsis associated AKI results in loss of, or decreased renal function, is associated with adverse long-term outcomes, and carries a higher mortality rate than non-septic AKI, sepsis without AKI, or septic shock without AKI. Surviving sepsis guidelines suggests a 1-hour window from the time of …

Inflammatory Response Following Hemorrhagic Stroke: The Role Of Cytokines, Patrick Devlin

Theses and Dissertations (ETD)

Hemorrhagic stroke is a dangerous form of stroke resulting from the rupturing of weakened blood vessels, releasing blood that increases intracranial pressure and causes the death of surrounding tissue. Treatment options are improving but remain limited, as evidenced by this condition being characterized by high rates of mortality as well as long-term morbidity. Unregulated inflammatory responses that occur following injury may be partially to blame for these poor outcomes. In response to any injury, the immune system releases cytokines to recruit immune cell activation and promote inflammation. But after hemorrhagic stroke, whether aneurysmal subarachnoid hemorrhage (aSAH) or intracerebral hemorrhage (ICH), …

Is Home Blood Pressure Monitoring Effective At Controlling Hypertension In African American Patients? A Clin-Iq, Rebecca Nye, Wilhelm Lehmann, Deborah Simpson

Journal of Patient-Centered Research and Reviews

African Americans are disproportionately affected by hypertension, a modifiable contributor to multiple chronic diseases and premature death. Primary care physicians play an important role in hypertension control. Home blood pressure monitoring (HBPM) is an evidence-based method for confirming diagnosis and monitoring hypertension over time. Some studies have found that HBPM may lead to clinically relevant reductions in blood pressure when combined with additional interventions, but few studies have focused specifically on African American populations. Evidence of effectiveness could increase clinical recommendation of HBPM. This clinical inquiry examined whether HBPM improves blood pressure control in African Americans with uncontrolled hypertension. Reviewed …

Utility Of Av Nodal Characteristics In Identification Of Atrioventricular Nodal Reentrant Tachycardia And Risk Of Recurrence, Kimberly M. Decarr

Longitudinal Scholar's Project

Background: Catheter ablation of the slow atrioventricular (AV) nodal pathway is a safe and effective treatment for atrioventricular nodal reentrant tachycardia (AVNRT). While AVNRT occurs frequently in both children and adults, pediatric patients experience higher rates of AVNRT recurrence.

Objective: The purpose of this study was to characterize changes in AV nodal conduction properties following catheter ablation and correlate these properties with AVNRT recurrence in pediatric patients.

Methods: This was a retrospective review of patients aged(AVRT) at a single tertiary care center between January 01, 2010 and September 01, 2021. Demographics, pre- and post-ablation ECG intervals, and AV nodal conduction …

A Review Of The Pathogenesis, Clinical Features And Diagnostic Indicators Of The Novel Condition Vaccine-Induced Thrombotic Thrombocytopenia, Ada Fleming

International Undergraduate Journal of Health Sciences

The introduction of vaccination against SARS-CoV-2 infection was a welcome and significant event in the COVID-19 pandemic. While vaccine administration was for the most part successful, it did come with the emergence of a novel condition, Vaccine-Induced Thrombotic Thrombocytopenia (VITT). This condition presents after the administration of adenoviral vector-based vaccines against COVID-19, causing thrombocytopenia and thrombosis in affected individuals. There have been 10 suspected cases of VITT in Ireland. While its mechanism is not fully understood, the condition is characterised by the presence of Platelet Factor 4 (PF4) antibodies. There are several laboratory indicators which may suggest that a patient …

Thromboelastography Profiles Of Hemophilia A Patients On Emicizumab, Daniel J. Vanzweden, Meera Chitlur, Charity J. Stadler

Medical Student Research Symposium

Emicizumab is a new monoclonal antibody developed to dtreat people with Hemophilia A, especially those with antibodies. However, breakthrough bleeding can still occur in patients taking Emicizumab. TEG is a global coagulation assay which measures coagulability through viscosity. This study describes the use of tissue factor activated TEG in measuring bleeding profiles in patients taking Emicizumab. The goal of this prospective study is to determine if TEG can be used, which variables of TEG might be useful, and how much more useful it is than the current standard, aPtt. Findings include a 25% increased R time and 24% increased K …

Feasibility And Effectiveness Of A Prehabilitation Program Prior To Breast Cancer Surgery: A Critically Appraised Topic, Emma Choi, Alissa Lee, Kayla Woods, Morgan Mills, Carol Houston

Master of Occupational Therapy Student Critically Appraised Topics

The purpose of our project is to determine the feasibility and effectiveness of a prehabilitation (prehab) program for patients undergoing breast cancer surgery as compared to only receiving post-surgical rehabilitation. Our clinical mentor has recently obtained certification as a lymphedema specialist and is assisting with the opening of an outpatient mastectomy clinic through the Methodist University systems. Through our research process, we critically appraised two Level II articles, two Level III articles, and one Level IV article. Positive outcomes related to the feasibility were identified, however there is limited significant evidence supporting the effectiveness of the intervention. We recommend using …

Effect Of Botox And Therapy On Spasticity In Cerebral Palsy: A Critically Appraised Topic, Rachel Bray Mot/S, Tatum Cabot Mot/S, Peyton Clark Mot/S, Cameron Goodman Mot/S, Tarason Moore Mot/S, Claire Napier Mot/S

Master of Occupational Therapy Student Critically Appraised Topics

Children diagnosed with Cerebral Palsy often experience upper limb spasticity. Research has shown Botox injections in combination with occupational therapy can reduce the effects of spasticity in the upper limb. This literature review aims to determine how long is the appropriate duration of occupational therapy to administer after Botox injections to see decreased spasticity in the upper limbs.

Effect Of Early Mobilization On Length Of Hospital Stay In Covid-19 Patients: A Critically Appraised Topic, Ashlee Hodges, Anna Claire Briscoe, Anna Beth Willoughby, Carlton Hubbard, Nathan Smith

Master of Occupational Therapy Student Critically Appraised Topics

For this project, we created a critically appraised topic to study the effects of early mobilization on length of hospital stay in COVID-19 patients in the ICU.

Updates In The Pharmacologic Prophylaxis And Treatment Of Invasive Candidiasis In The Pediatric And Neonatal Intensive Care Units, James Hunter Fly, Seerat Kapoor, Kelly Bobo, Jeremy S. Stultz

Faculty Publications

Purpose of review The goal of this review was to provide an update on the prevention and treatment options for invasive candidiasis (IC) in the neonatal intensive care unit (NICU) and pediatric intensive care unit (PICU).

Recent findings Studies have further validated the use of fluconazole for IC prophylaxis among high-risk patients in the NICU. It remains unclear if prophylaxis leads to resistance development and the ideal dosage regimen is still not clear. Recent studies have been published comparing caspofungin and micafungin to amphotericin B and illustrated similar efficacy outcomes in the NICU. Micafungin now has approval from the United …

Rates And Perceptions Of Covid-19 Vaccination From University Of Mississippi Students, Josie Parham

Honors Theses

The trials, tribulations and triumphs of the global COVID-19 pandemic are impacted by and are a product of behaviors that occur at the level of nations, states, cities and, ultimately, communities. In the wake of the development of safe and effective vaccines against SARS-CoV2, the virus responsible for the pandemic, the significance of the vaccine is closely linked to the number of individuals that receive the vaccine. To date, surveys have measured sizable variations in vaccination rates between nations, states, cities, and communities. Focusing on events that have transpired in one such local community, the present study (i) measured the …

Lead Poisoning, Education, And Advocacy For Prevention (L.E.A.P.) Study, Stephen Acheampong, Britney Aderinto, Zander Turcich, Ali Harb

Rowan-Virtua Research Day

Lead poisoning has been regarded as a major threat due to its irreversible and harmful effects. This includes severe cognitive and developmental impairments, especially in children.

Over the years, the CDC has reduced the benchmark for acceptable blood lead levels (BLL) from 10 μg/ml to 3.5 μg/ml to allow for earlier intervention and prevention.

Despite increased awareness and government programs that lead to a decline in mean blood levels across the country, testing for elevated BLLs, especially in low-income households, continues to be disproportionately lower.

Association Between Leg Adiposity & Hypertension Subtypes In Young & Middle-Aged American Adults, David Lo, Aayush Visaria, Pranay Maniar

Rowan-Virtua Research Day

Our research aim was to determine the association between appendicular adiposity and hypertension to better elucidate the role of body fat distribution on blood pressure (BP).

Many studies have provided evidence for the inverse association between leg adiposity and metabolic syndrome criteria.

Hypertension (HT) subtypes have unique age distributions and associated risk factors. BMI ± triglycerides are major risk factors for isolated diastolic hypertension (IDH).

Association Of Perceived Early Adequate Analgesia And Chronic Pain Severity, Sean Coulson, Sameer Akhtar, Brian Thomas, Aleesa Mobley

Rowan-Virtua Research Day

Purpose: Establish if early adequate pain control is protective in the development of chronic pain syndromes.

Data collected via survey to patients being treated for chronic pain at the Neuromuscular Institute at RowanSOM

Data (small n) suggests patients with chronic pain have poorly controlled pain levels at the time of the acute event.

Anticipate with increased sample size will see a correlation between chronic pain prevalence and severity and perceived early adequate analgesia following the acute event.

Interaction Of Fluorescent Probes With Sirtuin Proteins, James Fusco, Brian P Weiser

Rowan-Virtua Research Day

Sirtuins are a class of proteins belonging to the Sir2 (Silencing information regulator 2) family of NAD+ dependent protein lysine deacylases. Different Isoforms (SIRT1-SIRT7) differ in their specific deacylase activity and cellular location. They have roles in DNA repair, glucose metabolism, and cellular proliferation which make them highly desirable targets for carcinoma therapeutics. We previously used 1-aminoanthracene’s (AMA) fluorescent properties when bound with SIRT2 (Kd of 37 μM) to develop a high-throughput screen to identify novel ligands that inhibit SIRT2’s enzymatic activities. We hope to reveal other potential probes for future high-throughput screening with all the sirtuin isotopes. 1-AMA’s fluorescence …

Spectroscopic Measurements Of Meibum Compositional, Structural, And Functional Relationships To Elucidate The Role Of Meibum In Dry Eye., Anthony Chigozie Ewurum

Electronic Theses and Dissertations

The major aim of my dissertation was to investigate the etiology of dry eye disease which affects about 7 million people in the United States, causing symptoms that can lead to visual disturbance. Correlation between dry eye and an abnormal lipid layer of the tear film has been found. Tear film lipids originate mostly from the meibomian glands. Cholesteryl ester (CE) and Wax ester (WE) lipids make up most of the human meibum lipidome and the CE/WE ratio has been shown to decrease in patients with meibomian gland dysfunction. Model studies using synthetic CE and WE, although providing some insight, …

Dexmedetomidine Vs. Propofol In Postoperative Delirium Prevention, Jaclyn Burnett Rn, Srna, Montana Betts Rn, Srna, Christhian De Ochoa Rn, Srna, Maciej Chec Rn, Srna, Dwayne Accardo Dnp, Crna, Aprn

Doctor of Nursing Practice Projects

Purpose/Background Postoperative delirium (POD) is an acute neurological condition affecting large numbers of surgical patients in various practice settings. Patients suffering from this condition face postoperative complications, increased lengths of stay, and tremendous financial burden. Understanding the contributing factors for POD, and how adjustments in intraoperative agents can prevent or reduce the incidence, is a crucial aspect of anesthesia practice. This scoping review will examine associations between POD and the intraoperative use of propofol versus dexmedetomidine with general anesthesia.

Methods Studies in this review were limited to peer-reviewed literature, published in medical and nursing journals within the last five years. …