Searched for: school:SOM
Department/Unit:Neurology
A standardized framework to test event-based experiments
Lepauvre, Alex; Hirschhorn, Rony; Bendtz, Katarina; Mudrik, Liad; Melloni, Lucia
The replication crisis in experimental psychology and neuroscience has received much attention recently. This has led to wide acceptance of measures to improve scientific practices, such as preregistration and registered reports. Less effort has been devoted to performing and reporting the results of systematic tests of the functioning of the experimental setup itself. Yet, inaccuracies in the performance of the experimental setup may affect the results of a study, lead to replication failures, and importantly, impede the ability to integrate results across studies. Prompted by challenges we experienced when deploying studies across six laboratories collecting electroencephalography (EEG)/magnetoencephalography (MEG), functional magnetic resonance imaging (fMRI), and intracranial EEG (iEEG), here we describe a framework for both testing and reporting the performance of the experimental setup. In addition, 100 researchers were surveyed to provide a snapshot of current common practices and community standards concerning testing in published experiments' setups. Most researchers reported testing their experimental setups. Almost none, however, published the tests performed or their results. Tests were diverse, targeting different aspects of the setup. Through simulations, we clearly demonstrate how even slight inaccuracies can impact the final results. We end with a standardized, open-source, step-by-step protocol for testing (visual) event-related experiments, shared via protocols.io. The protocol aims to provide researchers with a benchmark for future replications and insights into the research quality to help improve the reproducibility of results, accelerate multicenter studies, increase robustness, and enable integration across studies.
PMID: 39285141
ISSN: 1554-3528
CID: 5720212
Evaluating Large Language Models in extracting cognitive exam dates and scores
Zhang, Hao; Jethani, Neil; Jones, Simon; Genes, Nicholas; Major, Vincent J; Jaffe, Ian S; Cardillo, Anthony B; Heilenbach, Noah; Ali, Nadia Fazal; Bonanni, Luke J; Clayburn, Andrew J; Khera, Zain; Sadler, Erica C; Prasad, Jaideep; Schlacter, Jamie; Liu, Kevin; Silva, Benjamin; Montgomery, Sophie; Kim, Eric J; Lester, Jacob; Hill, Theodore M; Avoricani, Alba; Chervonski, Ethan; Davydov, James; Small, William; Chakravartty, Eesha; Grover, Himanshu; Dodson, John A; Brody, Abraham A; Aphinyanaphongs, Yindalon; Masurkar, Arjun; Razavian, Narges
Ensuring reliability of Large Language Models (LLMs) in clinical tasks is crucial. Our study assesses two state-of-the-art LLMs (ChatGPT and LlaMA-2) for extracting clinical information, focusing on cognitive tests like MMSE and CDR. Our data consisted of 135,307 clinical notes (Jan 12th, 2010 to May 24th, 2023) mentioning MMSE, CDR, or MoCA. After applying inclusion criteria 34,465 notes remained, of which 765 underwent ChatGPT (GPT-4) and LlaMA-2, and 22 experts reviewed the responses. ChatGPT successfully extracted MMSE and CDR instances with dates from 742 notes. We used 20 notes for fine-tuning and training the reviewers. The remaining 722 were assigned to reviewers, with 309 each assigned to two reviewers simultaneously. Inter-rater-agreement (Fleiss' Kappa), precision, recall, true/false negative rates, and accuracy were calculated. Our study follows TRIPOD reporting guidelines for model validation. For MMSE information extraction, ChatGPT (vs. LlaMA-2) achieved accuracy of 83% (vs. 66.4%), sensitivity of 89.7% (vs. 69.9%), true-negative rates of 96% (vs 60.0%), and precision of 82.7% (vs 62.2%). For CDR the results were lower overall, with accuracy of 87.1% (vs. 74.5%), sensitivity of 84.3% (vs. 39.7%), true-negative rates of 99.8% (98.4%), and precision of 48.3% (vs. 16.1%). We qualitatively evaluated the MMSE errors of ChatGPT and LlaMA-2 on double-reviewed notes. LlaMA-2 errors included 27 cases of total hallucination, 19 cases of reporting other scores instead of MMSE, 25 missed scores, and 23 cases of reporting only the wrong date. In comparison, ChatGPT's errors included only 3 cases of total hallucination, 17 cases of wrong test reported instead of MMSE, and 19 cases of reporting a wrong date. In this diagnostic/prognostic study of ChatGPT and LlaMA-2 for extracting cognitive exam dates and scores from clinical notes, ChatGPT exhibited high accuracy, with better performance compared to LlaMA-2. The use of LLMs could benefit dementia research and clinical care, by identifying eligible patients for treatments initialization or clinical trial enrollments. Rigorous evaluation of LLMs is crucial to understanding their capabilities and limitations.
PMCID:11634005
PMID: 39661652
ISSN: 2767-3170
CID: 5762692
Disease-modifying therapies for Parkinson disease: lessons from multiple sclerosis
Kalia, Lorraine V; Asis, Angelica; Arbour, Nathalie; Bar-Or, Amit; Bove, Riley; Di Luca, Daniel G; Fon, Edward A; Fox, Susan; Gan-Or, Ziv; Gommerman, Jennifer L; Kang, Un Jung; Klawiter, Eric C; Koch, Marcus; Kolind, Shannon; Lang, Anthony E; Lee, Karen K; Lincoln, Matthew R; MacDonald, Penny A; McKeown, Martin J; Mestre, Tiago A; Miron, Veronique E; Ontaneda, Daniel; Rousseaux, Maxime W C; Schlossmacher, Michael G; Schneider, Raphael; Stoessl, A Jon; Oh, Jiwon
The development of disease-modifying therapies (DMTs) for neurological disorders is an important goal in modern neurology, and the associated challenges are similar in many chronic neurological conditions. Major advances have been made in the multiple sclerosis (MS) field, with a range of DMTs being approved for relapsing MS and the introduction of the first DMTs for progressive MS. By contrast, people with Parkinson disease (PD) still lack such treatment options, relying instead on decades-old therapeutic approaches that provide only symptomatic relief. To address this unmet need, an in-person symposium was held in Toronto, Canada, in November 2022 for international researchers and experts in MS and PD to discuss strategies for advancing DMT development. In this Roadmap article, we highlight discussions from the symposium, which focused on therapeutic targets and preclinical models, disease spectra and subclassifications, and clinical trial design and outcome measures. From these discussions, we propose areas for novel or deeper exploration in PD using lessons learned from therapeutic development in MS. In addition, we identify challenges common to the PD and MS fields that need to be addressed to further advance the discovery and development of effective DMTs.
PMID: 39375563
ISSN: 1759-4766
CID: 5706522
Vascular Aging in the Choroid Plexus: A 7T Ultrasmall Superparamagnetic Iron Oxide (USPIO)-MRI Study
Sun, Zhe; Li, Chenyang; Muccio, Marco; Jiang, Li; Masurkar, Arjun; Buch, Sagar; Chen, Yongsheng; Zhang, Jiangyang; Haacke, E Mark; Wisniewski, Thomas; Ge, Yulin
BACKGROUND:The choroid plexus (ChP), a densely vascularized structure, has drawn increasing attention for its involvement in brain homeostasis and waste clearance. While the volumetric changes have been explored in many imaging studies, few studies have investigated the vascular degeneration associated with aging in the ChP. PURPOSE/OBJECTIVE:To investigate the sub-structural characteristics of the ChP, particularly the vascular compartment using high-resolution 7T imaging enhanced with Ferumoxytol, an ultrasmall super-paramagnetic iron oxide, which greatly increase the susceptibility contrast for vessels. STUDY TYPE/METHODS:Prospective. SUBJECTS/METHODS:Forty-nine subjects without neurological disorders (age: 21-80 years; 42 ± 17 years; 20 females). FIELD STRENGTH/SEQUENCE/UNASSIGNED:7-T with 2D and 3D T2* GRE, 3D MPRAGE T1, 2D TSE T2, and 2D FLAIR. ASSESSMENT/RESULTS:ratio) and susceptibility change (Δχ) induced by Ferumoxytol were analyzed on 3D GRE-derived susceptibility-weighted imaging and quantitative susceptibility mapping, respectively. STATISTICAL TESTS/METHODS:Independent t-test, Mann-Whitney U test, and Chi-square test were utilized for group comparisons. The relationship between age and ChP's vascular alterations was examined using Pearson's correlation. Intra-class coefficient was calculated for inter-observer agreement. A P value <0.05 was considered statistically significant. RESULTS:2D GRE images demonstrated superior contrast and accurate delineation of ChP substructures (ICC = 0.86). Older subjects exhibited a significantly smaller vascular density (16.5 ± 4.34%) and lower Δχ (22.10 ± 12.82 ppb) compared to younger subjects (24.85 ± 6.84% and 34.64 ± 12.69 ppb). Vascular density and mean Δχ within the ChP negatively correlated with age (r = -0.48, and r = -0.45). DATA CONCLUSION/CONCLUSIONS:Ferumoxytol-enhanced 7T images can demonstrate ChP alterations in elderly with decreased vascular density and expansion of nonvascular compartment. EVIDENCE LEVEL/METHODS:1 TECHNICAL EFFICACY: Stage 2.
PMID: 38587279
ISSN: 1522-2586
CID: 5646032
Big data research is everyone's research-Making epilepsy data science accessible to the global community: Report of the ILAE big data commission
Josephson, Colin B; Aronica, Eleonora; Beniczky, Sandor; Boyce, Danielle; Cavalleri, Gianpiero; Denaxas, Spiros; French, Jacqueline; Jehi, Lara; Koh, Hyunyong; Kwan, Patrick; McDonald, Carrie; Mitchell, James W; Rampp, Stefan; Sadleir, Lynette; Sisodiya, Sanjay M; Wang, Irene; Wiebe, Samuel; Yasuda, Clarissa; Youngerman, Brett; ,
Epilepsy care generates multiple sources of high-dimensional data, including clinical, imaging, electroencephalographic, genomic, and neuropsychological information, that are collected routinely to establish the diagnosis and guide management. Thanks to high-performance computing, sophisticated graphics processing units, and advanced analytics, we are now on the cusp of being able to use these data to significantly improve individualized care for people with epilepsy. Despite this, many clinicians, health care providers, and people with epilepsy are apprehensive about implementing Big Data and accompanying technologies such as artificial intelligence (AI). Practical, ethical, privacy, and climate issues represent real and enduring concerns that have yet to be completely resolved. Similarly, Big Data and AI-related biases have the potential to exacerbate local and global disparities. These are highly germane concerns to the field of epilepsy, given its high burden in developing nations and areas of socioeconomic deprivation. This educational paper from the International League Against Epilepsy's (ILAE) Big Data Commission aims to help clinicians caring for people with epilepsy become familiar with how Big Data is collected and processed, how they are applied to studies using AI, and outline the immense potential positive impact Big Data can have on diagnosis and management.
PMID: 39446076
ISSN: 1950-6945
CID: 5740072
Mass Spectrometry Characterization of the Human Ankle and Hindfoot Fracture Microenvironment in Young and Aged Subjects
Dankert, John F; Mehta, Devan D; Rodrick, Tori C; Kanshin, Evgeny; Parola, Rown; Ueberheide, Beatrix M; Jones, Drew R; Egol, Kenneth A; Leucht, Philipp
BACKGROUND/UNASSIGNED:Bone regeneration following a fracture is dependent on multiple factors including skeletal stem cells (SSCs). Recruitment, proliferation, and differentiation of the SSCs is guided by the proteins and metabolites found within the fracture microenvironment. Understanding how intrinsic factors affect the fracture microenvironment has been a topic of ongoing investigation. This study sought to determine whether the levels of select proteins and metabolites within the fracture hematoma would be differentially expressed depending on the age of the patient. We hypothesized that a distinct set of proteins and metabolites found within the fracture hematoma microenvironment would be present at varying levels depending on patient age. METHODS/UNASSIGNED:The research study was reviewed and approved by an Institutional Review Board. Hematomas were collected from subjects aged 18 years old or older undergoing surgical intervention for a fracture. Hematoma samples were selected from the biorepository and assigned to one of two fracture groups including young ankle/hindfoot and aged ankle/hindfoot. Protein and metabolite levels within each hematoma were analyzed by liquid chromatography-mass spectrometry. RESULTS/UNASSIGNED:A total of seven hematomas were included in each the young ankle/hindfoot and aged ankle/hindfoot groups. From the global metabolomic analysis, creatine, 2-methylindoline, and acetyl-L-carnitine were identified as being differentially expressed between both groups. An untargeted metabolomic analysis of the two groups identified significant differences in the levels of an additional 66 metabolites. Proteomic analysis identified 34 proteins that were expressed at significantly different levels. CONCLUSIONS/UNASSIGNED:The level of metabolites and proteins found within the local fracture environment vary by patient age. Future investigations will focus on identifying a role for these proteins and metabolites in bone homeostasis and fracture healing. LEVEL OF EVIDENCE/UNASSIGNED:N/A, basic science investigation. SUPPLEMENTARY INFORMATION/UNASSIGNED:The online version contains supplementary material available at 10.1007/s43465-024-01284-3.
PMCID:11628468
PMID: 39664353
ISSN: 0019-5413
CID: 5762832
Neuronal and glial cell alterations involved in the retinal degeneration of the familial dysautonomia optic neuropathy
Schultz, Anastasia; Albertos-Arranz, Henar; Sáez, Xavier Sánchez; Morgan, Jamie; Darland, Diane C; Gonzalez-Duarte, Alejandra; Kaufmann, Horacio; Mendoza-Santiesteban, Carlos E; Cuenca, Nicolás; Lefcort, Frances
Familial dysautonomia (FD) is a rare genetic neurodevelopmental and neurodegenerative disorder. In addition to the autonomic and peripheral sensory neuropathies that challenge patient survival, one of the most debilitating symptoms affecting patients' quality of life is progressive blindness resulting from the steady loss of retinal ganglion cells (RGCs). Within the FD community, there is a concerted effort to develop treatments to prevent the loss of RGCs. However, the mechanisms underlying the death of RGCs are not well understood. To study the mechanisms underlying RGC death, Pax6-cre;Elp1loxp/loxp male and female mice and postmortem retinal tissue from an FD patient were used to explore the neuronal and non-neuronal cellular pathology associated with the FD optic neuropathy. Neurons, astrocytes, microglia, Müller glia, and endothelial cells were investigated using a combination of histological analyses. We identified a novel disruption of cellular homeostasis and gliosis in the FD retina. Beginning shortly after birth and progressing with age, the FD retina is marked by astrogliosis and perturbations in microglia, which coincide with vascular remodeling. These changes begin before the onset of RGC death, suggesting alterations in the retinal neurovascular unit may contribute to and exacerbate RGC death. We reveal for the first time that the FD retina pathology includes reactive gliosis, increased microglial recruitment to the ganglion cell layer (GCL), disruptions in the deep and superficial vascular plexuses, and alterations in signaling pathways. These studies implicate the neurovascular unit as a disease-modifying target for therapeutic interventions in FD.
PMID: 39228100
ISSN: 1098-1136
CID: 5687872
Atomoxetine on neurogenic orthostatic hypotension: a randomized, double-blind, placebo-controlled crossover trial
Mwesigwa, Naome; Millar Vernetti, Patricio; Kirabo, Annet; Black, Bonnie; Ding, Tan; Martinez, Jose; Palma, Jose-Alberto; Biaggioni, Italo; Kaufmann, Horacio; Shibao, Cyndya A
PURPOSE/OBJECTIVE:We previously reported that single doses of the norepinephrine transporter inhibitor, atomoxetine, increased standing blood pressure (BP) and ameliorated symptoms in patients with neurogenic orthostatic hypotension (nOH). We aimed to evaluate the effect of atomoxetine over four weeks in patients with nOH. METHODS:A randomized, double-blind, placebo-controlled crossover clinical trial between July 2016 and May 2021 was carried out with an initial open-label, single-dose phase (10 or 18 mg atomoxetine), followed by a 1-week wash-out, and a subsequent double-blind 4-week treatment sequence (period 1: atomoxetine followed by placebo) or vice versa (period 2). The trial included a 2-week wash-out period. The primary endpoint was symptoms of nOH as measured by the orthostatic hypotension questionnaire (OHQ) assessed at 2 weeks. RESULTS:A total of 68 patients were screened, 40 were randomized, and 37 completed the study. We found no differences in the OHQ composite score between atomoxetine and placebo at 2 weeks (-0.3 ± 1.7 versus -0.4 ± 1.5; P = 0.806) and 4 weeks (-0.6 ± 2.4 versus -0.5 ± 1.6; P = 0.251). There were no differences either in the OHSA scores at 2 weeks (3 ± 1.9 versus 4 ± 2.1; P = 0.062) and at 4 weeks (3 ± 2.2 versus 3 ± 2.0; P = 1.000) or in the OH daily activity scores (OHDAS) at 2 weeks (4 ± 3.0 versus 5 ± 3.1, P = 0.102) and 4 weeks (4 ± 3.0 versus 4 ± 2.7, P = 0.095). Atomoxetine was well-tolerated. CONCLUSIONS:While previous evidence suggested that acute doses of atomoxetine might be efficacious in treating nOH; results of this clinical trial indicated that it was not superior to placebo to ameliorate symptoms of nOH. TRIAL REGISTRATION/BACKGROUND:ClinicalTrials.gov; NCT02316821.
PMID: 39294522
ISSN: 1619-1560
CID: 5721492
Severe neurodevelopmental phenotype, diagnostic, and treatment challenges in patients with SECISBP2 deficiency [Case Report]
Stoupa, Athanasia; Franca, Monica Malheiros; Abdulhadi-Atwan, Maha; Fujisawa, Haruki; Korwutthikulrangsri, Manassawee; Marchand, Isis; Polak, Gabrielle; Beltrand, Jacques; Polak, Michel; Kariyawasam, Dulanjalee; Liao, Xiao-Hui; Raimondi, Chantalle; Steigerwald, Connolly; Abreu, Nicolas J; Bauer, Andrew J; Carré, Aurore; Taneja, Charit; Mekhoubad, Allison Bauman; Dumitrescu, Alexandra M
PURPOSE/OBJECTIVE:Defects in the gene encoding selenocysteine insertion sequence binding protein 2, SECISBP2, result in global impaired selenoprotein synthesis manifesting a complex syndrome with characteristic serum thyroid function tests due to impaired thyroid hormone metabolism. Knowledge about this multisystemic defect remains limited. METHODS:Genetic and laboratory investigations were performed in affected members from 6 families presenting with short stature and failure to thrive. RESULTS:Four probands presented a complex neurodevelopmental profile, including absent speech, autistic features, and seizures. Pediatric neurological evaluation prompted genetic investigations leading to the identification of SECISBP2 variants before knowing the characteristic thyroid tests in 2 cases. Thyroid hormone treatment improved motor development, whereas speech and intellectual impairments persisted. This defect poses great diagnostic and treatment challenges for clinicians, as illustrated by a case that escaped detection for 20 years because SECISBP2 was not included in the neurodevelopmental genetic panel, and his complex thyroid status prompted antithyroid treatment instead. CONCLUSION/CONCLUSIONS:This syndrome uncovers the role of selenoproteins in humans. The severe neurodevelopmental disabilities manifested in 4 patients with SECISBP2 deficiency highlight an additional phenotype in this multisystem disorder. Early diagnosis and treatment are required, and long-term evaluation will determine the full spectrum of manifestations and the impact of therapy.
PMCID:11625595
PMID: 39315526
ISSN: 1530-0366
CID: 5763832
Dementia risk reduction in the African context: Multi-national implementation of multimodal strategies to promote healthy brain aging in Africa (the Africa-FINGERS project)
Udeh-Momoh, Chinedu T; Maina, Rachel; Anazodo, Udunna C; Akinyemi, Rufus; Atwoli, Lukoye; Baker, Laura; Bassil, Darina; Blackmon, Karen; Bosire, Edna; Chemutai, Gloria; Crivelli, Lucia; Eze, Laz U; Ibanez, Agustin; Kafetsouli, Dimitra; Karikari, Thomas K; Khakali, Linda; Kumar, Manasi; Lengyel, Imre; de Jager Loots, Celeste A; Mangialasche, Francesca; Mbugua, Sylvia; Merali, Zul; Mielke, Michelle; Mostert, Cyprian; Muthoni, Eunice; Nesic-Taylor, Olivera; Ngugi, Anthony; Nguku, Samuel; Ogunniyi, Adesola; Ogunyemi, Adedoyin; Okonkwo, Ozioma C; Okubadejo, Njideka; Perneczky, Robert; Peto, Tunde; Riang'a, Roselyter M; Saleh, Mansoor; Sayed, Shaheen; Shah, Jasmit; Shah, Sheena; Solomon, Alina; Thesen, Thomas; Trepel, Dominic; Ucheagwu, Valentine; Valcour, Victor; Waa, Sheila; Watermeyer, Tamlyn; Yokoyama, Jennifer; Zetterberg, Henrik; Kivipelto, Miia; ,
Dementia prevention in Africa is critically underexplored, despite the continent's high prevalence of modifiable risk factors. With a predominantly young and middle-aged population, Africa presents a prime opportunity to implement evidence-based strategies that could significantly reduce future dementia cases and mitigate its economic impact. The multinational Africa-FINGERS program offers an innovative solution, pioneering culturally sensitive, multidomain interventions tailored to the unique challenges of the region. Leveraging insights from landmark global studies such as Worldwide-FINGERS and Alzheimer's Disease Neuroimaging Initiative, the program employs a multideterminant precision prevention framework, grounded in community based systems dynamics. Africa-FINGERS further integrates cutting-edge state-of-the-art multimodal biomarker evaluations tailored to regional contexts, with the goal of advancing brain health and establishing a global standard for dementia prevention. This groundbreaking initiative highlights the potential for scalableand sustainable interventions, thus is poised to transform dementia risk reduction efforts across the continent. HIGHLIGHTS: Dementia rates are escalating in Africa, largely due to longer life spans and increased prevalence of modifiable risk factors. Yet, few regional interventions have directly targeted lifestyle factors to reduce dementia risk. The multinational Africa-FINGERS study will address this gap by adapting the successful FINGERS lifestyle intervention to African populations. Africa-FINGERS will pioneer a culturally informed, multidomain dementia risk reduction intervention in the African region through feasibility dementia prevention trials in rural and urban sites across Kenya and Nigeria in the first instance, enrolling 600 at-risk adults (≥ 50 years). The program adopts participatory research methods to develop culturally appropriate interventions and build infrastructure to evaluate dementia biomarkers from ante and post mortem samples. A cost-effectiveness analysis will be conducted to guide the strategic implementation of Africa-FINGERS into regional health systems. The Africa-FINGERS strategy aligns with the Worldwide-FINGERS framework and integrates the global Alzheimer's Disease Neuroimaging Initiative approach, emphasizing multimodal analysis.
PMID: 39511921
ISSN: 1552-5279
CID: 5752142