Diseases Commons^™

Interlaboratory Comparison Of Pseudomonas Aeruginosa Phage Susceptibility Testing, Krupa Parmar, Lauren Komarow, Damon W Ellison, Andrey A Filippov, Mikeljon P Nikolich, Joseph R Fackler, Martin Lee, Anjna Nair, Priyesh Agrawal, Pranita D Tamma, Maria Souli, Scott R Evans, Kerryl E Greenwood-Quaintance, Scott A Cunningham, Robin Patel, Antibacterial Resistance Leadership Group

Faculty, Staff and Student Publications

Standardized approaches to phage susceptibility testing (PST) are essential to inform selection of phages for study in patients with bacterial infections. There is no reference standard for assessing bacterial susceptibility to phage. We compared agreement between PST performed at three centers: two centers using a liquid assay standardized between the sites with the third, a plaque assay. Four Pseudomonas aeruginosa phages: PaWRA01ø11 (EPa11), PaWRA01ø39 (EPa39), PaWRA02ø83 (EPa83), PaWRA02ø87 (EPa87), and a cocktail of all four phages were tested against 145 P. aeruginosa isolates. Comparisons were made within measurements at the two sites performing the liquid assay and between these …

Regulation Of Mirnas In Obesity And Diabetes, Eva Maher, Ava O'Meara, Cathy Brougham

SURE Journal: Science Undergraduate Research Experience Journal

Introduction: The prevalence of obesity and obesity-related secondary disorders has increased dramatically in recent years. Dysregulated microRNA (miRNA) expression has been linked to the development of obesity and its associated disorders. Adipose derived stem cells (ADSCs) are promising cell models of obesity, obesity-related inflammation and diabetes. Furthermore, miRNA expression profiles have emerged as promising targets for the novel treatment of diseases such as obesity. In order to enhance miRNA-based therapies, the miRNA expression profile of obesity and its related disorders must be monitored to further understand the underlying mechanisms of obesity and to identify novel targets.

Aim: The aim of …

The Potential Of Stem Cell Therapy In Multiple Sclerosis Treatment: A Review, Sorina Amarculesei, Ava O'Meara Cushen, Cathy Brougham

SURE Journal: Science Undergraduate Research Experience Journal

Multiple Sclerosis is an autoimmune and neurodegenerative disease of the central nervous system. There are currently 2.8 million people living with Multiple Sclerosis worldwide, including 9000 people in Ireland, with a prevalence of 193 per 100,000 people. Symptoms of Multiple Sclerosis include sensory loss, fatigue, cognitive dysfunction, spasticity, depression, optic neuritis, gait ataxia, diplopia, and loss of bladder control. Currently, there is no standardised treatment or cure for Multiple Sclerosis with many strategies focusing on symptoms. Stem cells have emerged as promising approaches for Multiple Sclerosis therapeutics. Clinical trials primarily focus on mesenchymal stem cell-based therapies for Multiple Sclerosis. Furthermore, …

Tiny But Mighty, An Exploration Of Microbes And Plants As Sources Of Small Novel Bioactive Compounds Against Invasive Mycoses., Hannah Mai Peacock, James Anthony O'Connor

SURE Journal: Science Undergraduate Research Experience Journal

Despite the high mortality rate involved with invasive cerebral mycoses, there is a relative lack of research available around antifungals capable of crossing the blood brain barrier.

In this study the metabolites of four plants (Crocus vernus, Miniature Narcissus (daffodil), Osmanthus delavayi and Taraxacum officinale (common dandelion)) and two bacteria (Lacticaseibacillus paracasei and Staphylococcus epidermidis) were extracted and assayed for antifungal activity against Candida albicans and Saccharomyces cerevisiae. Thin layer chromatography and bioautography were then employed to assess the activity of the constituent components of sources showing antifungal activity.

Metabolites of S.epidermidis, and extracts …

The Role Of Point-Of-Care Ultrasound In The Assessment Of Pelvic Urine Leakage And Diagnosis Of Urinoma, Asra Moradkhani, Mona Zangi, Mobin Azami, Mohammad Ghasemi-Rad, Abdolghader Pakniyat

Faculty, Staff and Students Publications

BACKGROUND: Urinoma, a rare condition resulting from urine leakage due to trauma to the kidney, bladder, or urethra, is typically diagnosed using enhanced computed tomography urogram with delayed imaging. This report presents two cases of urinoma likely caused by overdistention of the renal pelvis following excessive fluid intake and the presence of a ureteral stone.

CASE PRESENTATION: We present two cases of 36-year-old and 38-year-old patients who presented with flank pain. point-of-care ultrasound (POCUS) played a pivotal role in identifying perinephric fluid in Morrison's space and the splenorenal space, respectively. These ultrasound findings guided further investigations, leading to definitive diagnoses …

Treatment Response Of Gingival Squamous-Cell Carcinoma To Palliative Intent Immunotherapy, Natalia Trehan, Angelina Debbas, Mykaihla Sternick, Jennifer Johnson, James Gates

Department of Medical Oncology Faculty Papers

The use of PD-1 immune checkpoint inhibitor medications has become a common practice in the treatment of recurrent and metastatic head and neck squamous-cell carcinomas. Success in this setting has led to the investigation of their efficacy in locally advanced cases as a part of first-line therapy. In this report, we detail the treatment response to palliative intent immunotherapy of three geriatric patients with mandibular gingival squamous-cell carcinoma who decided against surgical intervention. Patient #1 was treated with pembrolizumab, a PD-1 inhibitor, and displayed complete clinical and radiologic response of the gingival mass after three months of treatment, which is …

Arachnoid Webs With Spinal Cord Compression: Insights From Three Cases, Kaleb Derouen, Kierany B. Shelvin, Tayler Payton, George A. Crabill, John M. Wilson, Gabriel Tender

School of Medicine Faculty Publications

Spinal arachnoid webs are intradural bands of abnormally formed arachnoid tissue, located within the subarachnoid space and causing compression of the dorsal aspect of the spinal cord. Arachnoid webs are uncommon and can be difficult to treat. We report 3 patients presenting with a spinal arachnoid web within a 6-month period. All of them exhibited signs of thoracic myelopathy and the MRI showed the pathognomonic 'scalpel sign'. Two of the patients underwent surgery for removal of their spinal arachnoid web, whereas the third patient case is currently being managed conservatively. We also present our 2D intraoperative video for arachnoid web …

Investigation Of The Effectiveness Of Intraoperative Radiotherapy In Treatment Of Unifocal Invasive Breast Cancer, Julie Schultz, Annie M. Oslund

Physician Assistant Capstones, 2020-current

Objective: Assess the 5 year local recurrence rate of intraoperative radiotherapy (IORT) in relation to the conventional treatment of external breast radiotherapy (EBRT) in eligible females diagnosed with breast cancer over age 40.

Design: Systematic literature review.

Methods: PubMed was searched using the following limits and terms: breast neoplasms, intraoperative radiotherapy, randomized control trial, clinical trial, females, English, and published in the last 10 years.

Results: Three studies were found to directly compare IORT and EBRT regarding 5 year local recurrence rates.

Conclusion: IORT was shown to be non-inferior to EBRT in two of the three studies that were examined; …

Diabetes Health Coaching Program In An Eastern Virginia Health Center: A Retrospective Program Evaluation, Moniqueia Flint

Doctors of Nursing Practice (DNP) Final Projects, 2020-current

The primary goal of diabetes management is to assist patients in controlling their diabetes and minimizing complications. Diabetic patients require continuous medical care that encompasses medication management, multifactorial risk-reduction strategies, and a multidisciplinary team. Health coaching is an emerging tool used to provide education and motivational techniques to individuals for better self-management of their chronic condition. Health coaching is a proven strategy with favorable effects on hemoglobinA1c (HgbA1c), blood pressure, weight, and health behaviors. A diabetes health coaching program (DHCP) was implemented at an eastern Virginia healthcare center (EVHC). The DHCP’s objective was to assist patients in meeting their individualized …

Air-Jet Bioprinting Of Stem Cell-Encapsulated Alginate Micro-Droplets For Organoid Biomanufacturing, Mirabella B. Stump

Electronic Theses and Dissertations

Biomanufactured 3D-organoids show promise for modeling and treating various conditions, particularly insulin-dependent diabetes mellitus (type-1 diabetes). Pancreatic islet organoids serve as sustainable sources of insulin-producing β-cells, potentially restoring insulin regulation in patients and providing a long-term solution for diabetes. Hydrogel droplet printing is an emerging technique in regenerative medicine due to its advantageous tunability and biocompatibility; however, challenges of consistency, quality control, and scalability persist. To address these issues, we developed a novel air-jetting based droplet bioprinting system for the generation of monodispersed alginate micro-droplets. The objective of this project was to incorporate human induced pluripotent stem cells (hiPSCs) into …

Utility Of Bariatric Surgery In The Remission Of Type 2 Diabetes Mellitus, Christine Ercoline, Alyssa Bower, Corinne Singh

Physician Assistant Capstones, 2020-current

Objective: Assess whether bariatric surgery is more effective than lifestyle modification and medication in the long-term reduction of hemoglobin A1c (HbA1c) and fasting plasma glucose among obese adults with type 2 diabetes mellitus. Design: Systematic literature review. Methods: A PubMed search was performed utilizing the terms bariatric surgery, type 2 diabetes and remission. In PubMed the following limits and terms were used: published in the last 10 years, humans, full text, clinical trial, randomized control trial, and English. Results: An analysis of three randomized control trials (RCTs) supports bariatric surgery as a modality to induce the remission of type 2 …

Usp1 Expression Driven By Ews::Fli1 Dually Promotes Ewing Sarcoma Cell Survival By Mitigating The Replication Stress Response And Stabilizing Survivin, Halle Mallard

Theses & Dissertations

Ewing sarcoma (EWS) is a malignant pediatric bone cancer. EWS express a fusion oncogene resulting from the reciprocal translocation of EWSR1 an ETS transcription factor. In most EWS tumors, this occurs with FLI1, creating the EWS::FLI1 fusion oncogene which encodes an aberrant transcription factor. Independent of its transcriptional activity, EWS::FLI1 deregulates other cellular processes driving oncogenesis. For cases with a single, localized tumor, roughly 80% of patients remain event-free after five years. Disease dissemination is a problem – about 25% of patients have metastatic disease at diagnosis. Long-term survival for these patients is less than 40%. Presently, no second line …

Citrullinated And Malondialdehyde-Acetaldehyde Modified Proteins Promote Cellular Inflammatory And Fibrotic Responses Associated With Rheumatoid Arthritis, Nozima Aripova

Theses & Dissertations

Rheumatoid arthritis (RA) is a systemic, autoimmune disease primarily characterized by perpetual synovial inflammation that results in synovial tissue proliferation and fibrosis (pannus). Although joint involvement is the predominant manifestation of RA, extra-articular features, such as interstitial lung disease (ILD), contribute significantly to the elevated mortality associated with the condition. Post-translational modifications play a significant role in RA and RA-ILD pathogenesis. Circulating anti-citrullinated protein antibodies (ACPAs) are a highly diagnostic tool implicating a potential role for citrullinated antigens in RA and RA-ILD.

Recently, antibodies to malondialdehyde acetaldehyde adducts (MAA) have been markedly elevated in patients with RA and RA-ILD. MAA …

Myod-Skp2 Axis Boosts Tumorigenesis In Fusion Negative Rhabdomyosarcoma By Preventing Differentiation Through P57kip2 Targeting, Silvia Pomella, Matteo Cassandri, Lucrezia D’Archivio, Antonella Porrazzo, Cristina Cossetti, Doris Phelps, Clara Perrone, Michele Pezzella, Antonella Cardinale, Marco Wachtel, Sara Aloisi, David Milewski, Marta Colletti, Prethish Sreenivas, Zoë S. Walters, Giovanni Barillari, Angela Di Giannatale, Giuseppe Maria Milano, Cristiano De Stefanis, Rita Alaggio, Sonia Rodriguez-Rodriguez, Nadia Carlesso, Christopher R. Vakoc, Enrico Velardi, Beat W. Schafer, Ernesto Guccione, Susanne A. Gatz, Lucio Miele

School of Medicine Faculty Publications

Rhabdomyosarcomas (RMS) are pediatric mesenchymal-derived malignancies encompassing PAX3/7-FOXO1 Fusion Positive (FP)-RMS, and Fusion Negative (FN)-RMS with frequent RAS pathway mutations. RMS express the master myogenic transcription factor MYOD that, whilst essential for survival, cannot support differentiation. Here we discover SKP2, an oncogenic E3-ubiquitin ligase, as a critical pro-tumorigenic driver in FN-RMS. We show that SKP2 is overexpressed in RMS through the binding of MYOD to an intronic enhancer. SKP2 in FN-RMS promotes cell cycle progression and prevents differentiation by directly targeting p27Kip1 and p57Kip2, respectively. SKP2 depletion unlocks a partly MYOD-dependent myogenic transcriptional program and strongly affects stemness and tumorigenic …

Early Cellular And Molecular Signatures Correlate With Severity Of West Nile Virus Infection, Ho-Joon Lee, Yujiao Zhao, Ira Fleming, Sameet Mehta, Xiaomei Wang, Brent Vander Wyk, Shannon E Ronca, Heather Kang, Chih-Hung Chou, Benoit Fatou, Kinga K Smolen, Ofer Levy, Clary B Clish, Ramnik J Xavier, Hanno Steen, David A Hafler, J Christopher Love, Alex K Shalek, Leying Guan, Kristy O Murray, Steven H Kleinstein, Ruth R Montgomery

Faculty, Staff and Students Publications

Infection with West Nile virus (WNV) drives a wide range of responses, from asymptomatic to flu-like symptoms/fever or severe cases of encephalitis and death. To identify cellular and molecular signatures distinguishing WNV severity, we employed systems profiling of peripheral blood from asymptomatic and severely ill individuals infected with WNV. We interrogated immune responses longitudinally from acute infection through convalescence employing single-cell protein and transcriptional profiling complemented with matched serum proteomics and metabolomics as well as multi-omics analysis. At the acute time point, we detected both elevation of pro-inflammatory markers in innate immune cell types and reduction of regulatory T cell …

Enniatin A Inhibits The Chaperone Hsp90 And Unleashes The Immune System Against Triple-Negative Breast Cancer, Nada H Eisa, Vincent M Crowley, Asif Elahi, Vamsi Krishna Kommalapati, Michael A Serwetnyk, Taoufik Llbiyi, Sumin Lu, Kashish Kainth, Yasmeen Jilani, Daniela Marasco, Abdeljabar El Andaloussi, Sukyeong Lee, Francis T F Tsai, Paulo C Rodriguez, David Munn, Esteban Celis, Hasan Korkaya, Abdessamad Debbab, Brian Blagg, Ahmed Chadli

Faculty, Staff and Students Publications

Low response rates and immune-related adverse events limit the remarkable impact of cancer immunotherapy. To improve clinical outcomes, preclinical studies have shown that combining immunotherapies with N-terminal Hsp90 inhibitors resulted in improved efficacy, even though induction of an extensive heat shock response (HSR) and less than optimal dosing of these inhibitors limited their clinical efficacy as monotherapies. We discovered that the natural product Enniatin A (EnnA) targets Hsp90 and destabilizes its client oncoproteins without inducing an HSR. EnnA triggers immunogenic cell death in triple-negative breast cancer (TNBC) syngeneic mouse models and exhibits superior antitumor activity compared to Hsp90 N-terminal inhibitors. …

Aspirin And Nonaspirin Nonsteroidal Antiinflammatory Drug Use And Occurrence Of Colorectal Adenoma In Black American Women, Lauren E Barber, Kimberly A Bertrand, Shanshan Sheehy, Laura F White, Hemant K Roy, Lynn Rosenberg, Julie R Palmer, Jessica L Petrick

Faculty, Staff and Students Publications

Evidence suggests that aspirin use reduces the occurrence of colorectal neoplasia. Few studies have investigated the association among Black Americans, who are disproportionately burdened by the disease. We assessed aspirin use in relation to colorectal adenoma among Black women. The Black Women's Health Study is a prospective cohort of self-identified Black American women established in 1995. Participants reported regular aspirin use on baseline and follow-up questionnaires. Beginning in 1999, participants reported undergoing a colonoscopy or sigmoidoscopy, the only procedures through which colorectal adenomas can be diagnosed. Multivariable logistic regression was used to estimate odds ratios (OR) and 95% confidence intervals …

Patient Education Improvement Initiative For Self-Management Of Congestive Heart Failure Among Senior Residents Of A Long-Term Care Facility, Abigail A. Abella, Brooke Sheck, Daniela Ramos, Ivy H. Nguyen, Mary Tran, Roshni Nagarajan

Master's Projects and Capstones

The purpose of this quality improvement project was to use evidence-based practices to determine if personalized education on disease self-management would lead to improved treatment adherence in a residential facility. The target population consisted of four elderly female patients who had been diagnosed with congestive heart failure (CHF) and were struggling with the self-management of their disease. Contributing barriers to effective CHF self-management were determined using a root cause analysis, and included a lack of educational templates, declining cognitive ability of the residents, and no electronic health record (EHR). Using the Self-Determination theory, the interventions were implemented. Phase one was …

Ai’S Next Frontier — Dermatology? How It May Help Close The Health Gap For Dark-Skinned Patients, Gretchen B. Smail

Capstones

This project examines how engineers are creating artificial intelligence systems to help with dermatology diagnosis. Researchers believe that these systems can help close the health care gap in lower income and Black and brown communities, but dermatologists of color worry that these systems are not being trained to recognize skin conditions on patients of color.

Enhancing Diabetic Patient Continuous Glucose Monitoring Access, Colleen Ildefonso

Master's Projects and Capstones

Problem: Diabetic patients utilize treatments that require frequent monitoring and medication changes based on their blood sugar results. Continuous Glucose Monitoring (CGM) is more commonly used for diabetes management as time in range is becoming more prevalent to measure diabetes outcomes. Many diabetic patients find CGM use more accessible than finger sticks and glucometers. In contrast, others utilize the technology to closely monitor their blood sugars for interventions throughout the day. However, older adults have difficulty facilitating new CGM technology and may require further reinforcement using additional education methods such as teach-back.

Context: The endocrinology clinic serves a patient population, …

Timigp: An R Package To Depict The Tumor Microenvironment From Bulk Transcriptomics, Chenyang Li, Jianjun Zhang, Chao Cheng

Faculty, Staff and Students Publications

Exploring the clinical relevance of diverse immune cell types within the tumor microenvironment is pivotal for unraveling cancer intricacies and developing treatments. Here, we present a protocol for using tumor immune microenvironment illustration based on gene pairs, an R package to deduce cell-cell interactions, unveiling the association between immune cell relative abundance and patient prognoses from bulk gene expression and survival data. We describe steps for harnessing cell-type markers derived from single-cell RNA sequencing data to map the tumor immune microenvironment across a spectrum of cancer types. For complete details on the use and execution of this protocol, please refer …

Towards A Mode Of Action For The Anti-Schistosomal Aryl Hydantoins, Thomas Schulze

Theses & Dissertations

Schistosomiasis is a significant human disease caused by the helminth parasite Schistosoma mansoni. Praziquantel remains the only clinically used treatment, yet it is rapidly metabolized and only effective against the adult stage worm infection. Ro 13-3978 (AR02) is a potent antischistosomal compound with activity against multiple S. mansoni life stages; however, it manifests anti-androgenic activity. Additionally, the mechanism of action for worm clearance remains unknown. The structure of Ro 13-3979 was used to generate optimized derivatives, including AR102, that show increased potency towards worms, reduced off-target anti-androgen effects, and extended half-life thereby increasing the feasibility for a single-dose curative treatment. …

Differential Diagnostic Considerations In A Patient With New Onset Apathy: A Case Study On Frontal Lobe Glioblastoma Multiforme, Joy Zarandy, Sarah Yoon, Sharnikha Saravanan, Sanjana Das, Sarah Thomas

The Journal of Integrated Primary Care

This case study involves a 50 year-old previously healthy female presenting with a two-week history of clinically significant apathy. The patient and her family assume her symptoms are due to a potential underlying psychiatric condition; however, neurologic and systemic disorders should also be considered when evaluating a patient with sudden personality change. After a thorough history and physical exam, further evaluation with neuroimaging is performed due to suspicion of neurological etiology. A sizable ring-enhancing lesion in the frontal lobe is noted on MRI, and a diagnosis of glioblastoma multiforme (GBM) is confirmed with biopsy. GBM, or grade 4 astrocytoma, is …

In Memoriam: Prof. Dr. Rer. Nat. Jeanette Erdmann, Pashmina Wiqar Shah, Satwat Hashmi, Tobias Reinberger, Nadine Odenthal, Luis Eichelmann, Daria Kosenko, Ilyas Ahmad, Jaafar Al-Hasani, Till Joscha Demal, Zouhair Aherrahrou

Department of Biological & Biomedical Sciences

No abstract provided.

First-Generation Cephalosporins For Treatment Of Acute Hematogenous Osteomyelitis In Children: A Study Of Efficacy And Adverse Effects, Lisa Hiskey, Hiba Saifuddin, Emily R. Levy, Roland Hentz, Nipunie S. Rajapakse, Laura M. Dinnes, Elizabeth H. Ristagno

School of Medicine Faculty Publications

BACKGROUND: Acute hematogenous osteomyelitis (AHO) is a relatively infrequent but significant infection in pediatric patients. As is the most common cause of AHO, intravenous and oral first-generation cephalosporins are common therapies. Cephalexin is a commonly prescribed oral therapy for pediatric AHO, although it requires frequent dosing that may affect adherence. Cefadroxil is a comparable oral first-generation cephalosporin with a more desirable dosing schedule. METHODS: We reviewed pediatric patients admitted to Mayo Clinic between March 2002 and September 2020 for management of AHO who received treatment with a first-generation cephalosporin. We reviewed timing of oral therapy transition, therapy-associated adverse effects, and …

Frailty In End-Stage Liver Disease: Understanding Pathophysiology, Tools For Assessment, And Strategies For Management, Mazen Elsheikh, Ahmed El Sabagh, Islam B Mohamed, Megha Bhongade, Manal M Hassan, Prasun Kumar Jalal

Faculty, Staff and Students Publications

Frailty and sarcopenia are frequently observed in patients with end-stage liver disease. Frailty is a complex condition that arises from deteriorations across various physiological systems, including the musculoskeletal, cardiovascular, and immune systems, resulting in a reduced ability of the body to withstand stressors. This condition is associated with declined resilience and increased vulnerability to negative outcomes, including disability, hospitalization, and mortality. In cirrhotic patients, frailty is influenced by multiple factors, such as hyperammonemia, hormonal imbalance, malnutrition, ascites, hepatic encephalopathy, and alcohol intake. Assessing frailty is crucial in predicting morbidity and mortality in cirrhotic patients. It can aid in making critical …

Deployment And Assessment Of A Deep Learning Model For Real-Time Detection Of Anal Precancer With High Frame Rate High-Resolution Microendoscopy, David Brenes, Alex Kortum, Jackson Coole, Jennifer Carns, Richard Schwarz, Imran Vohra, Rebecca Richards-Kortum, Yuxin Liu, Zhenjian Cai, Keith Sigel, Sharmila Anandasabapathy, Michael Gaisa, Elizabeth Chiao

Faculty, Staff and Students Publications

Anal cancer incidence is significantly higher in people living with HIV as HIV increases the oncogenic potential of human papillomavirus. The incidence of anal cancer in the United States has recently increased, with diagnosis and treatment hampered by high loss-to-follow-up rates. Novel methods for the automated, real-time diagnosis of AIN 2+ could enable "see and treat" strategies, reducing loss-to-follow-up rates. A previous retrospective study demonstrated that the accuracy of a high-resolution microendoscope (HRME) coupled with a deep learning model was comparable to expert clinical impression for diagnosis of AIN 2+ (sensitivity 0.92 [P = 0.68] and specificity 0.60 [P = …

A Comprehensive Program Evaluation Of Colorectal Rescreening Initiatives In Rural Virginia, Sarah E. Stowell

Doctors of Nursing Practice (DNP) Final Projects, 2020-current

Background: Despite low-cost and effective screening tools, colorectal cancer (CRC) mortality remains high in the U.S., particularly in rural areas like Virginia’s Northern Shenandoah Valley, where screening rates are low. While literature highlights barriers to CRC screening in these communities and suggests improvement strategies, few studies focus on long-term adherence to screening in rural health clinics (RHCs).

Purpose: This program evaluation assessed the impact and effectiveness of the Rural Colorectal Cancer Rescreening Initiative (RCRI), a pilot program to increase colorectal cancer rescreening rates in a local RHC. It also offers recommendations for optimizing future RCRI efforts. Methods: The program evaluation …

Closing The Gaps In Care Of Dyslipidemia: Revolutionizing Management With Digital Health And Innovative Care Models, Samuel J. Apple, Rachel Clark, Jonathan Daich, Macarena Lopez Gonzalez, Robert J. Ostfeld, Peter P. Toth, Vera Bittner, Seth S. Martin, Jamal S. Rana, Salim S. Virani

Office of the Provost

Although great progress has been made in the diagnostic and treatment options for dyslipidemias, unawareness, underdiagnosis and undertreatment of these disorders remain a significant global health concern. Growth in digital applications and newer models of care provide novel tools to improve the management of chronic conditions such as dyslipidemia. In this review, we discuss the evolving landscape of lipid management in the 21st century, current treatment gaps and possible solutions through digital health and new models of care. Our discussion begins with the history and development of value-based care and the national establishment of quality metrics for various chronic conditions. …

Deep Learning Uncertainty Quantification For Clinical Text Classification, Alina Peluso, Ioana Danciu, Hong-Jun Yoon, Jamaludin Mohd Yusof, Tanmoy Bhattacharya, Adam Spannaus, Noah Schaefferkoetter, Eric B. Durbin, Xiao-Cheng Wu, Antoinette Stroup, Jennifer Doherty, Stephen Schwartz, Charles Wiggins, Linda Coyle, Lynne Penberthy, Georgia D. Tourassi, Shang Gao

School of Public Health Faculty Publications

INTRODUCTION: Machine learning algorithms are expected to work side-by-side with humans in decision-making pipelines. Thus, the ability of classifiers to make reliable decisions is of paramount importance. Deep neural networks (DNNs) represent the state-of-the-art models to address real-world classification. Although the strength of activation in DNNs is often correlated with the network's confidence, in-depth analyses are needed to establish whether they are well calibrated. METHOD: In this paper, we demonstrate the use of DNN-based classification tools to benefit cancer registries by automating information extraction of disease at diagnosis and at surgery from electronic text pathology reports from the US National …