Searched for: Department/Unit:Neurology
Development and validation of clinico-imaging machine learning and deep learning models to predict responses to initial antiseizure medications in epilepsy
Nazem-Zadeh, Mohammad-Reza; Chang, Richard Shek-Kwan; Barnard, Sarah; Pardoe, Heath R; Kuzniecky, Ruben; Mishra, Debabrata; Kamkar, Hadi; Nhu, Duong; Metha, Deval; Thom, Daniel; Chen, Zhibin; Ge, Zongyuan; O'Brien, Terence J; Sinclair, Ben; French, Jacqueline; Law, Meng; Kwan, Patrick
OBJECTIVE:Antiseizure medications (ASMs) are the first-line treatment for epilepsy, yet they are ineffective in controlling seizures in about 40% of patients with unpredictable individual response to treatment. This study aimed to develop and validate artificial intelligence (AI) models using clinical and brain magnetic resonance imaging (MRI) data to predict responses to the first two ASMs in people with epilepsy. METHODS:People with recently diagnosed epilepsy treated with ASM monotherapy at the Alfred Hospital, Melbourne, Australia formed the development cohort. We developed AI models employing various combinations of clinical features, prescribed ASMs, and brain multimodal MRI images/features to predict the probability of seizure freedom at 12 months while taking the first or second ASM monotherapy. Five-fold cross-internal validation was performed. External validation was conducted on a validation cohort comprising participants of the Human Epilepsy Project. RESULTS:The development cohort included 154 individuals (36% female, 85% focal epilepsy), of whom 29% had received both the first and second ASM monotherapy. The validation cohort included 301 individuals (61% female, all focal epilepsy), of whom 33% had received both the first and second ASM monotherapy. A fusion deep learning (DL) model comprising an 18-layer 3D videoResNet (for multi-sequence MRI data), a transformer encoder (ASM regimens), and a dual linear neural network (for clinical characteristics) outperformed other models. It achieved an internal cross validation F1 score of 0.75 ± 0.05 (average ± 95% confidence interval), higher than other machine learning (ML) models and DL models with less complex architecture or integration of fewer imaging sequences. This DL model significantly outperformed the best ML model on validation cohort (p < 0.001). SIGNIFICANCE/CONCLUSIONS:AI-based models incorporating brain MRI, clinical, and medication data can efficiently predict seizure freedom in recently diagnosed epilepsy. They may enhance treatment selection in epilepsy and offer a foundation for clinical decision support systems. Further validation in larger cohorts is warranted.
PMID: 41133949
ISSN: 1528-1167
CID: 5957352
Telemedicine is effective and safe for clinical management of patients with headache disorders: An American Headache Society position statement
Arca, Karissa N; Bazarsky, Allyson B; Yuan, Derek Y; Villanueva, Raissa; Friedman, Deborah I; Charles, Andrew; ,
OBJECTIVES/BACKGROUND/OBJECTIVE:This study was undertaken to review the published literature and provide a position statement from the American Headache Society regarding the safety, efficacy, and impact on access to care of telemedicine for the clinical management of patients with headache disorders. Access to specialized care in headache medicine is severely limited in the United States and worldwide. Telemedicine has been used as an approach to care delivery in headache medicine for more than a decade, with accelerated adoption during the COVID-19 pandemic. There is now uncertainty regarding the extent to which telemedicine will be accepted by health systems and reimbursed by payers moving forward. The purpose of this position statement is to summarize evidence and clinical experience supporting the utility of telemedicine in headache medicine. METHODS:Evidence regarding the safety and efficacy of telemedicine, and patient and clinician satisfaction with the use of telemedicine for headache specialty care, was gathered from a variety of sources, including PubMed, Google Scholar, and ClinicalTrials.gov. The results and conclusions based upon these results were reviewed and discussed by the authors and the Board of Directors of the American Headache Society to confirm consistency with clinical experience and to achieve consensus. RESULTS:Several randomized clinical trials and observational studies have been performed to compare telemedicine with in-person visits in the management of patients with headache disorders. These studies showed consistently that telemedicine is noninferior to in-person care based upon multiple outcome measures, including disability measures, patient satisfaction, and clinician satisfaction. In addition, these studies found that telemedicine rarely leads to a missed diagnosis of secondary headache or mismanagement of primary headache. Telemedicine has substantial advantages for patients, including improved access to care and reduced costs associated with obtaining care. Studies evaluating health care utilization indicate no significant differences between patients evaluated and treated virtually versus in person. Obvious limitations of telemedicine include the inability to perform an in-person physical exam or to perform injections. For a substantial number of patients, however, these limitations are outweighed by its advantages. The experience with telemedicine reported in the literature is consistent with the experience of the Board of Directors of the American Headache Society, who endorse its use for patients when feasible and appropriate. CONCLUSION/CONCLUSIONS:Telemedicine has significantly advanced the care of patients with headache disorders. Its further development and deployment should be supported and reimbursed.
PMID: 41098085
ISSN: 1526-4610
CID: 5955022
Voting Characteristics of US Healthcare Workers with Disabilities: A National Survey Analysis [Letter]
Kakara, Mihir; Morris, Megan A
PMID: 40954355
ISSN: 1525-1497
CID: 5935042
Safety and efficacy of preoperative embolization in the treatment of brain arteriovenous malformations with perinidal aneurysms and single draining vein: a multicenter study with propensity score-weighting
Musmar, Basel; Adeeb, Nimer; Abdalrazeq, Hammam; Salim, Hamza Adel; Roy, Joanna; Tjoumakaris, Stavropoula I; Kandregula, Sandeep; Ogilvy, Christopher S; Kondziolka, Douglas; Sheehan, Jason P; Dmytriw, Adam A; Aslan, Assala; Patel, Pious; Lan, Matthews; Baldassari, Michael P; Koduri, Sravanthi; Atallah, Elias; Zeineddine, Hussein; Pontarelli, Mary-Katharine; Abou-Al-Shaar, Hussam; El Naamani, Kareem; Abdelsalam, Ahmed; Ironside, Natasha; Kumbhare, Deepak; Gummadi, Sanjeev; Baskaya, Mustafa; Ataoglu, Cagdas; Mccarthy, Finn; Sanchez-Forteza, Anthony; Essibayi, Muhammed Amir; Keles, Abdullah; Muram, Sandeep; Sconzo, Daniel; Riina, Howard; Rezai, Arwin; Alwakaa, Omar; Tos, Salem M; Mantziaris, Georgios; Park, Min S; Hanalioglu, Sahin; Erginoglu, Ufuk; Pöppe, Johannes; Sen, Rajeev D; Griessenauer, Christoph J; Ocampo-Navia, Maria Isabel; Devia, Diego A; Perez-Mendez, Wilfran; Puentes, Juan C; Abo Kasem, Rahim; Spiotta, Alejandro M; Puri, Ajit S; Singh, Jasmeet; Kuhn, Anna Luisa; Burkhardt, Jan Karl; Starke, Robert M; Sekhar, Laligam N; Levitt, Michael; Altschul, David; Haranhalli, Neil; McAvoy, Malia; Eltiti, Marah; Abushehab, Abdallah; Foreman, Paul; Shakir, Hakeem J; Zaidat, Osama O; AlMajali, Mohammad; Ruppert-Gomez, Marcella; See, Alfred Pokmeng; Abla, Adib A; Stapleton, Christopher J; Patel, Aashay; Nguyen, Andrew; Koch, Matthew J; Srinivasan, Visish M; Chen, Peng Roc; Blackburn, Spiros; Alshahrani, Rabab; Gooch, M Reid; Rosenwasser, Robert H; Bulsara, Ketan R; Kan, Peter; Kim, Louis J; Choudhri, Omar; Pukenas, Bryan; Simonato, Davide; Li, Yan-Lin; Alaraj, Ali; Fuschi, Maurizio; Patel, Aman B; Savardekar, Amey; Notarianni, Christina; Cuellar, Hugo H; Lawton, Michael T; Guthikonda, Bharat; Morcos, Jacques; Jabbour, Pascal
BACKGROUND AND OBJECTIVES/OBJECTIVE:Arteriovenous malformations (AVMs) with perinidal aneurysms and single draining vein are associated with an elevated risk of rupture and increased procedural complexity. The role of preoperative embolization in this high-risk anatomical subset remains unclear. This study aimed to evaluate the safety and efficacy of microsurgery with preoperative embolization, compared with microsurgery alone in patients with such AVMs. METHODS:We conducted a multicenter retrospective analysis of an AVM registry from the MISTA (Multicenter International Study for Treatment of Brain AVMs) consortium and included AVMs with perinidal aneurysms and a single draining vein. Baseline characteristics, angiographic outcomes, functional outcomes, and complication rates were compared. Propensity score weighting (PSW) using the covariate balancing method was applied to adjust for baseline differences. RESULTS:Out of a total of 1919 patients, 65 met the inclusion criteria; 45 patients underwent preoperative embolization followed by microsurgery, and 20 underwent microsurgery alone. After adjustment, complete obliteration rates were similar between groups (OR 0.87, 95% CI 0.04 to 16.33, P=0.92), as were rates of functional independence at discharge and follow-up. Overall complication, symptomatic complication, and mortality rates did not differ significantly between groups. However, permanent complications were significantly lower in patients with preoperative embolization (OR 0.06, 95% CI 0.004 to 0.84, P=0.03). DISCUSSION/CONCLUSIONS:In patients with AVMs featuring perinidal aneurysms and single draining vein, preoperative embolization followed by microsurgery was associated with fewer permanent complications and no increase in adverse outcomes compared with microsurgery alone. However, given the small number of events, this finding should be interpreted cautiously.
PMID: 40846482
ISSN: 1759-8486
CID: 5909432
Associations Between Hippocampal Transverse Relaxation Time and Amyloid PET in Cognitively Normal Aging Adults
Sui, Yu Veronica; Masurkar, Arjun V; Shepherd, Timothy M; Feng, Yang; Wisniewski, Thomas; Rusinek, Henry; Lazar, Mariana
BACKGROUND:Identifying early neuropathological changes in Alzheimer's disease (AD) is important for improving treatment efficacy. Among quantitative MRI measures, transverse relaxation time (T2) has been shown to reflect tissue microstructure relevant in aging and neurodegeneration; however, findings regarding T2 changes in both normal aging and AD have been inconsistent. The association between T2 and amyloid-beta (Aβ) accumulation, a hallmark of AD pathology, is also unclear, particularly in cognitively normal individuals who may be in preclinical stages of the disease. PURPOSE/OBJECTIVE:To investigate longitudinal hippocampal T2 changes in a cognitively normal cohort of older adults and their association with global Aβ accumulation. STUDY TYPE/METHODS:Retrospective, longitudinal. SUBJECTS/METHODS:56 cognitively normal adults between 55 and 90 years of age (17 males and 39 females). FIELD STRENGTH/SEQUENCE/UNASSIGNED:3 Tesla; multi-echo spin echo sequence for T2 mapping; 18F-florbetaben positron emission tomography for Aβ measurement. ASSESSMENT/RESULTS:Bilateral hippocampal T2 and volume were extracted to relate to Aβ PET measurements. To understand variations in AD risk, participants were separated into Aβ-high and Aβ-low subgroups using a predetermined threshold. STATISTICAL TESTS/METHODS:Linear mixed-effect models and general linear models were used. A p-value < 0.025 was considered significant to account for bilateral comparisons. RESULTS:Older age was associated with increased T2 in the bilateral hippocampus (left: β = 0.30, right: β = 0.25) and smaller hippocampal volume on the left (β = -0.12). In the Aβ-low subgroup, both longitudinal T2 increase rates (β = 0.65) in the left hippocampus and bilateral cross-sectional T2 (left: β = 0.64, right: β = 0.46) were positively correlated with Aβ PET, independent of hippocampal volume. DATA CONCLUSION/CONCLUSIONS:This study provided in vivo evidence linking hippocampal T2 to Aβ accumulation in cognitively normal aging individuals, suggesting that quantitative T2 may be sensitive to microstructural changes accompanying early Aβ pathology, such as neuroinflammation, demyelination, and reduced tissue integrity. EVIDENCE LEVEL/METHODS:3. TECHNICAL EFFICACY/UNASSIGNED:Stage 2.
PMID: 40844208
ISSN: 1522-2586
CID: 5909362
Associations between epilepsy-related polygenic risk and brain morphology in childhood
Ngo, Alexander; Liu, Lang; Larivière, Sara; Kebets, Valeria; Fett, Serena; Weber, Clara F; Royer, Jessica; Yu, Eric; Rodríguez-Cruces, Raúl; Zhang, Zhiqiang; Ooi, Leon Qi Rong; Yeo, B T Thomas; Frauscher, Birgit; Paquola, Casey; Caligiuri, Maria Eugenia; Gambardella, Antonio; Concha, Luis; Keller, Simon S; Cendes, Fernando; Yasuda, Clarissa L; Bonilha, Leonardo; Gleichgerrcht, Ezequiel; Focke, Niels K; Kotikalapudi, Raviteja; O'Brien, Terence J; Sinclair, Benjamin; Vivash, Lucy; Desmond, Patricia M; Lui, Elaine; Vaudano, Anna Elisabetta; Meletti, Stefano; Kälviäinen, Reetta; Soltanian-Zadeh, Hamid; Winston, Gavin P; Tiwari, Vijay K; Kreilkamp, Barbara A K; Lenge, Matteo; Guerrini, Renzo; Hamandi, Khalid; Rüber, Theodor; Bauer, Tobias; Devinsky, Orrin; Striano, Pasquale; Kaestner, Erik; Hatton, Sean N; Caciagli, Lorenzo; Kirschner, Matthias; Duncan, John S; Thompson, Paul M; ,; McDonald, Carrie R; Sisodiya, Sanjay M; Bernasconi, Neda; Bernasconi, Andrea; Gan-Or, Ziv; Bernhardt, Boris C
Extensive neuroimaging research in temporal lobe epilepsy with hippocampal sclerosis (TLE-HS) has identified brain atrophy as a disease phenotype. While it is also related to a complex genetic architecture, the transition from genetic risk factors to brain vulnerabilities remains unclear. Using a population-based approach, we examined the associations between epilepsy-related polygenic risk for HS (PRS-HS) and brain structure in healthy developing children, assessed their relation to brain network architecture, and evaluated its correspondence with case-control findings in TLE-HS diagnosed patients relative to healthy individuals We used genome-wide genotyping and structural T1-weighted magnetic resonance imaging (MRI) of 3,826 neurotypical children from the Adolescent Brain Cognitive Development (ABCD) study. Surface-based linear models related PRS-HS to cortical thickness measures, and subsequently contextualized findings with structural and functional network architecture based on epicentre mapping approaches. Imaging-genetic associations were then correlated to atrophy and disease epicentres in 785 patients with TLE-HS relative to 1,512 healthy controls aggregated across multiple sites. Higher PRS-HS was associated with decreases in cortical thickness across temporo-parietal as well as fronto-central regions of neurotypical children. These imaging-genetic effects were anchored to the connectivity profiles of distinct functional and structural epicentres. Compared with disease-related alterations from a separate epilepsy cohort, regional and network correlates of PRS-HS strongly mirrored cortical atrophy and disease epicentres observed in patients with TLE-HS, and highly replicable across different studies. Findings were consistent when using statistical models controlling for spatial autocorrelations and robust to variations in analytic methods. Capitalizing on recent imaging-genetic initiatives, our study provides novel insights into the genetic underpinnings of structural alterations in TLE-HS, revealing common morphological and network pathways between genetic vulnerability and disease mechanisms. These signatures offer a foundation for early risk stratification and personalized interventions targeting genetic profiles in epilepsy.
PMID: 40811581
ISSN: 1460-2156
CID: 5907612
Causes of Diplopia, Strabismus Patterns, and Ocular Motor Features in Patients With Spinocerebellar Ataxia Type 27B
Gold, Daniel R; Bery, Anand K; Moukheiber, Emile; Mu, Weiyi; Abreu, Nicolas J; Fein, Alexander S; Steigerwald, Connolly G; Rucker, Janet C
BACKGROUND:Spinocerebellar ataxia type 27 B (SCA27B) caused by GAA trinucleotide repeats in the fibroblast growth factor 14 gene is emerging as a common cause of late-onset ataxia. Oscillopsia due to downbeat nystagmus (DBN) and diplopia are common symptoms, yet the causes of diplopia and strabismus patterns are poorly defined. METHODS:Retrospective chart review of 18 patients diagnosed with SCA27B over the past year. RESULTS:Ten of 18 patients had episodic or persistent oscillopsia or diplopia at disease onset, neurologically isolated in 4. Seventeen had detectable DBN, although it was often delayed in onset and was clinically obvious in only 5. Diplopia was present in 14 patients: vertical due to skew deviation (static and or alternating on lateral gaze) (n = 8) and/or horizontal due to vergence dysfunction (n = 11). Symptomatic vergence dysfunction included convergence insufficiency (CI) (n = 4) and divergence insufficiency (n = 5). Thirteen of 16 patients experienced improvement in oscillopsia or imbalance on 4-aminopyridine (4-AP). CONCLUSIONS:Strabismus patterns causing diplopia in patients with SCA27B are, not unexpectedly, largely attributable to cerebellar dysfunction and are not unique to SCA27B. The exceptions to cerebellar localization were CI, sixth nerve palsy, and slow saccades. Careful assessment for DBN in patients presenting with episodic or persistent diplopia from skew deviation or vergence disorders is important, as this may be key to confirming a cerebellar localization, subtle on examination, and guide toward genetic testing and 4-AP treatment.
PMID: 40693779
ISSN: 1536-5166
CID: 5901412
Association between concussion-reporting intention and reporting behavior in a simulated game setting
Konstantinides, Niki; Baugh, Christine M; Bugwadia, Amy; Kroshus, Emily; Schowalter, Sean; Hainline, Brian; Pea, Roy D; Zafonte, Ross D; Sorcar, Piya; Daneshvar, Daniel H
BACKGROUND:Efforts to assess concussion-reporting efficacy face logistical challenges relying on behavioral intentions. Self-report surveys often lack correlation with actual behavior. Simulated in-game behavioral observation may offer a better evaluation method when data on actual behavior are not feasibly collected. OBJECTIVE:To examine the association between concussion-reporting intentions and concussion-reporting behavior in a novel simulated in-game experience. DESIGN/METHODS:This study was performed as a secondary analysis of a larger study that assessed the efficacy of concussion education in concussion-reporting intention among high school athletes. High school football players (n = 313) from seven Colorado high schools completed reporting intention questionnaires. Athletes were randomized to either receive standard concussion education from the Centers for Disease Control and Prevention (n = 167) or not (n = 146). Subsequently, all participants were given a baseline assessment in which they were asked to assess concussion-reporting intention. To test concussion-reporting behavior, all participants watched a novel first-person, 2-minute video in which a simulated concussion occurred. When the simulated concussion occurs, participants are then asked whether they would like to seek evaluation or continue playing. Logistic regression assessed the relationship between concussion-reporting intention and concussion-reporting behavior during the simulated game experience. RESULTS:Athletes who reported their concussion in the simulated game had higher baseline concussion-reporting intention (U = 8669.5, p < .001). Across both the educated and noneducated groups, each one-point increase in baseline reporting intention was associated with 1.99× (95% confidence interval [CI]: 1.11-3.60, p = .02) and 1.53× (95% CI: 1.07-2.30, p = .026) increased odds of reporting the simulated concussion, respectively. CONCLUSIONS:Concussion-reporting behavior in a novel, first-person simulated in-game experience is higher among individuals with higher baseline concussion-reporting intention. This approach may offer promise for evaluating concussion-reporting intention and concussion-reporting behavior via interactive video simulation.
PMID: 40641417
ISSN: 1934-1563
CID: 5891172
Use of carotid web angioarchitecture in stratification of stroke risk
Negash, Bruck; Wiggan, Daniel D; Grin, Eric A; Sangwon, Karl L; Chung, Charlotte; Gutstadt, Eleanor; Sharashidze, Vera; Raz, Eytan; Shapiro, Maksim; Ishida, Koto; Torres, Jose L; Zhang, Cen; Nakatsuka, Michelle A; Rostanski, Sara K; Rethana, Melissa J; Kvernland, Alexandra; Sanger, Matthew; Lillemoe, Kaitlyn; Allen, Alexander; Kelly, Sean; Baranoski, Jacob F; Rutledge, Caleb; Riina, Howard A; Nelson, Peter Kim; Nossek, Erez
OBJECTIVE:To validate the carotid web (CW) risk stratification assessment described in previous works within a larger cohort of patients with symptomatic and incidentally found asymptomatic CWs. METHODS:A retrospective analysis of our institution's electronic medical records identified all patients with a diagnosis of CW from 2017 to 2024. We included symptomatic patients and those with asymptomatic CWs, that is, incidentally found webs without history of stroke or transient ischemic attack. Patient charts were reviewed for demographics, imaging, comorbidities, and a diagnosis of stroke after diagnosis of asymptomatic CW. All angles were measured as described in previous work on a sagittal reconstruction of neck CT angiography in which the common carotid artery (CCA), external carotid artery, and internal carotid artery (ICA) were well visualized, together with the CW itself. Principal component analysis and logistic regression were performed to evaluate the association between high-risk angles and stroke risk. RESULTS: Twenty-six symptomatic and 26 asymptomatic patients were identified. Of note, the number of patients with hypertension, hyperlipidemia, and smoking history was 17 (65.0%), 16 (62.0%), and 8 (31.0%) for symptomatic patients and 18 (69.0%), 17 (65.0%), and 15 (58.0%) for asymptomatic patients. All angular measurements showed statistically significant associations with stroke status. The CCA-web-pouch angle showed the strongest association (p=2.07×10⁻⁴), followed by the CCA-pouch-tip angle (p=3.23×10⁻⁴), ICA-web-pouch angle (p=0.004), and ICA-pouch-tip angle (p=0.005). Each additional high-risk angle increased the odds of stroke by 9.47-fold (p<0.0001). The associated probability of stroke increased from 6.3% with no high-risk angles to 39.1% with one high-risk angle and further to 85.9% with two high-risk angles. The model demonstrated high sensitivity, correctly identifying 84.6% of positive cases, and high specificity, correctly identifying 88.5% of negative cases. The F1 score was 0.863, indicating good overall model performance. CONCLUSION: Given this successful stratification of CWs into high- and low-risk groups, the utilization of geometric CW parameters may play a role in improving patient selection for intervention in the setting of incidentally diagnosed CW. .
PMID: 40541402
ISSN: 1759-8486
CID: 5871372
Early experience with the Drivewire 24: a newly FDA-approved steerable microwire
Grin, Eric Alexander; Sharashidze, Vera; Chung, Charlotte; Baranoski, Jacob F; Rutledge, Caleb; Riina, Howard A; Shapiro, Maksim; Raz, Eytan; Nossek, Erez
BACKGROUND:The Drivewire 24 (DW24) is a newly FDA-cleared 0.024 inch steerable guidewire. Its proximally controlled deflectable tip allows for intravascular steering to facilitate selective navigation of diagnostic or therapeutic catheters. We present the first clinical experience with the DW24. METHODS:All neurointerventional procedures using the DW24 from October 2024 to April 2025 were retrospectively reviewed. Indications, procedural details, DW24 performance, wire-related complications, and operator feedback were assessed. RESULTS:27 procedures were performed utilizing the DW24. Indications included aneurysm (n=16), stroke (n=5), arteriovenous fistula or malformation (n=4), and diagnostic venography (n=2). Technical success was achieved in 92.6% of cases. Target vessels included the MCA, anterior cerebral artery, posterior cerebral artery, internal carotid artery segments, transverse sinus, and torcula. The device's radiopaque, hydrophilic distal tip aided fluoroscopic visibility, and the variable support enabled articulation across a range of aspiration and delivery catheters without requiring additional support devices. The DW24's steerability enabled access to challenging cerebrovascular anatomy, including one stroke case where conventional guidewires failed to reach a distal M2 occlusion. The DW24's intravascular steering also allowed for the delivery of catheters for Pipeline Embolization Device (PED) deployment and facilitated PED post-processing to improve wall apposition without requiring wire removal, reshaping, or balloon angioplasty. Operators observed a short learning curve. There were no device-related complications, though the wire's response to rotational force was a limitation. CONCLUSION/CONCLUSIONS:The DW24 demonstrated a high technical success rate with no device-related complications. Its versatility across catheter sizes and precise controllability facilitate navigating complex cerebrovasculature. Further studies should assess efficacy in larger cohorts across additional clinical scenarios.
PMID: 40541400
ISSN: 1759-8486
CID: 5871362