Medicine and Health Sciences Commons^™

Leveraging Ai And Machine Learning To Develop And Evaluate A Contextualized User-Friendly Cough Audio Classifier For Detecting Respiratory Diseases: Protocol For A Diagnostic Study In Rural Tanzania, Kahabi Isangula, Rogers John Haule

School of Nursing & Midwifery, East Africa

Background:

Respiratory diseases, including active tuberculosis (TB), asthma, and chronic obstructive pulmonary disease (COPD), constitute substantial global health challenges, necessitating timely and accurate diagnosis for effective treatment and management.

Objective:

This research seeks to develop and evaluate a noninvasive user-friendly artificial intelligence (AI)–powered cough audio classifier for detecting these respiratory conditions in rural Tanzania.

Methods:

This is a nonexperimental cross-sectional research with the primary objective of collection and analysis of cough sounds from patients with active TB, asthma, and COPD in outpatient clinics to generate and evaluate a noninvasive cough audio classifier. Specialized cough sound recording devices, designed to be …

Blood Flow Restriction Therapy: A Review Of Physiology, Clinical Application, And Guidelines For Implementation, Nathan Schuliger

Senior Honors Theses

Blood flow restriction (BFR) therapy is an emerging clinical modality utilizing the metabolic stress of a hypoxic state to induce hypertrophic and strength adaptations in a manner allowing for reduced external loading. BFR has a variety of applications in rehabilitation settings, showing great potential for patients seeking the benefits of high intensity training without the associated degrees of mechanical stress. This literature review details the proposed mechanisms of BFR, along with various clinical applications of BFR including active and aerobic BFR. Concerns and contraindications for BFR usage are discussed regarding certain clinical populations, with risk stratification recommendations provided. Current BFR …

Non-Thermal Plasma Reduces Hsv-1 Infection Of And Replication In Hacat Keratinocytes In Vitro, Julia Sutter, Jascha Brettschneider, Brian Wigdahl, Peter Bruggeman, Fred Krebs, Vandana Miller

Kimmel Cancer Center Faculty Papers

Herpes simplex virus type 1 (HSV-1) is a lifelong pathogen characterized by asymptomatic latent infection in the trigeminal ganglia (TG), with periodic outbreaks of cold sores caused by virus reactivation in the TG and subsequent replication in the oral mucosa. While antiviral therapies can provide relief from cold sores, they are unable to eliminate HSV-1. We provide experimental results that highlight non-thermal plasma (NTP) as a new alternative therapy for HSV-1 infection that would resolve cold sores faster and reduce the establishment of latent infection in the TG. Additionally, this study is the first to explore the use of NTP …

Limonene Exerts Anti-Inflammatory Effect On Lps-Induced Jejunal Injury In Mice By Inhibiting Nf-Κb/Ap-1 Pathway, Sarmed H. Kathem, Yasameen Sh. Nasrawi, Shihab H. Mutlag, Surya M. Nauli

Pharmacy Faculty Articles and Research

The human gastrointestinal system is a complex ecosystem crucial for well-being. During sepsis-induced gut injury, the integrity of the intestinal barrier can be compromised. Lipopolysaccharide (LPS), an endotoxin from Gram-negative bacteria, disrupts the intestinal barrier, contributing to inflammation and various dysfunctions. The current study explores the protective effects of limonene, a natural compound with diverse biological properties, against LPS-induced jejunal injury in mice. Oral administration of limonene at dosages of 100 and 200 mg/kg was used in the LPS mouse model. The Murine Sepsis Score (MSS) was utilized to evaluate the severity of sepsis, while serum levels of urea and …

Close Contacts Of Xenograft Recipients: Ethical Considerations Due To Risk Of Xenozoonosis, Daniel J Hurst, Luz Padilla, Daniel Rodger, Tamar Schiff, David K C Cooper

Rowan-Virtua School of Osteopathic Medicine Faculty Scholarship

With decades of pre-clinical studies culminating in the recent clinical application of xenotransplantation, it would appear timely to provide recommendations for operationalizing oversight of xenotransplantation clinical trials. Ethical issues with clinical xenotransplantation have been described for decades, largely centering on animal welfare, the risks posed to the recipient, and public health risks posed by potential spread of xenozoonosis. Much less attention has been given to considerations relating to potentially elevated risks faced by those who may care for or otherwise have close contact with xenograft recipients. This paper examines the ethical and logistical issues raised by the potential exposure to …

Assessing Post-Operative Complications In Pediatric Cochlear Implant Surgery, Nina Brahmbhatt, Andrew Stefan Md, Bianca Siegel Md

Medical Student Research Symposium

Cochlear implantation (CI) surgery is the standard of care treatment for pediatric patients diagnosed with severe-to-profound sensorineural hearing loss. There is compelling evidence that supports the use of CIs to improve hearing, language comprehension, and speech development significantly in children of all ages. While the operation is considered relatively safe, invasive procedures involving the skull can put patients at risk of adverse events.

This study aims to help pediatric otolaryngologists identify high risk patients and take preventative measures to ensure minimal complications.

The specific objectives include the following:

1) To determine the incidence of postoperative complications in pediatric patients undergoing …

Early Renal Denervation Attenuates Cardiac Dysfunction In Heart Failure With Preserved Ejection Fraction, Jake E. Doiron, Zhen Li, Xiaoman Yu, Kyle B. Lapenna, Heather Quiriarte, Timothy D. Allerton, Kashyap Koul, Andrew Malek, Sanjiv J. Shah, Thomas E. Sharp, Traci T. Goodchild, Daniel R. Kapusta, David J. Lefer

School of Graduate Studies Faculty Publications

BACKGROUND: The renal sympathetic nervous system modulates systemic blood pressure, cardiac performance, and renal function. Pathological increases in renal sympathetic nerve activity contribute to the pathogenesis of heart failure with preserved ejection fraction (HFpEF). We investigated the effects of renal sympathetic denervation performed at early or late stages of HFpEF progression. METHODS AND RESULTS: Male ZSF1 obese rats were subjected to radiofrequency renal denervation (RF-RDN) or sham procedure at either 8 weeks or 20 weeks of age and assessed for cardiovascular function, exercise capacity, and cardiorenal fibrosis. Renal norepinephrine and renal nerve tyrosine hydroxylase staining were performed to quantify denervation …

Correlation Enhanced Distribution Adaptation For Prediction Of Fall Risk, Ziqi Guo, Teresa Wu, Thurmon Lockhart, Rahul Soangra, Hyunsoo Yoon

Physical Therapy Faculty Articles and Research

With technological advancements in diagnostic imaging, smart sensing, and wearables, a multitude of heterogeneous sources or modalities are available to proactively monitor the health of the elderly. Due to the increasing risks of falls among older adults, an early diagnosis tool is crucial to prevent future falls. However, during the early stage of diagnosis, there is often limited or no labeled data (expert-confirmed diagnostic information) available in the target domain (new cohort) to determine the proper treatment for older adults. Instead, there are multiple related but non-identical domain data with labels from the existing cohort or different institutions. Integrating different …

Pancreatic Cancer Tumor Microenvironment Is A Major Therapeutic Barrier And Target, Conner Hartupee, Bolni Marius Nagalo, Chiswili Y. Chabu, Mulu Z. Tesfay, Joycelynn Coleman-Barnett, John T. West, Omeed Moaven

School of Medicine Faculty Publications

Pancreatic Ductal Adenocarcinoma (PDAC) is projected to become the 2nd leading cause of cancer-related deaths in the United States. Limitations in early detection and treatment barriers contribute to the lack of substantial success in the treatment of this challenging-to-treat malignancy. Desmoplasia is the hallmark of PDAC microenvironment that creates a physical and immunologic barrier. Stromal support cells and immunomodulatory cells face aberrant signaling by pancreatic cancer cells that shifts the complex balance of proper repair mechanisms into a state of dysregulation. The product of this dysregulation is the desmoplastic environment that encases the malignant cells leading to a dense, hypoxic …

Utilizing Primary Human Airway Mucociliary Tissue Cultures To Model Ramifications Of Chronic E-Cigarette Usage., Vincent J Manna, Shannon Dwyer, Vanessa Pizutelli, Salvatore J Caradonna

Rowan-Virtua School of Osteopathic Medicine Faculty Scholarship

Electronic cigarettes are battery powered devices that use a vape-liquid to produce a vapor that is inhaled. A consequence of the rise in e-cigarette usage was the 2019 emergence of a vaping-induced respiratory disease denoted as 'e-cigarette or vaping use-associated lung injury' (EVALI). One of the suspected causes of EVALI is Vitamin E Acetate (VEA), which was found to be a diluent in certain illicit vape-pens, whereas nicotine is commonly diluted in equal parts propylene glycol and vegetable glycerin (PG:VG). The prevalent use of e-cigarettes and the emergence of a novel illness has made understanding how e-cigarette vapors affect our …

Device-Assisted Enteroscopy In The Surveillance Of Intestinal Hamartomas In Peutz-Jeghers Syndrome, Omar Wahid Mohamed Elfeky, Suraj Panjwani, David Cave, Daniel Wild, Daniel Raines

School of Medicine Faculty Publications

Background: PJS is an autosomal dominant, genetic disorder characterized by the formation of hamartomatous polyps in the gastrointestinal tract. These polyps result in significant morbidity due to adverse events including intestinal obstruction, bleeding, and malignancy. The aim of this study was to describe the role of DAE in monitoring and prophylactic polypectomy within the small bowel. Methods: Electronic medical records were surveyed to identify all DAE procedures performed in patients with PJS within three U.S. referral centers between Jan 1st 2007 and January 1st 2020. Individual charts were reviewed to collect and analyze specific data points. Primary end points included …

Thermoregulation In Colorectal Patients: Heating Co2 Insufflation Gas, Alejandro Conde, Alieu Jawara, Laura Savage, James Alberding Dnp, Michael Godbold

Graduate Publications and Other Selected Works - Doctor of Nursing Practice (DNP)

BACKGROUND: 600,000 colorectal surgeries are performed annually in the United States, with 26-90% experiencing some form of unintended hypothermia. Consequences of hypothermia include surgical site infections (SSIs), delayed wound healing, cardiac dysrhythmias, and increased hospital length of stay. Utilization of the laparoscopic approach to intra-abdominal colorectal surgery uses un-warmed CO₂ gas. Multiple studies demonstrate the addition of heated CO₂, for insufflation, reduces intraoperative hypothermia.

LOCAL PROBLEM: This project was implemented at a facility in Tennessee. On average, 250 laparoscopic colorectal cases are performed at this facility annually. Participants were adult colorectal surgical patients, 18 years …

De Novo Drug Design Using Transformer-Based Machine Translation And Reinforcement Learning Of An Adaptive Monte Carlo Tree Search, Dony Ang, Cyril Rakovski, Hagop S. Atamian

Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

The discovery of novel therapeutic compounds through de novo drug design represents a critical challenge in the field of pharmaceutical research. Traditional drug discovery approaches are often resource intensive and time consuming, leading researchers to explore innovative methods that harness the power of deep learning and reinforcement learning techniques. Here, we introduce a novel drug design approach called drugAI that leverages the Encoder–Decoder Transformer architecture in tandem with Reinforcement Learning via a Monte Carlo Tree Search (RL-MCTS) to expedite the process of drug discovery while ensuring the production of valid small molecules with drug-like characteristics and strong binding affinities towards …

Cd133-Dependent Activation Of Phosphoinositide 3-Kinase /Akt/Mammalian Target Of Rapamycin Signaling In Melanoma Progression And Drug Resistance, Naji Kharouf, Thomas W. Flanagan, Abdulhadi A. Alamodi, Youssef Al Hmada, Sofie Yasmin Hassan, Hosam Shalaby, Simeon Santourlidis, Sarah Lilly Hassan, Youssef Haikel, Mossad Megahed, Robert T. Brodell, Mohamed Hassan

School of Medicine Faculty Publications

Melanoma frequently harbors genetic alterations in key molecules leading to the aberrant activation of PI3K and its downstream pathways. Although the role of PI3K/AKT/mTOR in melanoma progression and drug resistance is well documented, targeting the PI3K/AKT/mTOR pathway showed less efficiency in clinical trials than might have been expected, since the suppression of the PI3K/mTOR signaling pathway-induced feedback loops is mostly associated with the activation of compensatory pathways such as MAPK/MEK/ERK. Consequently, the development of intrinsic and acquired resistance can occur. As a solid tumor, melanoma is notorious for its heterogeneity. This can be expressed in the form of genetically divergent …

Antimicrobial And Synergistic Effects Of Syzygium Cumini, Moringa Oleifera, And Tinospora Cordifolia Against Different Candida Infections, Adedayo O. Adelakun, Ayoola Awosika, Uzochukwu Adabanya, Adekunle E. Omole, Akinyode I. Olopoda, Emmanuel T. Bello

School of Medicine Faculty Publications

Introduction The burden of multiple drug resistance in human pathogens has necessitated the search for and development of antimicrobial agents with a wide range of structural classes and potentials to selectively act on the several mechanisms of actions exhibited by the pathogens. However, most synthetic antimicrobial agents have been linked with adverse side effects and high costs, furthering the need to explore more options. Syzygium cumini, Moringa oleifera, and Tinospora cordifolia are three medicinal plants used in traditional medicine systems for various infectious diseases. They contain various phytochemicals that exhibit antimicrobial activities against various bacteria, fungi, and parasites. The mechanisms …

Mechanisms Of Melanoma Progression And Treatment Resistance: Role Of Cancer Stem-Like Cells, Youssef Al Hmada, Robert T. Brodell, Naji Kharouf, Thomas W. Flanagan, Abdulhadi A. Alamodi, Sofie Yasmin Hassan, Hosam Shalaby, Sarah Lilly Hassan, Youssef Haikel, Mosaad Megahed, Simeon Santourlidis, Mohamed Hassan

School of Medicine Faculty Publications

Melanoma is the third most common type of skin cancer, characterized by its heterogeneity and propensity to metastasize to distant organs. Melanoma is a heterogeneous tumor, composed of genetically divergent subpopulations, including a small fraction of melanoma-initiating cancer stem-like cells (CSCs) and many non-cancer stem cells (non-CSCs). CSCs are characterized by their unique surface proteins associated with aberrant signaling pathways with a causal or consequential relationship with tumor progression, drug resistance, and recurrence. Melanomas also harbor significant alterations in functional genes (BRAF, CDKN2A, NRAS, TP53, and NF1). Of these, the most common are the BRAF and NRAS oncogenes, with 50% …

Nonhormonal Pharmacotherapies For The Treatment Of Postmenopausal Vasomotor Symptoms, Taylor Witten, Julia Staszkiewicz, Logan Gold, Mallory A. Granier, Rachel J. Klapper, Gabriel Lavespere, Bradley Dorius, Varsha Allampalli, Shahab Ahmadzadeh, Sahar Shekoohi, Alan D. Kaye, Giustino Varrassi

School of Medicine Faculty Publications

An average of 60-80% of all menopausal women experience bothersome vasomotor symptoms (VMSs), such as flushing and sweating, within the first seven years of onset. However, despite increasing prevalence, these hot flashes remain hard to treat and have a negative effect on the quality of life. Though hormone replacement therapy is commonly utilized as a standard treatment for VMSs, this therapy is not recommended for all women. Specifically, the oral form of hormone replacement therapy is associated with several contraindications, including a history of thromboembolic disease, migraine headache with aura, liver failure, heart disease, and hormone-dependent cancers. For women with …

Comparing Cognitive Tests And Smartphone-Based Assessment In 2 Us Community-Based Cohorts., Ileana De Anda-Duran, Preeti Sunderaraman, Edward Searls, Shirine Moukaled, Xuanyi Jin, Zachary Popp, Cody Karjadi, Phillip H Hwang, Huitong Ding, Sherral Devine, Ludy C Shih, Spencer Low, Honghuang Lin, Vijaya B Kolachalama, Lydia Bazzano, David J Libon, Rhoda Au

Rowan-Virtua School of Osteopathic Medicine Faculty Scholarship

BACKGROUND: Smartphone-based cognitive assessments have emerged as promising tools, bridging gaps in accessibility and reducing bias in Alzheimer disease and related dementia research. However, their congruence with traditional neuropsychological tests and usefulness in diverse cohorts remain underexplored.

METHODS AND RESULTS: A total of 406 FHS (Framingham Heart Study) and 59 BHS (Bogalusa Heart Study) participants with traditional neuropsychological tests and digital assessments using the Defense Automated Neurocognitive Assessment (DANA) smartphone protocol were included. Regression models investigated associations between DANA task digital measures and a neuropsychological global cognitive

CONCLUSIONS: Our findings demonstrate that smartphone-based cognitive assessments exhibit concurrent validity with a …

Classification Of Colorectal Cancer Using Resnet And Efficientnet Models, Abhishek Ranjan, Priyanshu Srivastva, B Prabadevi, R Sivakumar, Rahul Soangra, Shamala K. Subramaniam

Physical Therapy Faculty Articles and Research

Introduction:

Cancer is one of the most prevalent diseases from children to elderly adults. This will be deadly if not detected at an earlier stage of the cancerous cell formation, thereby increasing the mortality rate. One such cancer is colorectal cancer, caused due to abnormal growth in the rectum or colon. Early screening of colorectal cancer helps to identify these abnormal growth and can exterminate them before they turn into cancerous cells.

Aim:

Therefore, this study aims to develop a robust and efficient classification system for colorectal cancer through Convolutional Neural Networks (CNNs) on histological images.

Methods:

Despite challenges in …

The Effects Of Physical Activity On Experimental Models Of Vascular Dementia; A Systematic Review And Meta-Analysis, Ifechukwude J. Biose, Wesley H. Chastain, Rebecca J. Solch-Ottaiano, Viktoriya S. Grayson, Hanyun Wang, Somdeb Banerjee, Gregory J. Bix

School of Medicine Faculty Publications

Background; Physical activity is associated with improved brain health and cognition in humans. However, the validity, range, and quality of evidence for the beneficial outcomes linked to exercise in experimental models of vascular dementia (VaD) have not been evaluated. We performed a systematic review and meta-analysis of studies that assessed the effect of exercise intervention on models of VaD to provide an unbiased and comprehensive determination of the cognitive function and brain morphology benefits of exercise. Summary; A systematic search in three databases as well as study design characteristics and experimental data extraction were completed in December 2021. We investigated …

Is Sway-Referenced Haptic Assistance Sensitive To Perceptual Context, Andrew Meszaros, Robin Dorociack, Peter Jang, Tanner Lehr, Bayli Mohl

Student-Faculty Research - College of Physical Therapy

Falls account for >$50 billion of medical spending in 2015 (CDC). Real-time haptic feedback shows promise at reducing static standing COM sway (Meszaros, 2019). Pilot data variability suggests that some haptic-wearers ‘over-correct’ (unnecessarily reducing available degrees of freedom), when haptic correction is perceived as ‘a mistake. Does over-correction reduce multi-segment control and impair sway stability (Hsu, Scholz, et al. 2007)?

Imu And Markerless Technology In Gait Analysis: Clinical Lessons, Jessa Barendse, Trevor Nannini, Joanna Zuckerman, Tess Swake, Robin Dorociak, Peter Jang, Andrew Meszaros

Student-Faculty Research - College of Physical Therapy

- Haptic feedback refers to the external vibratory cue that is activated by data picked up by the haptic device, Inertial Measurement Unit (IMU) (Figure 1), which senses joint position.

- Position-driven haptic touch input can modify movement in real-time (Meszaros, 2019)

- Original goal: to reduce knee hyperextension during gait using a popliteal fossa tactor driven by an IMU-based angle sensor (Sagemotion)

-Concerns arose on the validity of IMU/tactor and markerless motion analysis ❏ Are these algorithm-based data technologies clinic-ready?

- Does Sagemotion IMU fire the tactor at the actual knee angle selected in its software?

- Can markerless …

Factors Affecting Peak Effort In Max Effort Tests, Amanda Pardue, Michael Forster, Taylor Kopecky, Zoralei Dayley, Jeff Houck, Rebecca Dobler

Student-Faculty Research - College of Physical Therapy

Challenging older adults to execute peak effort functional tests is not common. A peak effort test pushes patients to the point of not sustaining the task. The Wingate test is a peak effort test that measures the amount of revolutions per second a participant can perform over 30s. Older adults with knee osteoarthritis (OA) may regulate their effort during the Wingate. Alternatively, high exertion during the Wingate test may yield high value in influencing attitudes related to pain and aging. The purpose of this study was to develop themes of what influences peak effort during the Wingate test in participants …

Quantification Of Antiviral Drug Tenofovir (Tfv) By Surface-Enhanced Raman Spectroscopy (Sers) Using Cumulative Distribution Functions (Cdfs), Marguerite R. Butler, Jana Hrncirova, Meredith Clark, Sucharita Dutta, John B. Cooper

Chemistry & Biochemistry Faculty Publications

Surface-enhanced Raman spectroscopy (SERS) is an ultrasensitive spectroscopic technique that generates signal-enhanced fingerprint vibrational spectra of small molecules. However, without rigorous control of SERS substrate active sites, geometry, surface area, or surface functionality, SERS is notoriously irreproducible, complicating the consistent quantitative analysis of small molecules. While evaporatively prepared samples yield significant SERS enhancement resulting in lower detection limits, the distribution of these enhancements along the SERS surface is inherently stochastic. Acquiring spatially resolved SERS spectra of these dried surfaces, we have shown that this enhancement is governed by a power law as a function of analyte concentration. Consequently, by definition, …

Cumulative Distribution Function And Spatially Resolved Surface-Enhanced Raman Spectroscopy For The Quantitative Analysis Of Emtricitabine, Jana Hrncirova, Marguerite R. Butler, Sucharita Dutta, Meredith R. Clark, John B. Cooper

Chemistry & Biochemistry Faculty Publications

Surface-enhanced Raman spectroscopy (SERS) has exceptional analytical sensitivity and selectivity. However, SERS irreproducibility presents an obstacle when using it for precise quantitative measurements. In this study, colloidal nanoparticles evaporated to dryness are used as a SERS active surface for the detection of the HIV drug emtricitabine (FTC; trade name Emtriva). Despite the irreproducibility of the SERS resulting from the stochastic process of evaporation, using a SERS scanning instrument, the SERS enhancement factors of spatially resolved spectra have a well-defined distribution of signals for a given analyte concentration. This distribution follows a power law function ranging from weak (very abundant signals) …

Influences Of Athletic Trainers' Return-To-Activity Assessments For Patients With An Ankle Sprain, Ryan S. Mccann, Cailee E. Welch Bacon, Ashley M. B. Suttmiller, Phillip A. Gribble, Julie M. Cavallario

Rehabilitation Sciences Faculty Publications

Context: Athletic trainers (ATs) inconsistently apply rehabilitation-oriented assessments (ROASTs) when deciding return-to-activity readiness for patients with an ankle sprain. Facilitators and barriers that are most influential to ATs' assessment selection remain unknown.

Objective: To examine facilitators of and barriers to ATs' selection of outcome assessments when determining return-to-activity readiness for patients with an ankle sprain.

Design: Cross-sectional study.

Setting: Online survey.

Patients or other participants: We sent an online survey to 10 000 clinically practicing ATs. The survey was accessed by 676 individuals, of whom 574 submitted responses (85% completion rate), and 541 respondents met the inclusion criteria.

Main outcome …

Association Of Maternal Prenatal Copper Concentration With Gestational Duration And Preterm Birth: A Multicountry Meta-Analysis Author Links Open Overlay Panel., Nagendra Monangi, Huan Xu, Yue-Mei Fan, Rasheeda Khanam, Waqasuddin Khan, Saikat Deb, Jesmin Pervin, Joan Price, Lovejeet Kaur, R. Ochieng

Paediatrics and Child Health, East Africa

Background: Copper (Cu), an essential trace mineral regulating multiple actions of inflammation and oxidative stress, has been implicated in risk for preterm birth (PTB).

Objectives: This study aimed to determine the association of maternal Cu concentration during pregnancy with PTB risk and gestational duration in a large multicohort study including diverse populations.

Methods: Maternal plasma or serum samples of 10,449 singleton live births were obtained from 18 geographically diverse study cohorts. Maternal Cu concentrations were determined using inductively coupled plasma mass spectrometry. The associations of maternal Cu with PTB and gestational duration were analyzed using …

Diagnostic Accuracy Of Bowel Ultrasonography In Patients With Inflammatory Bowel Disease: A Systematic Review And Meta-Analysis, Sheza Malik, Sruthi Venugopalan, Bettina Gabrielle Tenorio, Shahab R. Khan, Priyadarshini Loganathan, Udayakumar Navaneethan, Babu P. Mohan

Ateneo School of Medicine and Public Health Publications

Background

Bowel ultrasonography (BUS) is emerging as a promising noninvasive tool for assessing disease activity in inflammatory bowel disease (IBD) patients. We evaluated the diagnostic accuracy of BUS in IBD patients against the gold standard diagnostic method, standard colonoscopy.

Methods

Major databases were searched from inception to May 2023 for studies on BUS diagnostic accuracy in IBD. Outcomes of interest were pooled sensitivity, specificity, positive (PPV), and negative (NPV) predictive values. Endoscopic confirmation served as ground truth. Standard meta-analysis methods with a random-effects model and I2 statistics were applied. Risk of bias was assessed using the Quality Assessment of Diagnostic …

Digital Clock Drawing As An Alzheimer's Disease Susceptibility Biomarker: Associations With Genetic Risk Score And Apoe In Older Adults, L I Thompson, M Cummings, S Emrani, David J. Libon, A Ang, C Karjadi, R Au, C Liu

Rowan-Virtua School of Osteopathic Medicine Faculty Scholarship

BACKGROUND: Alzheimer's disease (AD) is the leading cause of dementia in older adults, but most people are not diagnosed until significant neuronal loss has likely occurred along with a decline in cognition. Non-invasive and cost-effective digital biomarkers for AD have the potential to improve early detection.

OBJECTIVE: We examined the validity of DCTclockTM (a digitized clock drawing task) as an AD susceptibility biomarker.

DESIGN: We used two primary independent variables, Apolipoprotein E (APOE) ε4 allele carrier status and polygenic risk score (PRS). We examined APOE and PRS associations with DCTclockTM composite scores as dependent measures.

SETTING: We used existing data …

Predicting The Need For Cardiovascular Surgery: A Comparative Study Of Machine Learning Models, Arman Ghavidel, Pilar Pazos, Rolando Del Aguila Suarez, Alireza Atashi

Engineering Management & Systems Engineering Faculty Publications

This research examines the efficacy of ensemble Machine Learning (ML) models, mainly focusing on Deep Neural Networks (DNNs), in predicting the need for cardiovascular surgery, a critical aspect of clinical decision-making. It addresses key challenges such as class imbalance, which is pivotal in healthcare settings. The research involved a comprehensive comparison and evaluation of the performance of previously published ML methods against a new Deep Learning (DL) model. This comparison utilized a dataset encompassing 50,000 patient records from a large hospital between 2015-2022. The study proposes enhancing the efficacy of these models through feature selection and hyperparameter optimization, employing techniques …