Diagnosis Commons^™

Session 12: Active Learning To Minimize The Possible Risk From Future Epidemics, Kc Santosh

SDSU Data Science Symposium

In medical imaging informatics, for any future epidemics (e.g., Covid-19), deep learning (DL) models are of no use as they require a large dataset as they take months and even years to collect enough data (with annotations). In such a context, active learning (or human/expert-in-the-loop) is the must, where a machine can learn from the first day with minimum possible labeled data. In unsupervised learning, we propose to build pre-trained DL models that iteratively learn independently over time, where human/expert intervenes only when it makes mistakes and for only a limited data. In our work, deep features are used to …

Digital 3d Brain Mri Arterial Territories Atlas, Chin-Fu Liu, Johnny Hsu, Xin Xu, Ganghyun Kim, Shannon M. Sheppard, Erin L. Meier, Michael I. Miller, Argye E. Hillis, Andreia V. Faria

Communication Sciences and Disorders Faculty Articles and Research

The locus and extent of brain damage in the event of vascular insult can be quantitatively established quickly and easily with vascular atlases. Although highly anticipated by clinicians and clinical researchers, no digital MRI arterial atlas is readily available for automated data analyses. We created a digital arterial territory atlas based on lesion distributions in 1,298 patients with acute stroke. The lesions were manually traced in the diffusion-weighted MRIs, binary stroke masks were mapped to a common space, probability maps of lesions were generated and the boundaries for each arterial territory was defined based on the ratio between probabilistic maps. …

Dissociating Statistically Determined Normal Cognitive Abilities And Mild Cognitive Impairment Subtypes With Dctclock., Emily F. Matusz, Catherine C. Price, Melissa Lamar, Rod Swenson, Rhoda Au, Sheina Emrani, Victor Wasserman, David J Libon, Louisa I. Thompson

Rowan-Virtua School of Osteopathic Medicine Departmental Research

OBJECTIVE: To determine whether the DCTclock can detect differences across groups of patients seen in the memory clinic for suspected dementia.

METHOD: Patients (n = 123) were classified into the following groups: cognitively normal (CN), subtle cognitive impairment (SbCI), amnestic cognitive impairment (aMCI), and mixed/dysexecutive cognitive impairment (mx/dysMCI). Nine outcome variables included a combined command/copy total score and four command and four copy indices measuring drawing efficiency, simple/complex motor operations, information processing speed, and spatial reasoning.

RESULTS: Total combined command/copy score distinguished between groups in all comparisons with medium to large effects. The mx/dysMCI group had the lowest total …

Epigenetic Regulation Of Corneal Epithelial Differentiation By Tet2, Yuzuru Sasamoto, Siyuan Wu, Catherine A. A. Lee, Jason Y. Jiang, Bruce R. Ksander, Markus H. Frank, Natasha Y. Frank

Research outputs 2022 to 2026

Epigenetic DNA modification by 5-hydroxymethylcytosine (5hmC), generated by the Ten-eleven translocation (TET) dioxygenases, regulates diverse biological functions in many organ tissues, including the mammalian eye. For example, 5hmC has been shown to be involved in epigenetic regulation of retinal gene expression. However, a functional role of 5hmC in corneal differentiation has not been investigated to date. Here, we examined 5hmC and TET function in the human cornea. We found 5hmC highly expressed in MUC16-positive terminally differentiated cells that also co-expressed the 5hmC-generating enzyme TET2. TET2 knockdown (KD) in cultured corneal epithelial cells led to significant reductions of 5hmC peak distributions …

Are College Students Interested In Family Health History Education? A Large Needs Assessment Survey Study, Ming Li, Oi Man Kwok, Ping Ma, Tung-Sung Tseng, Lei Shih Chen

School of Public Health Faculty Publications

Family health history (FHH) is an essential foundation for personalized disease prevention. As the incidence of early-onset chronic diseases is increasing among college students, it is important to provide them with the education required to learn about their FHH. This study aimed to assess college students’ interest in receiving FHH education, preferred topics, and desired learning methods. We invited college students to complete an online survey from a large research-intensive university. A total of 2276 college students completed the survey. Nearly half of the participants self-identified as non-Hispanic white (45.5%). Slightly more than half of the sample (53.9%) were not …

Magnetic Resonance Imaging-Derived Microvascular Perfusion Modeling To Assess Peripheral Artery Disease, Olga A. Gimnich, Tatiana Belousova, Christina M. Short, Addison A. Taylor, Vijay Nambi, Joel D. Morrisett, Christie M. Ballantyne, Jean Bismuth, Dipan J. Shah, Gerd Brunner

School of Medicine Faculty Publications

BACKGROUND: Computational fluid dynamics has shown good agreement with contrast-enhanced magnetic resonance imaging measurements in cardiovascular disease applications. We have developed a biomechanical model of microvascular perfusion using contrast-enhanced magnetic resonance imaging signal intensities derived from skeletal calf muscles to study peripheral artery disease (PAD). METHODS AND RESULTS: The computational microvascular model was used to study skeletal calf muscle perfusion in 56 in-dividuals (36 patients with PAD, 20 matched controls). The recruited participants underwent contrast-enhanced magnetic resonance imaging and ankle-brachial index testing at rest and after 6-minute treadmill walking. We have determined associations of microvascular model parameters including the transfer …

Estimating Dementia Risk In An African American Population Using The Dctclock, Marissa Ciesla, Jeff Pobst, Joyce Gomes-Osman, Melissa Lamar, Lisa L Barnes, Russell Banks, Ali Jannati, David Libon, Rodney Swenson, Sean Tobyne, David Bates, John Showalter, Alvaro Pascual-Leone

Rowan-Virtua School of Osteopathic Medicine Departmental Research

The prevalence of Alzheimer's disease (AD) and related dementias (ADRD) is increasing. African Americans are twice as likely to develop dementia than other ethnic populations. Traditional cognitive screening solutions lack the sensitivity to independently identify individuals at risk for cognitive decline. The DCTclock is a 3-min AI-enabled adaptation of the well-established clock drawing test. The DCTclock can estimate dementia risk for both general cognitive impairment and the presence of AD pathology. Here we performed a retrospective analysis to assess the performance of the DCTclock to estimate future conversion to ADRD in African American participants from the Rush Alzheimer's Disease Research …

Implementing Point-Of-Care Ultrasound (Pocus) Training As Part Of The Curriculum For Family Medicine Residents: An Approach To Incorporate Pocus In Primary Care, Nikita Sijapati, Byron Markel, Evan Stone, Edgar Mercado

West Florida Division GME Research Day 2023

No abstract provided.

Midgut Volvulus A Rare Cause Of Acute Abdomen In The Adult Patient, Mason S. Deinema, Saptarshi Biswas

South Atlantic Division GME Research Day 2023

No abstract provided.

Reducing Unnecessary Cbcs On The Inpatient Resident Service: Interviewing Stakeholders To Identify Underlying Causes, Feras Al-Moussally, Zara Bashir, Jorge Rodriguez, Ashlee Sidhu, Brain Murr, Liliana Franco, Jorge Restrepo, Ashwini Komarla

North Florida Division GME Research Day 2023

No abstract provided.

Confirming Diagnosis Of Copd With Spirometry, Stephan Zehring, Manal El-Hag, Gino Singer, David Nguyen, Eslam Mohamed, Michael Usbergi

North Florida Division GME Research Day 2023

No abstract provided.

Dermatologic Manifestations Of Rheumatic Disease: Cutaneous Manifestations Of Vasculitides, Julianna S. Kang, Julia Nunley, Tiffany Ho, Mavra Masood, Fnu Nutan, Beth Rubinstein

Open and Affordable Course Content at VCU

No abstract provided.

The Role Of Preoperative Magnetic Resonance Cholangiopancreatography/Endoscopic Retrograde Cholangiopancreatography In The Setting Of Mildly Elevated Liver Enzymes Prior To Cholecystectomy, Rachel Groening, Salah Abdel Jalil, Jeffery Durbin, Rahul Kashyap, Aaron D. Pinnola

South Atlantic Division GME Research Day 2023

No abstract provided.

A Standardized Protocol For Remote Outpatient Blood Pressure Management, Nicholas Dorsey, Justin Taylor, Elvira Mercado

North Florida Division GME Research Day 2023

No abstract provided.

Investigating Association Between Sociographic Factors And Rates Of Urine Drug Screening In Patients Admitted To Labor And Delivery: A Retrospective Analysis, Erin Manglardi, Donna Boucher

North Florida Division GME Research Day 2023

No abstract provided.

Reducing Inappropriate Npo Orders For Scheduled Transthoracic Echocardiograms, Felipe Flores, Harrison Stubbs, Natalie Rivera Vargas, Katie Lamar, Joane Titus, Joshua Shultz, Alexander Kong, Ashwini Komarla, Mark Johnson

North Florida Division GME Research Day 2023

No abstract provided.

To Echo Or Not To Echo: Improving Appropriate Use Of Echocardiography In Evaluation Of Syncope, William Hicks, Cindy Iwuagwu, Suzan Khalil, Juan Pablo Meruvia Garron, Cynthia Schwartz, Floyd Burke

North Florida Division GME Research Day 2023

No abstract provided.

Giant Mesenchymal Hepatic Hamartomas With Adrenal Involvement Precipitating Respiratory Failure: A Myxomatous Mystery In A 3 Month Old, Ali Yasback, Abid Ulhaque, Tushar Chandra, Sandor Szilagyi

West Florida Division GME Research Day 2023

No abstract provided.

Comparing The Expression Of Er, Pr, Her-2 Between Initial Biopsy And Excision Specimens In Invasive Breast Carcinoma Cases. Is There A Need For Universal Repeat Testing?, Gul Wymer, Astrid Sacasa, Susana Ferra

East Florida Division GME Research Day 2023

BACKGROUND: The current College of American Pathologist (CAP) recommendation is that breast biomarkers Estrogen (ER), Progesterone (PR) and HER2 neu (Her2) testing be done on all primary invasive breast carcinomas and on recurrent or metastatic tumors with the aim to identify patients that will benefit from hormonal treatment or anti-Her2 therapy. Repeat testing on a subsequent specimen is not usually indicated unless results appear discordant with the histopathologic findings. The objective of the current study was to evaluate the need of adopting universal reflex re-testing of breast biomarkers in subsequent excision specimens. The rationale behind this study was based upon …

Stones Cause Pediatric Moans Too: A Case Of Ureterolithiasis With Classic Sonographic Artifacts, Samantha Stoner, Courtney Mariner, Russ Richardson, Casey Wilson

South Atlantic Division GME Research Day 2023

No abstract provided.