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Articles 31 - 60 of 131

Full-Text Articles in Other Analytical, Diagnostic and Therapeutic Techniques and Equipment

Clinical Outcomes For Impella Procedure In Octogenarians, Nonagenarians, And Centenarians: A Retrospective Cohort Study, Tony Elias, Sonika Vatsa, Kyrillos Girgis, Michael Valderrama, Rafail Beshai May 2024

Clinical Outcomes For Impella Procedure In Octogenarians, Nonagenarians, And Centenarians: A Retrospective Cohort Study, Tony Elias, Sonika Vatsa, Kyrillos Girgis, Michael Valderrama, Rafail Beshai

Rowan-Virtua Research Day

The Impella, a vital ventricular assist device, has seen extensive use in managing severe heart failure and cardiogenic shock. However, the impact of this procedure on older individuals remains poorly understood. To address this gap, we scrutinized the National Inpatient Sample Database from 2019 to 2020 to elucidate in-hospital outcomes among older patients who underwent the Impella procedure. Among the 8233 patients who underwent Impella insertion, 1389 (16.8%) were in the older population, aged 80 years or older. This subgroup exhibited a higher prevalence of comorbidities such as hypertension, diabetes mellitus, and chronic kidney disease compared to younger patients. Alarmingly, …


Ultrasound Versus Radiography For Evaluating Surgical Necrotizing Enterocolitis, Sayed H. Aftab, Santiago Martinez-Correa, Minh-Huy Huynh, Wondwossen T. Lerebo, Jorge Delgado, Rebecca Denis, Misun Hwang May 2024

Ultrasound Versus Radiography For Evaluating Surgical Necrotizing Enterocolitis, Sayed H. Aftab, Santiago Martinez-Correa, Minh-Huy Huynh, Wondwossen T. Lerebo, Jorge Delgado, Rebecca Denis, Misun Hwang

Rowan-Virtua Research Day

Purpose:

Necrotizing enterocolitis (NEC) is an abdominal inflammatory condition that is common in premature neonates. Although abdominal radiograph (AR) remains the imaging standard for NEC, it may miss up to 50% of early signs of NEC and has been described to have a sensitivity as low as 15.4% for detecting pneumoperitoneum. Abdominal ultrasound (US) is portable, non-invasive, and allows real-time bowel integrity, movement, and perfusion assessment. We aim to evaluate the concordance between US and AR in detecting NEC features and the diagnostic performance of both modalities in detecting pneumoperitoneum.

Methods and materials:

We conducted an IRB-approved retrospective, cross-sectional, single-center …


The Benefits And Risks Of Pudendal Nerve Block And Dorsal Root Ganglion Stimulation In Pudendal Neuralgia, Pooja A. Patel May 2024

The Benefits And Risks Of Pudendal Nerve Block And Dorsal Root Ganglion Stimulation In Pudendal Neuralgia, Pooja A. Patel

Rowan-Virtua Research Day

Context: Pudendal neuralgia is a chronic neuropathic pain syndrome worsening throughout daily activities. Although temporarily relieved when standing or lying down, it is often misdiagnosed, improperly treated, and/or refractory to treatment leading to a negative impact on quality of life. The lack of research in proper diagnosis and interventional management (such as dorsal root ganglion stimulation (DRGS) and pudendal nerve block) further contributes to the delay in relief from the chronic pain. Objective: The goal of this scoping review is to assess if research exists on benefits and risks of pudendal nerve block and dorsal root ganglion and …


Analyzing The Effectiveness Of Transcutaneous Auricular Vagus Nerve Stimulation On Parkinson’S Disease Related Gait Function: A Systematic Review And Meta-Analysis, Sami Dakhel, Jonathan Elias, Alexander King May 2024

Analyzing The Effectiveness Of Transcutaneous Auricular Vagus Nerve Stimulation On Parkinson’S Disease Related Gait Function: A Systematic Review And Meta-Analysis, Sami Dakhel, Jonathan Elias, Alexander King

Rowan-Virtua Research Day

Background: Those suffering from Parkinson’s Disease often experience a shuffling gait, alongside many other symptoms, due to the degradation of dopaminergic neurons in the substantia nigra. Transcutaneous auricular vagus nerve stimulation (taVNS) operates by non-invasively applying an electrical current to the cutaneous receptive field formed by the auricular branch of the vagus nerve in the outer ear. We sought to determine if taVNS would serve as a non-invasive alternative to addressing Parkinson’s related gait dysfunction.

Purpose: This systematic review and meta-analysis analyzes the effectiveness of taVNS on the reduction of gait dysfunction caused by Parkinson’s Disease.

Methods: The systematic review …


Clinical Outcomes For Impella Patients Associated With Hyperlipidemia: An Analysis Of The National Inpatient Sample, Tony Elias, Sonika Vatsa, Kyrillos Girgis, Taha Syed, Rafail Beshai May 2024

Clinical Outcomes For Impella Patients Associated With Hyperlipidemia: An Analysis Of The National Inpatient Sample, Tony Elias, Sonika Vatsa, Kyrillos Girgis, Taha Syed, Rafail Beshai

Rowan-Virtua Research Day

The Impella, a ventricular assist device, is crucial for managing severe heart failure and cardiogenic shock. Despite its widespread use, there's scant information on how hyperlipidemia affects Impella patients. To address this gap, we delved into the National Inpatient Sample Database from 2019 and 2020. Our aim was to scrutinize in-hospital outcomes among these patients. We identified 8233 Impella patients, among whom 1012 (12.3%) had hyperlipidemia. Those with hyperlipidemia displayed higher rates of hypertension, diabetes mellitus, and chronic kidney disease compared to their counterparts without hyperlipidemia. Shockingly, in-hospital mortality was notably elevated in the hyperlipidemia group, emphasizing its clinical significance. …


A Literature Review Of Current Treatments For The Hypermobility Subtype Of Ehlers-Danlos Syndrome, John Gericke, Mary Zsolway, Chelsea Reyes, Pooja Patel, Saad Ahmed, Julia Hwang, Venkateswar Venkataraman May 2024

A Literature Review Of Current Treatments For The Hypermobility Subtype Of Ehlers-Danlos Syndrome, John Gericke, Mary Zsolway, Chelsea Reyes, Pooja Patel, Saad Ahmed, Julia Hwang, Venkateswar Venkataraman

Rowan-Virtua Research Day

Purpose: The purpose of this study is to compare pharmacologic intervention, neurocognitive therapy, physical therapy, and orthotics in treating the hypermobility subtype of Ehlers-Danlos Syndrome (hEDS) and determine which has the most positive effect on symptoms.

Introduction: Ehlers-Danlos Syndrome is an inheritable connective tissue disorder which results from a genetic mutation that alters the body’s ability to produce collagen. The most common subtype of Ehlers-Danlos Syndrome is hEDS, which leads to hypermobility and hyperextensibility and can cause frequent joint dislocations.

Methods: A review of literature was performed to compare each treatment based on reported results. The types of studies reviewed …


A Rare Presentation: Intracranial Hemorrhage As A Symptom Of Acute Leukemic Transformation In A 23-Year Old Male, Kelsey M. Murray, Kishan B. Patel May 2024

A Rare Presentation: Intracranial Hemorrhage As A Symptom Of Acute Leukemic Transformation In A 23-Year Old Male, Kelsey M. Murray, Kishan B. Patel

Rowan-Virtua Research Day

This case highlights the urgency of considering acute leukemic transformation in young patients presenting with neurological deficits, emphasizing the importance of prompt evaluation and management to optimize patient outcomes. The case depicted is a tragic complication of Chronic Myeloid Leukemia (CML) and its acute blast crisis. Remarkably, the patient exhibited none of the typical constitutional symptoms associated with CML.


Transcranial Electrical Stimulation As A Treatment For Aging-Related Cognitive Disorders: Review Of Published Evidence, Srujan Dadi, Kyle Jackson, Don Shamilov May 2024

Transcranial Electrical Stimulation As A Treatment For Aging-Related Cognitive Disorders: Review Of Published Evidence, Srujan Dadi, Kyle Jackson, Don Shamilov

Rowan-Virtua Research Day

Alzheimer's disease (AD) and MCI are a major concern in modern neuropsychiatric care, chiefly for their difficult management. This strategic literature review categorizes MCI via the Jak-Bondi criteria and relates it to tES treatment paradigms. Commonly used outcome measures and regional brain mapping data synergizes associations between MCI pathology and potential tES treatment targets. Effect sizes were calculated and attributed to outcome measures based on primary articles evaluating the efficacy of tES. These were then corresponded to a desired Jack-Bondi classification. A better understanding of the efficacy of tES on specific brain regions in synergy with diagnostic criteria will allow …


Exploring The Neuroprotective Effects Of Cannabinoids On Oxygen Glucose Deprived Neurons In An In-Vitro Model Of Stroke, Bhavya Chatragadda, Emily Potts, Hang Ma, Navindra Seeram, Claudia Fallini May 2024

Exploring The Neuroprotective Effects Of Cannabinoids On Oxygen Glucose Deprived Neurons In An In-Vitro Model Of Stroke, Bhavya Chatragadda, Emily Potts, Hang Ma, Navindra Seeram, Claudia Fallini

Senior Honors Projects

Stroke is a leading cause of long-term disability and decreased mobility worldwide. During stroke, neuronal damage results from both the initial oxygen-glucose deprivation and the increase in excitotoxicity and oxidative stress after restoration of blood flow, a phase called Ischemia-Reperfusion Injury (IRI). Reducing the impact of these processes could result in better outcomes for post-stroke patients by preventing excessive neuronal death. Many natural compounds derived from the Cannabis Sativa plant have been tested for neuroprotective effects due to their potential antioxidant properties. We hypothesized that neurons treated with cannabinoids immediately after experiencing an acute ischemic event will have an overall …


The Case For Using Composition Tomography To Evaluate Perirectal Necrotizing Fasciitis: Is It Really Necessary?, Tyler Bayliss, David Denning Apr 2024

The Case For Using Composition Tomography To Evaluate Perirectal Necrotizing Fasciitis: Is It Really Necessary?, Tyler Bayliss, David Denning

Marshall Journal of Medicine

Clinical reviews of Fournier’s Gangrene state that diagnostic protocol includes interpreting CT, MRI, or Ultrasound imaging along with clinical symptoms and lab findings. We think that the use of imaging techniques as a diagnostic tool is no longer needed as Fournier’s Gangrene is specific enough of a disease that clinicians can diagnose using labs and physical examination alone.

Cases of perirectal necrotizing soft tissue infection recorded at St. Marys Medical Center were reviewed. Results of physical exams and imaging were compared along with measurements of severity upon admittance and length of stay. Due to the COVID-19 pandemic, we investigated if …


Effects Of Core Stabilization Exercises In Patients With Non-Specific Low Back Pain: Huber Motion Lab Versus Conventional, Ebru Koyuncu, Nur Tunali, Seda Saka, Ertuğrul Ural, Melek Güneş Yavuzer Mar 2024

Effects Of Core Stabilization Exercises In Patients With Non-Specific Low Back Pain: Huber Motion Lab Versus Conventional, Ebru Koyuncu, Nur Tunali, Seda Saka, Ertuğrul Ural, Melek Güneş Yavuzer

Baltic Journal of Health and Physical Activity

Introduction: This study aimed to determine the effects of core stabilization exercises with Huber® Motion Lab on pain, depression, and activity levels in patients with non-specific low back pain (LBP).

Materials and methods: In this study, 30 patients with non-specific LBP were allocated either to an experimental or to a control group. Both groups received a conventional physiotherapy program for 15 sessions. In addition, the control group performed 30 minutes of core stabilization exercises on the floor, whereas the experimental group used the Huber® Motion Lab device. The main outcome measures were pain severity (Visual Analogue Scale VAS), depression (Beck …


Evaluation Of Novel Therapeutic Agents For The Treatment Of Chronic Dry Eyes, Lilian Huynh, Evonie Villarete, Surajit Dey Feb 2024

Evaluation Of Novel Therapeutic Agents For The Treatment Of Chronic Dry Eyes, Lilian Huynh, Evonie Villarete, Surajit Dey

Annual Research Symposium

Dry eye disease (DED) is a multifactorial ocular condition, where disrupted tear film stability and ocular surface inflammation affected between 5% to 34% of the worldwide population in 2015 and posed a challenge to conventional ophthalmic treatments. Recent advances have led to potential novel therapeutics aiming to alleviate symptoms and improve patient outcomes.


Classification Of Colorectal Cancer Using Resnet And Efficientnet Models, Abhishek Ranjan, Priyanshu Srivastva, B Prabadevi, R Sivakumar, Rahul Soangra, Shamala K. Subramaniam Jan 2024

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 …


Outpatient Fall Prevention In Ambulatory Adults 65 Years Old And Over, Dorothy L. Osborne-White Jan 2024

Outpatient Fall Prevention In Ambulatory Adults 65 Years Old And Over, Dorothy L. Osborne-White

Doctor of Nursing Practice (DNP) Scholarly Projects - Archive

Background: In the United States (U.S.), falls are the leading cause of injury among adults 65 and over, resulting in 36 million falls yearly (Moreland et al., 2020). According to the Centers for Disease Control and Prevention (CDC, 2023), one in four older adults experiences a fall each year. Falls are the world's second most prominent cause of accidental deaths (World Health Organization [WHO], 2021). Falls are the leading cause of both fatal and non-fatal injuries among older adults (Moreland et al., 2020).

Methods: A quality improvement project that included a fall bundle was implemented in a primary clinic. A …


Employing A Machine Learning Approach In Precision Oncology To Predict Pik3ca Functional Status And Identify Phenocopying Variants Of Deleterious Pik3ca Mutations, Javier Castillo Jan 2024

Employing A Machine Learning Approach In Precision Oncology To Predict Pik3ca Functional Status And Identify Phenocopying Variants Of Deleterious Pik3ca Mutations, Javier Castillo

CMC Senior Theses

The following proposal describes a modular machine learning approach that detects malfunctioning genes and pathways in cancer using the transcriptome of cancer patients. The transcriptome is underused in precision oncology and, combined with machine learning, can aid in the identification of hidden responders. Applied to the PI3K/AKT/mTOR pathway, this method can be used to predict PIK3CA functional status and identify phenocopying variants of deleterious PIK3CA mutations. The classifier will do this by integrating RNA-seq, copy number, and mutation data from tumors to determine the functional status of PIK3CA using a set of learned gene-specific weights. The classifier will then be …


Compton Scattering Of Mammographic Soft X-Ray Beams By Alkali And Transition Metal Salt Filters Produce X-Ray Interference Zones That May Have Treatment Potential For Localized Cancer Lesions, Subhendra N. Sarkar, Eric Lobel, Sabina Rakhmatova, Derbie Desir, Somdat Kissoon, Daler Djuraev, Katie Tam Jan 2024

Compton Scattering Of Mammographic Soft X-Ray Beams By Alkali And Transition Metal Salt Filters Produce X-Ray Interference Zones That May Have Treatment Potential For Localized Cancer Lesions, Subhendra N. Sarkar, Eric Lobel, Sabina Rakhmatova, Derbie Desir, Somdat Kissoon, Daler Djuraev, Katie Tam

Publications and Research

In breast x-ray imaging scattered radiation adds 50% of harmful radiation dose from anisotropic Compton scattering mechanism. We have been working with double layered inorganic salt materials that can induce Compton scattering to the incident mammographic x ray beams (in 20-30 kVp range) with adequate isotropy (angular control). Typically metal nitrates and alkali halide salt layers are shown here to cause low energy radiation interference zones with high and low photon intensities and local flux heterogeneity in terms of flux covariance. Spatial variation of low energy photon flux creates concentrated and sparse radiation zones that may be used to induce …


Applications Of Causal Inference Methods For The Estimation Of Effects Of Bone Marrow Transplant And Prescription Drugs On Survival Of Aplastic Anemia Patients, Yesha M. Patel Dec 2023

Applications Of Causal Inference Methods For The Estimation Of Effects Of Bone Marrow Transplant And Prescription Drugs On Survival Of Aplastic Anemia Patients, Yesha M. Patel

Computational and Data Sciences (PhD) Dissertations

This dissertation provides an in-depth exploration into the treatment effectiveness for aplastic anemia using causal inference methods, structured around three pivotal research papers. Each paper contributes to a nuanced understanding of treatment impacts, specifically focusing on bone marrow transplantation (BMT) and prescription drugs, and the identification of optimal treatment strategies.

The first paper, "Causal Inference Analysis for Assessing the Effect of Bone Marrow Transplantation on the One-Year Survival of Adult and Pediatric Aplastic Anemia Patients," sets the foundation. It examines the short-term effectiveness of BMT in both adult and pediatric patients, providing crucial insights into how this treatment affects survival …


Using Digital Assessment Technology To Detect Neuropsychological Problems In Primary Care Settings, David J Libon, Emily Frances Matusz, Stephanie Cosentino, Catherine C Price, Rod Swenson, Meagan Vermeulen, Terrie Beth Ginsberg, Adaora Obiageli Okoli-Umeweni, Leonard Powell, Robert Nagele, Sean Tobyne, Joyce Rios Gomes-Osman, Alvaro Pascual-Leone Nov 2023

Using Digital Assessment Technology To Detect Neuropsychological Problems In Primary Care Settings, David J Libon, Emily Frances Matusz, Stephanie Cosentino, Catherine C Price, Rod Swenson, Meagan Vermeulen, Terrie Beth Ginsberg, Adaora Obiageli Okoli-Umeweni, Leonard Powell, Robert Nagele, Sean Tobyne, Joyce Rios Gomes-Osman, Alvaro Pascual-Leone

Rowan-Virtua School of Osteopathic Medicine Departmental Research

INTRODUCTION: Screening for neurocognitive impairment and psychological distress in ambulatory primary and specialty care medical settings is an increasing necessity. The Core Cognitive Evaluation™ (CCE) is administered/scored using an iPad, requires approximately 8 min, assesses 3- word free recall and clock drawing to command and copy, asks questions about lifestyle and health, and queries for psychological distress. This information is linked with patients' self- reported concerns about memory and their cardiovascular risks.

METHODS: A total of 199 ambulatory patients were screened with the CCE as part of their routine medical care. The CCE provides several summary indices, and scores on …


Using Cartesian Coordinate Systems To Create, Classify, And Retrieve Biomedical Time-Series: Applications To 24-Hour Ambulatory Blood Pressure Monitoring, Antonio Garcia, Gladys E. Maestre, John Blangero, Jesus D. Melgarejo, Julio Facelli Sep 2023

Using Cartesian Coordinate Systems To Create, Classify, And Retrieve Biomedical Time-Series: Applications To 24-Hour Ambulatory Blood Pressure Monitoring, Antonio Garcia, Gladys E. Maestre, John Blangero, Jesus D. Melgarejo, Julio Facelli

Research Symposium

Background: Ambulatory Blood Pressure Measurement (ABPM) allows physicians to monitor blood pressure variability under everyday living conditions and predicts clinical outcomes better than conventional blood-pressure measurement. ABPM can demonstrate mean arterial pressure (MAP) behavior over 24 hours relevant to clinical practice, such as nocturnal hypertension or increased blood pressure variability. We hypothesized that individuals with the same cardiovascular health status would have the same MAP signal (MAPs) waveform.

Methods: This study reutilizes a data subset from the IDACO Consortium to create 24-hour MAPs. We assigned all the MAPs to data matrix X, performed principal components analysis (PCA) to X, and …


The Noloco Strategy For Essential Hypertension, F. Matthew Mihelic Md Aug 2023

The Noloco Strategy For Essential Hypertension, F. Matthew Mihelic Md

Faculty Publications

Ninety-nine percent of all “essential” hypertension can be controlled by using the NoLoCo strategy, without causing any significant side-effects and without an increase in insulin resistance. NoLoCo stands for Norvasc (amlodipine), Lozol (indapamide), and Cozaar (losartan), but the medicines are considered and used in reverse order.


Analyzing Pseudomonas Aeruginosa With Bacteriophage Tags Using Photoacoustic Flow Cytometry, Jennifer C. Schinke Aug 2023

Analyzing Pseudomonas Aeruginosa With Bacteriophage Tags Using Photoacoustic Flow Cytometry, Jennifer C. Schinke

Electronic Theses and Dissertations

The number of daily bacterial infections is climbing and the CDC explains that this is due to the antibiotic-resistant threat in the United States. Finding a faster way of bacterial identification is necessary as it currently takes 1-4 days for a medical lab to culture and identify bacteria. Photoacoustic flow cytometry (PAFC) can be used as an alternative method resulting in swift identification within an hour (Edgar, 2019). Pseudomonas aeruginosa, cell line PA01, will be coated in up to a few hundred red dyed phages making it detectible by the photoacoustic flow cytometry system. Bacteriophages (phages) are viruses that …


Center Based Cardiac Rehabilitation Outcomes Associated With Covid-19 Pandemic: A Retrospective Comparative Cohort Study, Haley Williams, Kayla Woodworth May 2023

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 …


Cardiovascular Disease Prediction Modelling: A Machine Learning Approach, Usmaan Al-Shehab, Maduka Gunasinghe, Yousuf Elkhoga, Nimay Patel, Juliana Yang May 2023

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 May 2023

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.


Head And Neck Tumor Histopathological Image Representation With Pre- Trained Convolutional Neural Network And Vision Transformer, Ranny Rahaningrum Herdiantoputri, Daisuke Komura, Tohru Ikeda, Shumpei Ishikawa Apr 2023

Head And Neck Tumor Histopathological Image Representation With Pre- Trained Convolutional Neural Network And Vision Transformer, Ranny Rahaningrum Herdiantoputri, Daisuke Komura, Tohru Ikeda, Shumpei Ishikawa

Journal of Dentistry Indonesia

Image representation via machine learning is an approach to quantitatively represent histopathological images of head and neck tumors for future applications of artificial intelligence-assisted pathological diagnosis systems. Objective: This study compares image representations produced by a pre-trained convolutional neural network (VGG16) to those produced by a vision transformer (ViT-L/14) in terms of the classification performance of head and neck tumors. Methods: W hole-slide images of five oral t umor categories (n = 319 cases) were analyzed. Image patches were created from manually annotated regions at 4096, 2048, and 1024 pixels and rescaled to 256 pixels. Image representations were …


Patient And Provider Experience With Artificial Intelligence Screening Technology For Diabetic Retinopathy In A Rural Primary Care Setting, Brian M. Nolan, Emma R. Daybranch, Kerri Barton, Neil Korsen Apr 2023

Patient And Provider Experience With Artificial Intelligence Screening Technology For Diabetic Retinopathy In A Rural Primary Care Setting, Brian M. Nolan, Emma R. Daybranch, Kerri Barton, Neil Korsen

Journal of Maine Medical Center

Introduction: The development of autonomous artificial intelligence for interpreting diabetic retinopathy (DR) images has allowed for point-of-care testing in the primary care setting. This study describes patient and provider experiences and perceptions of the artificial intelligence DR screening technology called EyeArt by EyeNuk during implementation of the tool at Western Maine Primary Care in Norway, Maine.

Methods: This non-randomized, single-center, prospective observational study surveyed 102 patients and 13 primary care providers on their experience of the new screening intervention.

Results: All surveyed providers agreed that the new screening tool would improve access and annual screening rates. Some providers also identified …


Performance Of A Sars-Cov-2 Rt-Pcr Assay With Non-Traditional Specimen Types, Subathra Marimuthu, Holly Aliesky, Heather Ness, Daniya Sheikh, Sathya Rashmit, Dawn Balcom, Leslie A. Wolf Feb 2023

Performance Of A Sars-Cov-2 Rt-Pcr Assay With Non-Traditional Specimen Types, Subathra Marimuthu, Holly Aliesky, Heather Ness, Daniya Sheikh, Sathya Rashmit, Dawn Balcom, Leslie A. Wolf

The University of Louisville Journal of Respiratory Infections

During the first two years of the coronavirus disease 2019 (COVID-19) pandemic, nasopharyngeal (NP) specimens were the gold standard for clinical diagnostic testing. As information about the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causing the pandemic continued to be shared, it was clear that the virus could be detected in other specimen types during an active infection. The University of Louisville Infectious Diseases Laboratory accepted non-traditional specimen types, most without a paired, positive NP result, for research purposes only to support local epidemiology efforts. A real-time reverse transcription-polymerase chain reaction (RT-PCR) assay originally validated for NP specimens was used …


Does The Osteopathic Pedal Pump Reduce Lower Limb Volume In Healthy Subjects?, Jill S. Adams, Sahil H. Parikh, Brandon J. Goodwin, Donald R. Noll Jan 2023

Does The Osteopathic Pedal Pump Reduce Lower Limb Volume In Healthy Subjects?, Jill S. Adams, Sahil H. Parikh, Brandon J. Goodwin, Donald R. Noll

Rowan-Virtua School of Osteopathic Medicine Departmental Research

CONTEXT: Lymphatic treatments are gentle and passive techniques believed to enhance movement of lymph back into the central circulatory system. Animal studies provide supportive evidence, yet there are few studies in humans.

OBJECTIVES: The aim of this study is to investigate whether the osteopathic pedal pump protocol reduces volume in the lower limbs of healthy subjects.

METHODS: A total of 30 first- and second-year medical students were recruited. Subjects were excluded from participating if they had acute asthma, chronic obstructive pulmonary disease (COPD), congestive heart failure, active infections, fractures of the lower extremities, or metastatic cancer. A within-subjects study design …


Using Data And Evidence To Improve Quality Of Life For Patients With Alzheimer’S Disease, Ying Wang Jan 2023

Using Data And Evidence To Improve Quality Of Life For Patients With Alzheimer’S Disease, Ying Wang

2023

As an irreversible, progressive brain disorder, Alzheimer’s disease (AD) imposes a severe burden upon patients and their caregivers, as well as the healthcare system. Of the ten leading causes of death in the United States, Alzheimer’s disease is the only one without a pharmacological intervention that has been proven to cure or delay the onset of the disease. Aging is the primary risk factor contributing to Alzheimer’s disease in the elderly. With an aging population that continues to grow, the challenges for the healthcare system surrounding AD become more and more serious. My dissertation aims to contribute to a better …


Classification Of Breast Cancer Histopathological Images Using Semi-Supervised Gans, Balaji Avvaru, Nibhrat Lohia, Sowmya Mani, Vijayasrikanth Kaniti Sep 2022

Classification Of Breast Cancer Histopathological Images Using Semi-Supervised Gans, Balaji Avvaru, Nibhrat Lohia, Sowmya Mani, Vijayasrikanth Kaniti

SMU Data Science Review

Breast cancer is diagnosed more frequently than skin cancer in women in the United States. Most breast cancer cases are diagnosed in women, while children and men are less likely to develop the disease. Various tissues in the breast grow uncontrollably, resulting in breast cancer. Different treatments analyze microscopic histopathology images for diagnosis that help accurately detect cancer cells. Deep learning is one of the evolving techniques to classify images where accuracy depends on the volume and quality of labeled images. This study used various pre-trained models to train the histopathological images and analyze these models to create a new …