Other Analytical, Diagnostic and Therapeutic Techniques and Equipment Commons^™

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 …

Management And Considerations In The Usage Of Txa In Hemorrhagic Trauma Patients, Matthew Petterson, James Espinosa, Alan Lucerna

Rowan-Virtua Research Day

Tranexamic acid is a synthetic reversible competitive inhibitor that exerts its action on plasminogen, preventing plasmin formation and deterring fibrinolysis.1 Current FDA-approved indications of TXA include heavy menstrual bleeding and short-term blood loss prevention in patients with hemophilia following tooth extraction.1 TXA has more recently been utilized in the management of massive hemorrhagic trauma patients despite this being an off-label use. While TXA has shown promise as a hemostatic agent for this patient population, considerations in the pre-hospital and hospital settings must be examined for its integration into massive hemorrhage protocols.

Impact Of Body Mass Index And Body Fat Percentage On Subjective Weight Status, Kelly Staples, Adarsh Gupta

Rowan-Virtua Research Day

• In the United States, the prevalence of obesity in adults is 42.4% of the population
• Body mass index (BMI) is the most frequently used tool to screen and assess for obesity
• BMI fails to account for body composition and body fat percentage (BFP)
• The objective of our study is to assess for understanding of BMI, BFP, and how these two measures are related to self-perception of body mass.
• Findings showed positive correlations between BMI, gender, and perception of body figure

Use Of Pocus And Omt For Anterior Shoulder Reduction, David Ho, James Espinosa, Alan Lucerna, Neeharika Bhatnagar

Rowan-Virtua Research Day

Shoulder dislocations are very a common presentation in the emergency department. This represents about 50% of all joint dislocations presenting to the ER. Over 95% of the dislocations are anterior. Approximately 70% of shoulder dislocations occur in men and in both genders, the prevalence of shoulder dislocations occurs in a bimodal distribution in age in those younger than 20 and over 60 years old. Shoulder dislocation can occur anteriorly, posteriorly, and inferiorly. In an anterior dislocation, excessive force from external rotation and abduction causes a tear in the anterior ligamentous capsule3, causing the humeral head to dislocate from the glenoid …

Osteopathic Touch: The Best Diagnostic & Therapeutic Tool - Osteopathic Diagnosis & Treatment For Nephrolithiasis, Bilal Khan, Motasem Abul-Huda, Alexander King

Rowan-Virtua Research Day

Osteopathic Manipulative Therapy (OMT) is a set of osteopathic techniques that involves manipulation of the musculoskeletal system using the hands. It offers a supplement to standard modes of diagnosis and treatment, and is a key component of the osteopathic holistic approach to medicine.

Despite growing numbers of osteopathic physicians in the United States, OMT continues to be an underutilized asset in a plethora of medical conditions. With the merger of osteopathic and allopathic residency programs, restructuring of standardized curricula to a pass/fail format, and further changes uniting the two tracks of physician education, OMT remains one of the few facets …

Posterior Reversible Encephalopathy Syndrome (Pres), Brittany Fera, Andrew Caravello

Rowan-Virtua Research Day

Posterior reversible encephalopathy syndrome (PRES) is a clinical and radiographic syndrome that describes certain neuroimaging findings in association with clinical symptoms such as headache, seizure, encephalopathy and vision changes. Classically, PRES is associated with poorly controlled hypertension, and patients present with elevated blood pressure in addition to their symptoms. Most importantly, imaging findings and symptoms are typically reversible, and are a separate entity from ischemic or hemorrhagic cerebrovascular accidents or autoimmune causes of similar symptoms, such as multiple sclerosis.

Ring Based Wearable Bioelectrical Impedance Analyzer For Body Fat Estimation, Muhammad Usman, Adarsh Gupta, Wei Xue

Rowan-Virtua Research Day

Introduction

• Obesity is the most serious public health problem because it is linked to cardiovascular diseases.
• Measuring fat mass is necessary to study the obesity epidemic.
• Fat mass can be estimated by measuring impedance of the human body.

Conclusions

• A novel bioelectrical impedance analyzer for body fat estimation.
• Device validated for 40 healthy human subjects against commercial analyzer.
• Great potential to replace commercial analyzers for wearable real-time body fat monitoring.

Novel Technology Enables Diagnostic Ultrasound Machine To Treat Hepatocellular Carcinoma In Mice, Ryan Morrison, Mrigendra B. Karmacharya, Chandra M. Sehgal

Rowan-Virtua Research Day

An off-the-shelf diagnostic transducer (ULTRASONIX C5-2) was modified with custom-built circuitry to enable the transducer to produce therapeutic ultrasound in order to ablate hepatocellular carcinomas grown in immunodeficient athymic nude mice (25-35 g; Charles River Laboratories, Wilmington, MA, USA). The therapeutic antivascular ultrasound (AVUS) produced by the off-the-shelf abdominal transducer was unfocused, continuous 2.8MHz ultrasound targeting contrast-enhancing perflutren lipid microbubbles within tumor vasculature. Previous research with a dedicated physiotherapy ultrasound machine (D150 Plus, Dynatronics Corp., Salt Lake City, UT, USA) targeting similar hepatocellular carcinomas showed disrupted tumor neovasculature and irreparable dilation of tumor capillaries with subsequent intercellular edema and hemorrhage.1-3 …

Omt For The Treatment Of Depression And Anxiety, Zachary Winchell

Rowan-Virtua Research Day

Osteopathic manipulative therapy (OMT) fundamentally aims to remedy somatic dysfunction through the manipulation of the patient. In this regard, OMT is a particularly viable non-pharmacological adjunct for patients with depressive and generalized anxiety disorder (GAD).

In both of these disorders, the hypothalamic-pituitary-adrenal axis has an interdependent relationship with physiological stress that feed one another to both increase symptomology and leave patients vulnerable to negative life events. Additionally, pro-inflammatory cytokines acting on the brain over long periods of time can lead to exacerbation of disease and the development of depression in susceptible individuals. Altered cytokine balance has also been found in …