Medical Specialties Commons^™

Role Of Alpha-Synuclein Seed Amplification Assay In Parkinson’S Disease Clinical Trials: A Case Of Misdiagnosis, Emily Tharp, Juan D Martinez-Lemus, Mya C Schiess, Timothy M Ellmore, Jessika Suescun, Mohammad Shahnawaz

Faculty, Staff and Student Publications

•Early differentiation between PD and atypical parkinsonism is challenging.•Variability in diagnosis can weaken statistical power in trials.•Precise diagnostic tools are needed for trial population homogeneity.•This patient initially diagnosed with PD, was diagnosed with MSA via CSF αSyn-SAA.•Adding αSyn-SAA to inclusion criteria could enhance subject selection in trials.

Saint Paul, The Apostle, And The Gastaut-Geschwind Syndrome, Leonardo Cruz De Souza, Guilherme Nogueira Mendes De Oliveira, Leandro Boson Gambogi, Ana Paula Gonçalves, Antônio Lúcio Teixeira

Faculty, Staff and Student Publications

The interface between epilepsy and religiosity has been a long-standing matter of debate. Epilepsy has affected several religious leaders throughout history. Hyperreligiosity may be observed in patients with temporal lobe epilepsy as a component of the so-called Gastaut-Geschwind syndrome which involves other behavioral and personality traits such as hyposexuality, viscosity, philosophical concerns, sense of personal destiny, hypergraphy, emotionality, and irritability. Saint Paul, the Apostle, probably had temporal lobe epilepsy. He was a genius man of intellectual excellence and refined culture, whose life and writings exerted a decisive influence on Western history. The current paper investigates the elements of Gastaut-Geschwind syndrome …

Multimodal Therapy And Use Of Adjunctive Therapies To Bont-A In Spasticity Management: Defining Terminology To Help Enhance Spasticity Treatment, Rajiv Reebye, Luis Jorge Jacinto, Alexander Balbert, Bo Biering-Sørensen, Stefano Carda, Nathalie Draulans, Franco Molteni, Michael W O'Dell, Alessandro Picelli, Andrea Santamato, Monica Verduzco-Gutierrez, Heather Walker, Joerg Wissel, Gerard E Francisco

Faculty, Staff and Student Publications

Spasticity management should be provided within the context of a comprehensive person-centered rehabilitation program. Furthermore, active goal setting for specific spasticity interventions is also important, with a well-established "more is better" approach. It is critical to consider adjunctive therapy and multimodal approaches if patients are not attaining their treatment goals. Often used interchangeably, there may be confusion between the terms adjunctive and multimodal therapy. Yet it is imperative to understand the differences between these approaches to achieve treatment goals in spasticity management. Addition of a secondary pharmacologic or non-pharmacologic treatment to optimize the efficacy of the initial modality, such as …

Safety And Feasibility Of Paired Vagus Nerve Stimulation With Rehabilitation For Improving Upper Extremity Function In People With Cervical Spinal Cord Injury: Study Protocol For A Pilot Randomized Controlled Trial, Nuray Yozbatiran, Gerard E Francisco, Radha Korupolu

Faculty, Staff and Student Publications

Introduction: Pairing vagus nerve stimulation with traditional rehabilitation therapies results in improved motor recovery in people with stroke. However, this approach has not yet been studied in people with spinal cord injury (SCI). Motor recovery continues to be challenging after SCI, and there is a need for innovative research strategies to enhance motor recovery after SCI. Hence, this pilot randomized controlled trial aims to evaluate the safety, feasibility, and potential efficacy of pairing vagus nerve stimulation (VNS) with rehabilitation therapy to restore the motor function of the paretic upper limbs in people with cervical SCI.

Methods and analysis: In this …

Editorial: Epilepsy And Alzheimer’S Disease: Shared Pathology, Clinical Presentations, And Targets For Treatment, Beth Leeman-Markowski, Jeannie Chin, Dominique Leitner, Keith Vossel

Faculty, Staff and Students Publications

No abstract provided.

Stimulating Superior Cluneal Nerves Via Peripheral Nerve Stimulation As A Treatment For Chronic Low Back Pain, Peter D Vu, Christopher L Robinson, Alan D Kaye, Jamal Hasoon

Faculty, Staff and Student Publications

Low back pain (LBP) is a challenging clinical condition for both patients and physicians. It requires a comprehensive initial diagnosis to avoid missing potential causes. One less common cause is superior cluneal neuralgia (SCN), which can present with limited lumbar motion, LBP, buttock pain, or an antalgic gait. While conservative therapies are often first line for LBP, neuromodulation, such as peripheral nerve stimulation (PNS), can be considered for more refractory cases. This case report is unique in that SCN was treated with a temporary PNS system, which provided sustained analgesic benefits without the need for permanent implantation.

Responsive Neurostimulation For People With Drug-Resistant Epilepsy And Autism Spectrum Disorder, Madeline C Fields, Christina Marsh, Onome Eka, Emily A Johnson, Lara V Marcuse, Churl-Su Kwon, James J Young, Maite Lavega-Talbott, Mohankumar Kurukumbi, Gretchen Von Allmen, John Zempel, Daniel Friedman, Nathalie Jette, Anuradha Singh, Ji Yeoun Yoo, Leah Blank, Fedor Panov, Saadi Ghatan

Faculty, Staff and Student Publications

PURPOSE: Individuals with autism spectrum disorder (ASD) have comorbid epilepsy at much higher rates than the general population, and about 30% will be refractory to medication. Patients with drug-resistant epilepsy (DRE) should be referred for surgical evaluation, yet many with ASD and DRE are not resective surgical candidates. The aim of this study was to examine the response of this population to the responsive neurostimulator (RNS) System.

METHODS: This multicenter study evaluated patients with ASD and DRE who underwent RNS System placement. Patients were included if they had the RNS System placed for 1 year or more. Seizure reduction and …

Proportional Sway-Based Electrotactile Feedback Improves Lateral Standing Balance, V S Raghav Hari Krishna, Jeonghee Kim, Shuo-Hsiu Chang, Yoonsuck Choe, Hangue Park

Faculty, Staff and Student Publications

INTRODUCTION: Plantar cutaneous augmentation is a promising approach in balance rehabilitation by enhancing motion-dependent sensory feedback. The effect of plantar cutaneous augmentation on balance has been mainly investigated in its passive form (e.g., textured insole) or on lower-limb amputees. In this study, we tested the effect of plantar cutaneous augmentation on balance in its active form (i.e., electrical stimulation) for individuals with intact limbs.

METHODS: Ten healthy subjects participated in the study and were instructed to maintain their balance as long as possible on the balance board, with or without electrotactile feedback evoked on the medial side of the heel, …

Clearance Of Neutrophils From Ich-Affected Brain By Macrophages Is Beneficial And Is Assisted By Lactoferrin And Cd91, Xiurong Zhao, Shun-Ming Ting, Guanghua Sun, Jesus Bautista Garrido, Lidiya Obertas, Jaroslaw Aronowski

Faculty, Staff and Student Publications

Background: Within hours after intracerebral hemorrhage (ICH) onset, masses of polymorphonuclear neutrophils (PMNs) infiltrate the ICH-affected brain. After degranulation involving controlled release of many toxic antimicrobial molecules, the PMNs undergo rapid apoptosis and then are removed by phagocytic microglia/macrophages (MΦ) through a process called efferocytosis. Effective removal of PMNs may limit secondary brain damage and inflammation; however, the molecular mechanisms governing these cleanup activities are not well understood. We propose that scavenger receptor CD91 on myeloid phagocytes especially in presence of CD91 ligand, LTF (lactoferrin, protein abundant in PMNs), plays an important role in clearance of dead apoptotic PMNs (ANs). …

Mnemonic Utilization In Stroke Education: Fast And Befast Adoption By Certified Comprehensive Stroke Centers, Christopher Hogge, Larry B Goldstein, Sushanth R Aroor

Faculty, Staff and Student Publications

Introduction

Symptom recognition and timely access to treatment are critical components of acute stroke care systems. Two mnemonics widely used in public educational campaigns for recognizing stroke symptoms include FAST (Face-Arm-Speech-Time) and BEFAST (Balance-Eyes-Face-Arm Speech-Time). The FAST mnemonic can miss up to 14% of strokes. BEFAST includes common posterior circulation stroke symptoms and has been implemented by several Comprehensive Stroke Centers (CSCs).

Methods

We sought to analyze the pattern of public educational materials available on the websites of US CSCs. The Joint Commission (JC) quality check website compiles a list containing the names and locations of the country’s 217 JC-certified …

Synergistic Effects Of Β-Nafeo2 Ferrite Nanoparticles For Photocatalytic Degradation, Antibacterial, And Antioxidant Applications†, Forsad Al Hossain, M Tanjid Hasan Tonmoy, Sri Nuvvula, Brittany P Chapman, Rajesh K Gupta, Andrew A Lover, Rhoel R Dinglasan, Stephanie Carreiro, Tauhidur Rahman

Faculty, Staff and Student Publications

Syndromic surveillance is an effective tool for enabling the timely detection of infectious disease outbreaks and facilitating the implementation of effective mitigation strategies by public health authorities. While various information sources are currently utilized to collect syndromic signal data for analysis, the aggregated measurement of cough, an important symptom for many illnesses, is not widely employed as a syndromic signal. With recent advancements in ubiquitous sensing technologies, it becomes feasible to continuously measure population-level cough incidence in a contactless, unobtrusive, and automated manner. In this work, we demonstrate the utility of monitoring aggregated cough count as a syndromic indicator to …

The Uprmt Preserves Mitochondrial Import To Extend Lifespan, Jolaade Kalinowski, Elizabeth A Hintz, Chigozirim Izeogu

Faculty, Staff and Student Publications

The SARS-CoV-2 (COVID-19) pandemic introduced many challenges and nuances that have transformed medical practice and research. The uncertainty caused by COVID-19 led to inevitable challenges to patient-provider relationships. The ever-changing landscape of COVID-19 research and policy proved to be challenging for the medical community and patients. These challenges also exacerbated long-standing issues regarding patient-provider communication and trust. On the other hand, these challenges gave voice to a burgeoning patient advocacy community. Through social media, advocacy and patient organizing, patients harnessed their power and organized over challenges relating to COVID-19 fears and concerns, ramifications of "Long COVID," and much more. During …

Therapeutic Efficacy Of A Potent Anti-Venezuelan Equine Encephalitis Virus Antibody Is Contingent On Fc Effector Functionslc6a1 Variant Pathogenicity, Molecular Function And Phenotype: A Genetic And Clinical Analysis, Jennifer L Schwedler, Maxwell A Stefan, Christine E Thatcher, Peter R Mcilroy, Anupama Sinha, Ashlee M Phillips, Christopher A Sumner, Colleen M Courtney, Christina Y Kim, Dina R Weilhammer, Brooke Harmon

Faculty, Staff and Student Publications

The development of specific, safe, and potent monoclonal antibodies (Abs) has led to novel therapeutic options for infectious disease. In addition to preventing viral infection through neutralization, Abs can clear infected cells and induce immunomodulatory functions through engagement of their crystallizable fragment (Fc) with complement proteins and Fc receptors on immune cells. Little is known about the role of Fc effector functions of neutralizing Abs in the context of encephalitic alphavirus infection. To determine the role of Fc effector function in therapeutic efficacy against Venezuelan equine encephalitis virus (VEEV), we compared the potently neutralizing anti-VEEV human IgG F5 (hF5) Ab …

Healthcare Utilization And Clinical Characteristics Of Genetic Epilepsy In Electronic Health Records, Christian M Boßelmann, Alina Ivaniuk, Mark St John, Sara C Taylor, Gokul Krishnaswamy, Alex Milinovich, Costin Leu, Ajay Gupta, Elia M Pestana-Knight, Imad Najm, Dennis Lal

Faculty, Staff and Student Publications

Understanding the clinical characteristics and medical treatment of individuals affected by genetic epilepsies is instrumental in guiding selection for genetic testing, defining the phenotype range of these rare disorders, optimizing patient care pathways and pinpointing unaddressed medical need by quantifying healthcare resource utilization. To date, a matched longitudinal cohort study encompassing the entire spectrum of clinical characteristics and medical treatment from childhood through adolescence has not been performed. We identified individuals with genetic and non-genetic epilepsies and onset at ages 0–5 years by linkage across the Cleveland Clinic Health System. We used natural language processing to extract medical terms and …

Re-Evaluating The Gender Gap: A Cross-Sectional Analysis Of Accepted American Academy Of Neurology Annual Meeting Abstracts In 2020 And 2021, Minseon Kim, Youngran Kim, Anjail Z Sharrief, Thy P Nguyen

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVE: Prior studies reveal that invited speaker panels, editorial boards, authors of practice guidelines, and senior authors of published articles are disproportionately male in the neurology field. We aimed to analyze a gender gap in authorship of accepted abstracts to the American Academy of Neurology annual meetings in 2020 and 2021.

DESIGN/METHODS: This is a cross-sectional study evaluating the proportions of female first and senior abstract authors in 2020 and 2021. Abstracts were reviewed manually (

RESULTS: Accepted abstracts with female first and senior authors comprised 46%, 34% in 2020, and the same in 2021, without change. Female …

Late-Onset Parry-Romberg Syndrome With Atypical Neurological Manifestations: A Case Report, Sema Akkus, Suban Amatya, Kriti Shrestha, Shitiz Sriwastava, Demetrios A Karides

Faculty, Staff and Student Publications

Parry-Romberg Syndrome (PRS) is a rare neurocutaneous disorder characterized by gradual facial hemiatrophy. We present a case study of a 64-year-old woman with late-onset PRS and linear scleroderma. The patient exhibited atypical PRS symptoms including leg numbness, hyper-reflexia, trigeminal neuralgia, and severe headaches. Diagnostic evaluations revealed chronic left-sided cerebral infarction, microhemorrhages, and nerve involvement. Treatment options for PRS are limited and aim to manage symptoms. This case highlights the diagnostic challenges of late-onset PRS, emphasizing interdisciplinary approach. Further research and improved therapies are essential for better patient outcomes.

Peripheral Nerve Stimulation After Total Knee Arthroplasty And Non-Operable Patella Fracture, Peter D Vu, Farah Gul, Christopher L Robinson, Grant H Chen, Jamal Hasoon

Faculty, Staff and Student Publications

Chronic knee pain, affecting over 25% of adults in the United States, has surged by 65% over the past two decades leading to rising functional deficits, mobility problems, and a diminished quality of life. While conservative management with pharmacologic and minimally invasive injections are pursued early in the disease process, total knee arthroplasty for refractory osteoarthritis of the knee is often considered. This procedure usually improves pain and functionality within the first three months. However, a significant portion of patients often suffer from postoperative pain that can become chronic and debilitating. We detail the case of a patient with a …

Rapid Detection Of Mutations In Csf-Cftna With The Genexus Integrated Sequencer, Srividya Arjuna, Mauli Shah, Antonio Dono, Luis Nunez-Rubiano, Pavel S Pichardo-Rojas, Jay-Jiguang Zhu, Roy F Riascos, Rajyalakshmi Luthra, Sinchita Roy-Chowdhuri, Dzifa Duose, Daniel H Wang, Frederick F Lang, Yoshua Esquenazi, Leomar Y Ballester

Faculty, Staff and Student Publications

PURPOSE: Genomic alterations are fundamental for molecular-guided therapy in patients with breast and lung cancer. However, the turn-around time of standard next-generation sequencing assays is a limiting factor in the timely delivery of genomic information for clinical decision-making.

METHODS: In this study, we evaluated genomic alterations in 54 cerebrospinal fluid samples from 33 patients with metastatic lung cancer and metastatic breast cancer to the brain using the Oncomine Precision Assay on the Genexus sequencer. There were nine patients with samples collected at multiple time points.

RESULTS: Cell-free total nucleic acids (cfTNA) were extracted from CSF (0.1-11.2 ng/μl). Median base coverage …

Trajectory Clustering Of Immune Cells And Its Association With Clinical Outcomes After Aneurysmal Subarachnoid Hemorrhage, So Young Won, Museong Kim, Han-Gil Jeong, Bosco Seong Kyu Yang, Huimahn Alex Choi, Dong-Wan Kang, Yong Soo Kim, Young Deok Kim, Si Un Lee, Seung Pil Ban, Jae Seung Bang, Moon-Ku Han, O-Ki Kwon, Chang Wan Oh

Faculty, Staff and Student Publications

Background and purpose: The immune response following aneurysmal subarachnoid hemorrhage (aSAH) can exacerbate secondary brain injury and impact clinical outcomes. As the immune response after aSAH is a dynamic process, we aim to track and characterize immune cell trajectories over time to identify patterns associated with various clinical outcomes.

Methods: In this retrospective single-center study of patients with aSAH, we analyzed immune cell count trajectories, including neutrophil, monocyte, and lymphocyte counts, collected from day 1 to day 14. These trajectories were classified into four distinct clusters utilizing the k-means longitudinal clustering method. A comprehensive multivariable analysis was performed to explore …

Personalization Of Sudep Risk: A Survey Of Transient Subclinical Comorbid Changes, Kristina A Simeone, Dawn M Martenz, Shruthi H Iyer, Cameron P Booth, Shelby E Herr, Stephanie A Matthews, Samantha B Draves, Laura L Heinemann, Pierce L Greenberg, Samden D Lhatoo, Elizabeth Donner, Timothy A Simeone

Faculty, Staff and Student Publications

Objective: Preclinical data report within subject modifiable ailments emerge weeks prior to SUDEP, including sleep disorders and cardiorespiratory changes; findings which support anecdotal clinical data. Here, we bridge preclinical findings with future clinical/preclinical studies, and survey whether caretakers or family members of victims noticed transient changes prior to SUDEP. The aim of this pilot study is to identify potential modifiable changes that may synergistically increase SUDEP risk for future research.

Methods: A mobile electronic survey was posted on SUDEP community websites. The survey queried whether changes in seizures, sleep, physical well-being, emotional well-being, cognition, breathing, or heart rate were noticed …

The Contribution Of Amyloid Deposition In The Aortic Valve To Calcification And Aortic Stenosis, Romeesa Khan, Claudia M Di Gesù, Juneyoung Lee, Louise D Mccullough

Faculty, Staff and Student Publications

Trillions of microbes live symbiotically in the host, specifically in mucosal tissues such as the gut. Recent advances in metagenomics and metabolomics have revealed that the gut microbiota plays a critical role in the regulation of host immunity and metabolism, communicating through bidirectional interactions in the microbiota-gut-brain axis (MGBA). The gut microbiota regulates both gut and systemic immunity and contributes to the neurodevelopment and behaviors of the host. With aging, the composition of the microbiota changes, and emerging studies have linked these shifts in microbial populations to age-related neurological diseases (NDs). Preclinical studies have demonstrated that gut microbiota-targeted therapies can …

The Emerging Role Of Notch3 Receptor Signalling In Human Lung Diseases, Grant W Goodman, Patrick Devlin, Bryce E West, Rodney M Ritzel

Faculty, Staff and Student Publications

The recent identification of skull bone marrow as a reactive hematopoietic niche that can contribute to and direct leukocyte trafficking into the meninges and brain has transformed our view of this bone structure from a solid, protective casing to a living, dynamic tissue poised to modulate brain homeostasis and neuroinflammation. This emerging concept may be highly relevant to injuries that directly impact the skull such as in traumatic brain injury (TBI). From mild concussion to severe contusion with skull fracturing, the bone marrow response of this local myeloid cell reservoir has the potential to impact not just the acute inflammatory …

Identifying Patterns For Neurological Disabilities By Integrating Discrete Wavelet Transform And Visualization, Soo Yeon Ji, Sampath Jayarathna, Anne M. Perrotti, Katrina Kardiasmenos, Dong Hyun Jeong

Computer Science Faculty Publications

Neurological disabilities cause diverse health and mental challenges, impacting quality of life and imposing financial burdens on both the individuals diagnosed with these conditions and their caregivers. Abnormal brain activity, stemming from malfunctions in the human nervous system, characterizes neurological disorders. Therefore, the early identification of these abnormalities is crucial for devising suitable treatments and interventions aimed at promoting and sustaining quality of life. Electroencephalogram (EEG), a non-invasive method for monitoring brain activity, is frequently employed to detect abnormal brain activity in neurological and mental disorders. This study introduces an approach that extends the understanding and identification of neurological disabilities …

Integrative Computational Analyses Implicate Regulatory Genomic Elements Contributing To Spina Bifida, Paul Wolujewicz, Vanessa Aguiar-Pulido, Gaurav Thareja, Karsten Suhre, Olivier Elemento, Richard H Finnell, M Elizabeth Ross

Faculty, Staff and Students Publications

PURPOSE: Spina bifida (SB) arises from complex genetic interactions that converge to interfere with neural tube closure. Understanding the precise patterns conferring SB risk requires a deep exploration of the genomic networks and molecular pathways that govern neurulation. This study aims to delineate genome-wide regulatory signatures underlying SB pathophysiology.

METHODS: An untargeted, genome-wide approach was used to interrogate regulatory regions for rare single-nucleotide and copy-number variants (rSNVs and rCNVs, respectively) predicted to affect gene expression, comparing results from SB patients with healthy controls. Qualifying variants were subjected to a deep learning prioritization framework to identify the most functionally relevant variants, …

Screening For Adhd In Adult Patients With Epilepsy: Prevalence Of Symptoms And Challenges To Diagnosis, Trung Nguyen, Emily Xiao, Allison Clark, Afroz Shamim, Atul Maheshwari

Faculty, Staff and Students Publications

OBJECTIVE: Given the complex nature of seizure disorders and their treatments, ADHD may be underdiagnosed in this population. We hypothesized that a higher percentage of patients presenting to a seizure clinic would endorse ADHD symptoms compared to rates reported in the general population and that formal screening for ADHD symptoms would identify patients with previously undiagnosed comorbid ADHD.

METHODS: In this study, we surveyed 312 adults in a seizure clinic using the Adult ADHD Self-Report Scale (ASRS-v1.1).

RESULTS: We found that 90 patients (28.8%) screened positive with the ASRS-v1.1, but only nine of these patients were able to complete neuropsychological …

Continuous Subcutaneous Foslevodopa/Foscarbidopa Infusion For The Treatment Of Motor Fluctuations In Parkinson’S Disease: Considerations For Initiation And Maintenance, Victor S C Fung, Jason Aldred, Martha P Arroyo, Filip Bergquist, Agnita J W Boon, Manon Bouchard, Sarah Bray, Sara Dhanani, Maurizio F Facheris, Nahome Fisseha, Eric Freire-Alvarez, Robert A Hauser, Anna Jeong, Jia Jia, Pavnit Kukreja, Michael J Soileau, Amy M Spiegel, Saritha Talapala, Arjun Tarakad, Enrique Urrea-Mendoza, Jorge Zamudio, Rajesh Pahwa

Faculty, Staff and Students Publications

BACKGROUND: As Parkinson's disease (PD) advances, management is challenged by an increasingly variable and inconsistent response to oral dopaminergic therapy, requiring special considerations by the provider. Continuous 24 h/day subcutaneous infusion of foslevodopa/foscarbidopa (LDp/CDp) provides steady dopaminergic stimulation that can reduce symptom fluctuation.

OBJECTIVE: Our aim is to review the initiation, optimization, and maintenance of LDp/CDp therapy, identify possible challenges, and share potential mitigations.

METHODS: Review available LDp/CDp clinical trial data for practical considerations regarding the management of patients during LDp/CDp therapy initiation, optimization, and maintenance based on investigator clinical trial experience.

RESULTS: LDp/CDp initiation, optimization, and maintenance can be …

Cisplatin Vestibulotoxicity: A Current Review, Tamara Fleihan, Marc Elie Nader, J David Dickman

Faculty, Staff and Students Publications

Cisplatin, a commonly used chemotherapy drug, is well-established for its ototoxic effects, primarily attributed to the damage it inflicts on cochlear hair cells. However, its impact on the vestibular system remains inadequately understood. Here, we provide a comprehensive review of existing literature concerning cisplatin-induced vestibulotoxicity. Animal studies have shown that cisplatin induces a vestibular hair cell loss that is dose-dependent, with the severity of damage also varying according to the route of administration. Notably, intratympanic and systemic injections in animal models have manifested significant damage primarily to utricular hair cells, with a lesser degree of damage observed for the other …

Editorial: Symmetry As A Guiding Principle In Artificial And Brain Neural Networks, Volume Ii, Fabio Anselmi, Ankit B Patel

Faculty, Staff and Students Publications

No abstract provided.

Dimensionality Reduction And Nearest Neighbors For Improving Out-Of-Distribution Detection In Medical Image Segmentation, Mckell Woodland, Nihil Patel, Austin Castelo, Mais Al Taie, Mohamed Eltaher, Joshua P Yung, Tucker J Netherton, Tiffany L Calderone, Jessica I Sanchez, Darrel W Cleere, Ahmed Elsaiey, Nakul Gupta, David Victor, Laura Beretta, Ankit B Patel, Kristy K Brock

Faculty, Staff and Students Publications

Clinically deployed deep learning-based segmentation models are known to fail on data outside of their training distributions. While clinicians review the segmentations, these models tend to perform well in most instances, which could exacerbate automation bias. Therefore, detecting out-of-distribution images at inference is critical to warn the clinicians that the model likely failed. This work applied the Mahalanobis distance (MD) post hoc to the bottleneck features of four Swin UNETR and nnU-net models that segmented the liver on T1-weighted magnetic resonance imaging and computed tomography. By reducing the dimensions of the bottleneck features with either principal component analysis or uniform …

Delivering Multidisciplinary Rehabilitation Care In Parkinson's Disease: An International Consensus Statement, Jennifer G Goldman, Daniele Volpe, Terry D Ellis, Mark A Hirsch, Julia Johnson, Julia Wood, Ana Aragon, Roberta Biundo, Alessandro Di Rocco, Glenn S Kasman, Robert Iansek, Janis Miyasaki, Victor M Mcconvey, Marten Munneke, Serge Pinto, Karen A St Clair, Santiago Toledo, Michele K York, Ronnie Todaro, Nicole Yarab, Kristin Wallock

Faculty, Staff and Students Publications

BACKGROUND: Parkinson's disease (PD) is a complex neurodegenerative disorder impacting everyday function and quality of life. Rehabilitation plays a crucial role in improving symptoms, function, and quality of life and reducing disability, particularly given the lack of disease-modifying agents and limitations of medications and surgical therapies. However, rehabilitative care is under-recognized and under-utilized in PD and often only utilized in later disease stages, despite research and guidelines demonstrating its positive effects. Currently, there is a lack of consensus regarding fundamental topics related to rehabilitative services in PD.

OBJECTIVE: The goal of the international Parkinson's Foundation Rehabilitation Medicine Task Force was …