Neurosciences Commons^™

Benchmarking Machine Learning Models In Lesion-Symptom Mapping For Predicting Language Outcomes In Stroke Survivors, Deepa Tilwani, Christian O'Reilly, Nicholas Riccardi, Valerie L. Shalin, Dirk B. Den Ouden, Julius Fridriksson, Svetlana V. Shinkareva, Amit P. Sheth, Rutvik H. Desai

Communication Sciences and Disorders Faculty Articles and Research

Several decades of research have investigated the neural connections between stroke-induced brain damage and language difficulties. Typically, lesion-symptom mapping (LSM) studies that address this connection have relied on mass univariate statistics, which do not account for multidimensional relationships between variables. Machine learning (ML) techniques, which can capture these intricate connections, offer a promising complement to LSM methods. To test this promise, we benchmarked ML models on structural and functional MRI to predict aphasia severity (N = 238) and naming impairment (N = 191) for a cohort of chronic-stage stroke survivors. We used nested cross-validation to examine performance along …

Long-Term Neurocognitive And Behavioral Outcomes In Survivors Of Pediatric Brain Tumors: A Systematic Review, Tirath Patel, Pulkit Johar, Vaishnavi Kanisetti, Megan Szobody, Tori Sayers, Sriya Gullapalli, Murali Yallapu, Mushfiq Hassan Shaikh, Nikhilesh Anand, Kelsey Baker, Bharathi Gadad

School of Medicine Publications

Background: Brain tumors are among the most common neoplasms in children. These patients suffer from neurocognitive impairment, treatment-related side effects, and experience a subpar quality of life (QoL), affecting academic endeavors, social interaction, and mental wellbeing.

Methods: This review investigated different long-term neurocognitive and behavioral outcomes in pediatric brain tumor survivors and evaluated various effective treatment methods. We identified 75 relevant articles published between 2019 and 2024 using PubMed, PMC, Embase, and Google Scholar databases. Duplicates were removed, and 14 studies were finally selected following the PRISMA guidelines. Initial observations noted significant variations in the study methodologies and inclusion criteria. …

Time To Treatment In Pediatric Patients With Repeated Episodes Of Status Epilepticus, Jennifer V Gettings, Iván Sánchez Fernández, Anne Anderson, J Nicholas Brenton, Afra Can, Justice Clark, Raquel Farias Moeller, Howard P Goodkin, Yi-Chen Lai, Mohamad A Mikati, Lindsey A Morgan, Edward Novotny, Adam P Ostendorf, Juan Piantino, James J Riviello, Kumar Sannagowdara, Robert C Tasker, Dmitry Tchapyjnikov, Mark S Wainwright, Angus Wilfong, Korwyn Williams, Bo Zhang, Tobias Loddenkemper, Marina Gaínza-Lein, Pediatric Status Epilepticus Research Group (Pserg)

Duncan NRI Faculty and Staff Publications

Objective: To compare pediatric patients who presented with repeated status epilepticus episodes to patients with a single episode of status epilepticus and identify distinguishing clinical factors.

Methods: Retrospective analysis of a multicenter, prospective observational cohort of pediatric patients with status epilepticus between 2011 and 2019.

Results: Out of 504 status epilepticus episodes in 420 patients, 50 patients (10.3%) had repeated episodes of status epilepticus. The only predictor of repeated status epilepticus was a prior diagnosis of epilepsy. There was no difference in time to treatment with the first benzodiazepine in patients presenting with their first status epilepticus episode compared to …

The Cgas/Sting Pathway: Friend Or Foe In Regulating Cardiomyopathy, Weiyue Wang, Yuanxu Gao, Hyun Kyoung Lee, Albert Cheung-Hoi Yu, Markus Kipp, Hannes Kaddatz, Jiangshan Zhan

Duncan NRI Faculty and Staff Publications

Inflammation is a central hallmark of cardiomyopathy, where misdirected immune responses contribute to chronic myocardial dysfunction. Among the emerging molecular mechanisms implicated in this process, the cyclic GMP-AMP synthase (cGAS)/stimulator of interferon genes (STING) signaling pathway has garnered increasing attention. Acting as a key cytosolic DNA sensor, the cGAS/STING pathway orchestrates inflammatory responses triggered by microbial infections or endogenous cellular stressors such as autophagy and apoptosis. Despite its pivotal role, the precise molecular mechanisms regulating this pathway and its role in cardiomyopathy-associated inflammation remain poorly understood and subject to ongoing debate. To address this scientific gap, we first reviewed key …

A Hierarchy Of Pdz Domain Scaffolding Proteins Clusters The Kv1 K+ Channel Protein Complex At The Axon Initial Segment, Wei Zhang, Victoria L Palfini, Yu Wu, Xiaoyun Ding, Allison J Melton, Yudong Gao, Yuki Ogawa, Matthew N Rasband

Faculty, Staff and Students Publications

Action potentials are initiated and modulated at the axon initial segment (AIS) by highly clustered ion channels. Voltage-gated Kv1 potassium channels underlie most outward AIS K+ current. AIS Kv1 channels exist in a large protein complex including ADAM22, Caspr2, and LGI1. However, their clustering mechanisms remain unknown. Because Kv1 channels have a highly conserved PDZ-binding motif, we used CRISPR-based genome editing to screen 18 PDZ domain-containing proteins identified in our previous AIS proximity proteome for their AIS localization. Among these, we found that the scaffolding proteins SCRIB and PSD93 are highly enriched at the AIS. Using CRISPR-mediated knockout, cell surface …

Effect Of Anesthesia And Diurnal Variation On Chronic Vagus Nerve Activity In Rats, Bhanu P. Kotamraju, Grant A. Mccallum, Dominique M. Durand

Faculty Scholarship

The vagus nerve, serving as a pivotal link between the brain and vital organs, regulates crucial physiological functions. It plays a central role in maintaining homeostasis within the body and must dynamically adapt to changing conditions such as anesthesia or sleep. While vagal tone, typically estimated indirectly from heart rate variability, has been extensively studied, direct measurement of vagal activity during sleep and anesthesia remains unreported to date. Recent technological advancements have facilitated the recording of vagus nerve activity in freely moving rodents using small, highly flexible carbon nanotube yarns. Consequently, it is now feasible to directly investigate vagal activity …

Investigating Empathy In Rats: Behavioral Responses To Distress, Isabella Sophia Avery, Kolette Stuhmer, Jeffrey Schell

2025 Symposium

INTRODUCTION: Empathy can be defined as the ability to recognize, understand, and match one’s emotional state to that of another. Previous research has suggested that emotional contagion produces empathetic responses among familiar rats when their cage mate is exposed to a stressor. This study seeks to further explore this relationship and compare responses among familiar vs. unfamiliar rats. METHODS: Male and female Sprague-Dawley rats were divided into cohorts including an observer, demonstrator, and stranger rat. The demonstrator was exposed to shock paired with a tone and the demonstrator, its cage mate, was only exposed a tone but no shock. The …

Fear And Oxytocin: Effects Of Intraperitoneal Pretreatment In Rats, Daniel Yeromenko, Kelsie German, Eros Fuentes, Jenna Meade, Ben Bustos

2025 Symposium

INTRODUCTION: Oxytocin is a neuropeptide widely known for its role in social bonding and emotional regulation. Recent studies have suggested its involvement in modulating fear, stress, and anxiety responses, potentially offering therapeutic applications for trauma-related disorders such as PTSD. This study investigated whether pretreatment with oxytocin reduces behavioral and physiological fear responses in male and female Sprague-Dawley rats using a classical fear conditioning model. METHODS : Twenty-four Sprague-Dawley rats (12 males, 12 females) were assigned to one of four groups: control (no shock, no oxytocin), shock only, shock + low-dose oxytocin (0.5 mg/kg), and shock + high-dose oxytocin (1.0 mg/kg). …

Literature Review Of Stiff Person Syndrome, Mustafa Ansari, Adam Davis, Donald Penney

The Journal of Integrated Primary Care

Background: Stiff Person Syndrome (SPS) is a rare, debilitating autoimmune neurological disorder characterized by progressive muscle rigidity, painful spasms, and gait disturbances. It is strongly associated with autoantibodies against glutamic acid decarboxylase (GAD), leading to impaired GABAergic neurotransmission. SPS exists on a spectrum, with both classical and paraneoplastic variants, the latter often linked to malignancies such as breast cancer.

Methods: This review synthesizes current literature on the pathophysiology, clinical presentation, diagnostic criteria, and treatment modalities of SPS. We examine emerging therapies, including immunomodulatory approaches and antibody-targeted interventions, to address the heterogeneity of disease progression and treatment response.

Results: SPS remains …

Assessing The Effects Of Streptozotocin-Induced Hyperglycemia On Amyloid Beta Accumulation And Cognitive Behavior In A Mouse Model Of Alzheimer’S Disease-Related Pathology, Andrew Adonay Ortiz

UNLV Theses, Dissertations, Professional Papers, and Capstones

Alzheimer’s disease (AD) is an irreversible and devastating neurodegenerative disease characterized by progressive synaptic, dendritic, glial, and neuronal loss, collectively leading to impairments in learning, memory, and deterioration of cognitive and behavioral functions. AD is the most common form of dementia accounting for 60-80% of all cases. AD affects approximately 7 million Americans and is the 6th leading cause of death in the US. Furthermore, by 2050, the US is projected to spend over $1.1 trillion on AD-related treatments. Pathological hallmarks of AD include beta-amyloid (Aβ) plaques, intracellular neurofibrillary tangles (NFTs), and chronic neuroinflammation, which can promote and exacerbate both …

Mapping Pain Management In Maine Participant Flyer, Ling Cao

Maine Pain Registry

Flyer calling for participation in UNE project Mapping Pain Management in Maine.

Peripheral Neuroimmune Mechanisms Of Chronic Back Pain, Aleyah Esther Goins

Biomedical Sciences ETDs

Chronic back pain (CBP) affects 1 in 10 people worldwide, reducing mobility, productivity, and quality of life. Despite its prevalence, non-addictive treatments remain limited due to an incomplete understanding of chronic pain mechanisms. This dissertation examines peripheral neuroimmune interactions in CBP using a urokinase-type plasminogen activator (uPA)-induced mouse model (uPA-CBP). uPA, a pro-inflammatory serine protease, was injected into the L2/L3 lumbar spinous ligament, inducing prolonged mechanical and cold hypersensitivity. Flow cytometry of dorsal root ganglia (DRG) showed increased CD45+CD11b+ myeloid cells in males and CD45+CD3+CD4+ lymphocytes in females. DRG neurons from male uPA-CBP mice exhibited heightened action potential firing. Pharmacological …

Development And Validation Of A Clinical Risk Model For Postoperative Outcome In Newly Diagnosed Glioblastoma: A Report Of The Rano Resect Group, Philipp Karschnia, Jacob S Young, Gilbert C Youssef, Antonio Dono, Levin Häni, Tommaso Sciortino, Francesco Bruno, Stephanie T Juenger, Nico Teske, Jorg Dietrich, Michael Weller, Michael A Vogelbaum, Martin Van Den Bent, Juergen Beck, Niklas Thon, Jasper K W Gerritsen, Shawn Hervey-Jumper, Daniel P Cahill, Susan M Chang, Roberta Rudà, Lorenzo Bello, Oliver Schnell, Yoshua Esquenazi, Maximilian I Ruge, Stefan J Grau, Raymond Y Huang, Patrick Y Wen, Mitchel S Berger, Annette M Molinaro, Joerg-Christian Tonn

Faculty, Staff and Student Publications

Background: Following surgery, patients with newly diagnosed glioblastoma frequently enter clinical trials. Nuanced risk assessment is warranted to reduce imbalances between study arms. Here, we aimed (I) to analyze the interactive effects of residual tumor with clinical and molecular factors on outcome and (II) to define a postoperative risk assessment tool.

Methods: The response assessment in neuro-oncology (RANO) resect group retrospectively compiled an international, seven-center training cohort of patients with newly diagnosed glioblastoma. The combined associations of residual tumor with molecular or clinical factors and survival were analyzed, and recursive partitioning analysis was performed for risk modeling. The resulting model …

Movement Disorders In Relapsing And Progressive Ms: A Comprehensive Prospective Evaluation Of A Large Real-Life Cohort, Hannah Kelly, Rongyi Sun, Mohamed Elkasaby, Alexander Wang, Hesham Abboud

Faculty Scholarship

Background: Recent studies suggest that movement disorders are common in early MS. However, the frequency and clinical characteristics of movement disorders at all stages of MS remain unknown. Objectives: To evaluate the frequency, clinical characteristics, and anatomical generators of movement disorders in relapsing and progressive MS. Methods: We conducted a prospective study of adult MS patients from 2016 to 2022 at a neuroimmunology clinic. Patients were evaluated for demyelination-related movement disorders via a survey and focused examination. We classified movement disorders based on phenomenology and identified anatomic correlates according to lesion locations and relation to relapses. Findings were compared between …

Identifying Key Factors Associated With Assistive Technology Availability For Dementia Care Using Machine Learning, Wai Hang Kwok, Syed Afaq Ali Shah, Guanjin Wang

Research outputs 2022 to 2026

This study explores the factors influencing the availability of assistive technology for people with dementia through the application of machine learning. The analysis identified key factors, including carer support, protective legislation, and access to reimbursable products from the WHO Global Health Observatory. A random forest model with high accuracy emphasises the importance of targeted resources and policies in improving dementia care infrastructure.

Long-Term Outcomes Of Resolute Onyx Zotarolimus-Eluting Stents For Symptomatic Intracranial Stenosis: A Multicenter Propensity Score-Matched Comparison With Stenting Versus Aggressive Medical Management For Preventing Recurrent Stroke In Intracranial Stenosis Trial, Omid Shoraka, Ramesh Grandhi, Samantha Miller, Joanna Roy, Vinay Jaikumar, Basel Musmar, Omar Tanweer, Jan-Karl Burkhardt, Pascal M Jabbour, Adnan H Siddiqui, Farhan Siddiq, Ameer E Hassan

Faculty, Staff and Students Publications

Background

Intracranial atherosclerotic disease (ICAD) is a leading cause of ischemic stroke. The Medtronic Resolute Onyx Zotarolimus-eluting stents (RO-ZES) are promising in preventing stroke recurrence compared with medical management (MM) and percutaneous angioplasty and stenting (PTAS) at both 30-day and one-year follow-ups. We evaluated long-term outcomes for patients treated with RO-ZES, PTAS, or MM.

Methods

A retrospective multicenter study was conducted including patients who underwent RO-ZES stenting for symptomatic ICAD between March 2018 and May 2023, with follow-up through October 2024. Propensity score-matched control groups, representing MM and PTAS, were derived from the SAMMPRIS trial. Primary outcomes included recurrence rates …

Effect Of Race On Procedural And Clinical Outcomes In Middle Meningeal Artery Embolization For Primary And Adjunctive Treatment Of Chronic Subdural Hematoma, Santiago Gomez-Paz, Mohamed M Salem, Cordell Baker, Okkes Kuybu, Georgios S Sioutas, Kate T Carroll, Mira Salih, Adam A Dmytriw, Jane Khalife, William Smith, Diego Alejandro Ortega Moreno, Robert W Regenhardt, Nicole M Cancelliere, Alejandro M Spiotta, Omar Tanweer, Christopher J Stapleton, Michael Lang, Vitor M Pereira, Aman B Patel, Adnan H Siddiqui, Elad I Levy, Christopher S Ogilvy, Daniel Tonetti, Ajith J Thomas, Visish M Srinivasan, Brian T Jankowitz, Michael R Levitt, Bradley A Gross, Jan-Karl Burkhardt, Ramesh Grandhi

Faculty, Staff and Students Publications

Background

We investigated racial disparities in radiologic and clinical outcomes of patients after middle meningeal artery embolization (MMAE) for chronic subdural hematoma (CSDH) with or without evacuation surgery.

Methods

This multicenter retrospective study includes consecutive patients who underwent MMAE across 11 institutions in North America (10 in the United States and 1 in Canada). Patients were stratified using self-reported racial data. Outcomes of interest were complications, treatment failure/reoperations, resolution of hematoma, and functional independence at last follow-up. Multivariable regression models were used to assess and adjust for relevant confounders.

Results

A total of 557 patients underwent 663 MMAEs, including 323 …

International Multi-Center Study Of Middle Meningeal Artery Embolization For Chronic Subdural Hematoma In Cancer Patients: Efficacy, Safety, And Outcomes In A High-Risk Population, Avi A Gajjar, Mohamed M Salem, Georgios S Sioutas, Rashad Jabarkheel, Okkes Kuybu, Jane Khalife, Daniel A Tonetti, Gustavo Cortez, Adam A Dmytriw, Diego Alejandro Ortega Moreno, William Smith, Robert W Regenhardt, Kate T Carroll, Zachary A Abecassis, Juan Francisco Ruiz Rodriguez, Oleg Shekhtman, Alex Nguyen Hoang, Alexander A Khalessi, Cordell Baker, Matthias Matejka, Nicole M Cancelliere, Christoph J Griessenauer, Ramesh Grandhi, Peter Kan, Omar Tanweer, Michael R Levitt, Christopher J Stapleton, Vitor Mendes Pereira, Brian Jankowitz, Howard A Riina, Aman B Patel, Ricardo Hanel, Ajith J Thomas, Michael J Lang, Bradley A Gross, Jan-Karl Burkhardt, Visish M Srinivasan

Faculty, Staff and Students Publications

Background

Middle meningeal artery embolization (MMAE) is a promising treatment for chronic subdural hematoma (cSDH). Cancer patients are at risk for cSDH due to thrombocytopenia. The efficacy of MMAE in this population has not been studied.

Methods

We conducted a retrospective analysis of 76 patients who underwent 94 MMAEs for cSDH at 12 tertiary centers across North America and Europe between February 2018 and January 2023. We analyzed patient demographics, clinical profiles, procedural details, and outcomes. The primary outcome was cSDH progression, while secondary outcomes included radiographic resolution, mortality, 90-day functional outcomes, functional improvement, and procedural complications.

Results

Radiographic improvement …

The Endocannabinoid System's Influence And Modulation Of Nociception, Doreen M. Flannery

Honors Thesis

The anatomy and physiology of pain is a well-defined pathway where noxious stimuli is processed by different systems in the brain. The central research question of this review is how can we better understand the neurobiological effects pain has, and assess if there is therapeutic potential in using endocannabinoids to modulate these effects. Endocannabinoids are signaling molecules that play a key role at both the cellular and molecular level in modulating both acute and chronic pain by influencing different processes within each level that affect how the body responds to both internal and external stimuli. The endocannabinoid system is a …

Investigating Neural, Neurovascular, And Vascular Function: Insights From Imaging 5-Ht2ar Compounds, Optogenetic Motor Mapping, And Cross-Modal Functional Mapping, Jonah Aryeh Padawer-Curry

McKelvey School of Engineering Graduate Student Theses & Dissertations

Understanding how brain activity relates to behavior and cognition remains a central challenge in neuroscience. Brain function emerges from interactions between electrical, chemical, and blood dynamics across multiple spatial and temporal scales. Capturing this complexity requires methods that assess both large-scale neurophysiological activity and precise, cell-type-specific processes. Widefield optical imaging (WFOI) enables high-resolution monitoring of cortical function by simultaneously measuring hemodynamic and calcium dynamics. WFOI is particularly valuable for studying psychedelics, which show therapeutic potential but may alter neurovascular coupling, complicating the interpretation of hemodynamic signals. Using WFOI, we examined the hallucinogenic 5-HT2A receptor agonist DOI in awake mice, revealing …