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A Multi-AI Agent Framework for Interactive Neurosurgical Education and Evaluation: From Vignettes to Virtual Conversations

Sangwon, Karl L; Zhang, Jeff; Steele, Robert; Stryker, Jaden; Choi, Joanne J; Lee, Jin Vivian; Alber, Daniel Alexander; Valliani, Aly; Kannapadi, Nivedha; Ryoo, James; Feng, Austin; Khan, Hammad A; Neifert, Sean; Orillac, Cordelia; Weiss, Hannah K; Kim, Nora C; Kurland, David; Riina, Howard A; Kondziolka, Douglas; Mankowski, Michal; Oermann, Eric Karl
BACKGROUND AND OBJECTIVES/OBJECTIVE:Traditional medical board examinations present clinical information in static vignettes with multiple-choices (MC), fundamentally different from how physicians gather and integrate data in practice. Recent advances in large language models (LLMs) offer promising approaches to creating more realistic clinical interactive conversations. However, these approaches are limited in neurosurgery, where patient communication capacity varies significantly and diagnosis heavily relies on objective data such as imaging and neurological examinations. We aimed to develop and evaluate a multi-artificial intelligence (AI) agent conversation framework for neurosurgical case assessment that enables realistic clinical interactions through simulated patients and structured access to objective clinical data. METHODS:We developed a framework to convert 608 Self-Assessment in Neurological Surgery first-order diagnosis questions into conversation sessions using 3 specialized AI agents: patient AI for subjective information, system AI for objective data, and clinical AI for diagnostic reasoning. We evaluated generative pretrained transformer 4o's (GPT-4o's) diagnostic accuracy across traditional vignettes, patient-only conversations, and patient + system AI interactions, with human benchmark testing from 10 neurosurgery residents. RESULTS:= .0030) using fewer interactions and reported high educational value of the interactive format. CONCLUSION/CONCLUSIONS:This multi-AI agent framework provides both a more challenging evaluation method for LLMs and an engaging educational tool for neurosurgical training. The significant performance drops in conversational formats suggest that traditional MC testing may overestimate LLMs' clinical reasoning capabilities, while the framework's interactive nature offers promising applications for enhancing medical education.
PMCID:13075903
PMID: 41982325
ISSN: 2834-4383
CID: 6027772

Salvage Microsurgery After Failed Bevacizumab Treatment for NF2-Related Schwannomatosis Vestibular Schwannoma: A Multicentric Retrospective Study

Hudelist, Benoit; King, Andrew Thomas; Marinelli, John P; Roland, J Thomas; Pathmanaban, Omar; Raza-Knight, Saba; Bartellas, Michael; Bernardeschi, Daniele; Link, Michael J; Golfinos, John G; Carlson, Matthew L; Evans, D Gareth; Kalamarides, Michel
BACKGROUND AND OBJECTIVES/OBJECTIVE:Surgery in NF2-related schwannomatosis (NF2-SWN) vestibular schwannoma (VS) carries a higher risk of facial nerve damage, hearing loss, and partial resection, than in sporadic cases. Radiosurgery is also associated with higher failure compared with sporadic schwannomas. Nowadays, bevacizumab (BEV) is frequently considered in the NF2-SWN population. However, some patients experience progression despite treatment. Among other surgical risks, in BEV-treated patients, hemorrhage and impaired healing are specific considerations. These concerns have led manufacturers to recommend stopping BEV 6 to 8 weeks preoperatively. The aim of our multicentric study was to assess the perioperative bleeding risk and postoperative outcomes in NF2-SWN patients undergoing VS surgery after preoperative BEV treatment. METHODS:Our retrospective analysis included medical and surgical records along with imaging reviews from 4 high-volume tertiary academic referral centers for NF2-SWN and VS. RESULTS:A total of 21 patients met the inclusion criteria. VS had a mean volume of 13.2 ±7.6 cm3 corresponding to 1 KOOS III and 20 KOOS IV. BEV was stopped at a mean of 5.8 ± 4.0 months before surgery with a total mean treatment duration of 33.7 ± 20.7 months and a monthly dose of 10.2 ± 4.1 mg/kg. Intraoperatively, the tumor was assessed to be bloody by the operating surgeons in 7 patients. Late BEV discontinuation and high cumulative dose independently predicted perioperative bleeding and longer surgery duration. No other complication such as wound dehiscence was reported. CONCLUSION/CONCLUSIONS:Our findings suggest that a higher cumulative BEV dose (∼600 mg/kg) and a longer interval between BEV discontinuation and surgery (∼8 months) are associated with a modest but statistically significant increase in intraoperative bleeding risk. Based on these observations, a BEV-free window between 6 weeks and 6 months (depending on the clinical scenario) before tumor resection seems optimal, particularly for patients with high cumulative exposure.
PMID: 40956079
ISSN: 1524-4040
CID: 5935092

The Fast and the Fragile: Neurosurgical Trauma in the Age of Micromobility

Weiss, Hannah; Ber, Roee; Blacker, Mason; Kim, Nora; Orillac, Cordelia; Balucani, Clotilde; Huang, Paul P
BACKGROUND AND OBJECTIVES/OBJECTIVE:The rapid rise of electric and mechanical bikes and scooters has transformed urban transportation, but their neurosurgical consequences remain underexplored. This study aimed to evaluate micromobility-related injuries over time, examining mechanisms of injury, patient risk factors, injury patterns, and associated clinical outcomes at a Level-1 trauma center over a 5-year period. METHODS:We performed a retrospective review of patients who sustained micromobility-related injuries and presented to the Bellevue Hospital Center between 2018 and 2023. The cohort included riders of electric or mechanical bikes and scooters, as well as pedestrians struck by these devices. Key clinical variables and outcomes were compared across device types, both before and after propensity score matching. Unlike national database studies, this hospital-based analysis provides detailed clinical and neurosurgical outcome data. RESULTS:A total of 914 patients presented with micromobility-related injuries, accounting for 6.9% of all trauma admissions. Annual case volume and electric device involvement increased over time. The most common mechanism was collision with a motor vehicle (49.9%). Most patients (68.7%) required admission; 30.2% required intensive care. The median length of hospital stay was 3 days [IQR 1-5]. Half underwent a surgical intervention or procedure, and the overall mortality was 1.2%. Helmet use was low (31.7%). Pedestrians experienced the most severe outcomes, particularly when struck by electric devices. Injuries clustered during evening hours, suggesting modifiable environmental and behavioral risk factors. CONCLUSION/CONCLUSIONS:Micromobility-related trauma imposes a substantial neurosurgical burden, with frequent traumatic brain injury, intensive care unit utilization, and operative intervention. Unlike previous database studies, this hospital-based analysis provides detailed neurosurgical outcome data and identifies prevention targets-including helmet use, intoxication, and urban infrastructure-to reduce morbidity and resource utilization.
PMCID:13052393
PMID: 41983689
ISSN: 1524-4040
CID: 6027822

Genetic and Phenotypic Features of the Five Known Polyaminopathies: A Critical Narrative Review

VanSickle, Elizabeth A; Sarasua, Sara M; Lowe, Tracy; Farrell, Christopher L; Boccuto, Luigi; Schwartz, Charles; Pegg, Anthony E; Peron, Angela; Faundes, Victor; Ganapathi, Mythily; Chung, Wendy K; Ziegler, Alban; Hofstede, Floris; Prouteau, Clément; Steindl, Katharina; Olson, Colleen; Devinsky, Orrin; Mastracci, Teresa L; Casero, Robert A; Stewart, Tracy Murray; Gilmour, Susan; Koerner, Teri; Kutler, Mary Jo; Rajasekaran, Surender; Michael, Julianne; Bachmann, André S; Bupp, Caleb P
Polyaminopathies are a recently described family of rare genetic neurodevelopmental disorders. Polyaminopathies disrupt the biosynthesis of the primary polyamines: putrescine, spermidine, and spermine. Snyder-Robinson syndrome results from hemizygous loss-of-function variants in the spermine synthase (SMS) gene, resulting in decreased or complete loss of spermine synthase enzyme activity. Bachmann-Bupp syndrome results from heterozygous gain-of-function variants in the ornithine decarboxylase 1 (ODC1) gene, resulting in increased ornithine decarboxylase enzyme activity. Faundes-Banka syndrome results from heterozygous loss-of-function variants in the eukaryotic translation initiation factor 5A (EIF5A) gene, impairing eIF5A protein function. DHPS (deoxyhypusine synthase) deficiency is an autosomal recessive disease and results from bi-allelic hypomorphic variants in the deoxyhypusine synthase (DHPS) gene, which results in reduced deoxyhypusine synthase enzyme activity. Finally, DOHH (deoxyhypusine hydroxylase) disorder is an autosomal recessive disorder caused by bi-allelic loss-of-function variants in the deoxyhypusine hydroxylase (DOHH) gene, which causes decreased deoxyhypusine hydroxylase enzyme activity. Snyder-Robinson syndrome was first described in 1969, while the other four syndromes have only been identified in the past 7 years. A comprehensive phenotypic and genotypic description of these five syndromes is needed. We review the clinical and genetic features of these five polyaminopathies to create an inclusive clinical resource. A systematic keyword search strategy was used to identify all published cases in PubMed, Web of Science, and Scopus databases. The five known syndromes associated with the polyamine pathway share many similar clinical phenotypes, and yet patients with each syndrome present with distinctive syndromic features. This review will serve as a valuable resource for clinicians diagnosing and caring for patients with these rare polyaminopathies.
PMID: 41410504
ISSN: 1552-4833
CID: 5979542

Author Correction: Temporal structure of natural language processing in the human brain corresponds to layered hierarchy of large language models

Goldstein, Ariel; Ham, Eric; Schain, Mariano; Nastase, Samuel A; Aubrey, Bobbi; Zada, Zaid; Grinstein-Dabush, Avigail; Gazula, Harshvardhan; Feder, Amir; Doyle, Werner; Devore, Sasha; Dugan, Patricia; Friedman, Daniel; Brenner, Michael; Hassidim, Avinatan; Matias, Yossi; Devinsky, Orrin; Siegelman, Noam; Flinker, Adeen; Levy, Omer; Reichart, Roi; Hasson, Uri
PMID: 41997920
ISSN: 2041-1723
CID: 6028372

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

Association of Interictal Respiratory Variability and Severity of Postictal Hypoxemia After Generalized Convulsive Seizures

Caplan, Jack; Vilella, Laura; Lee, Paula; Nair, Roshni; Dragon, Deidre; Wendt, Linder H; Ten Eyck, Patrick; Ogren, Jennifer A; Lecumberri, Nuria; Hampson, Johnson P; Rani, M R Sandhya; Diehl, Beate; Friedman, Daniel; Devinsky, Orrin; Bateman, Lisa M; Harper, Ronald M; Tao, Shiqiang; Zhang, Guo-Qiang; Nei, Maromi; Schuele, Stephan U; Lhatoo, Samden; Richerson, George B; Gehlbach, Brian; Sainju, Rup K; ,
BACKGROUND AND OBJECTIVES/OBJECTIVE:Severe hypoxemia after generalized convulsive seizures (GCSs) can trigger neural injury and is a potential biomarker for sudden unexpected death in epilepsy (SUDEP). Some degree of variability in interbreath interval is normal, but increased variability may suggest dysfunctional breathing control and may be associated with severe postictal hypoxemia. We evaluated the relationship between interictal breathing variability and severity and duration of hypoxemia after GCS. METHODS:nadir), and secondary outcome: occurrence of combined prolonged and pronounced hypoxemia. Univariable and multivariable models were created for primary outcomes, but only univariable analyses were performed for the secondary outcome. RESULTS:= 0.002) was the only variable significantly associated with hypoxemia severity after controlling for duration of postictal generalized EEG suppression, SD-2 of the awake interbreath interval, and body mass index. Univariable analyses for combined prolonged and pronounced hypoxemia showed SD-2 of the awake interbreath interval, temporal lobe epilepsy, ictal central apnea, and a shorter tonic phase duration were significantly associated. DISCUSSION/CONCLUSIONS:Measures of interictal respiratory variability are associated with severe and prolonged hypoxemia after GCS. Increased interictal respiratory variability suggests baseline respiratory dysregulation in some PWE and may be a surrogate for SUDEP risk.
PMID: 41805401
ISSN: 1526-632x
CID: 6015472

Evaluation of disparities in timely stereotactic radiosurgery for brain metastases in a safety net hospital system through a centralized workflow

Santhumayor, Brandon A; Domogauer, Jason D; Bernstein, Kenneth; Donahue, Bernadine; Meng, Ying; Kurland, David; Gurewitz, Jason; Cooper, Benjamin; Kondziolka, Douglas
PMID: 41974956
ISSN: 1573-7373
CID: 6027542

Creating sustainability in centers performing high-volume adult spinal deformity surgery: evaluation of the Maryland all-payer model

Kim, Andrew H; Raad, Micheal; Hostin, Richard A; Bess, Shay; Gum, Jeffrey L; Line, Breton G; Nayak, Pratibha; Lafage, Virginie; Lafage, Renaud; Hamilton, D Kojo; Passias, Peter G; Protopsaltis, Themistocles S; Lenke, Lawrence G; Smith, Justin S; Ames, Christopher P; Diebo, Bassel G; Klineberg, Eric O; Daniels, Alan H; Kim, Han Jo; Gupta, Munish C; Schwab, Frank J; Shaffrey, Christopher I; Burton, Douglas C; Kebaish, Khaled M
OBJECTIVE:The all-payer model is a healthcare payment system unique to the state of Maryland, while the Medicare Severity-Diagnosis-Related Group (MS-DRG) model is used by all other states. The purpose of this study was to investigate differences in reimbursement and inpatient length of stay (LOS) in adult spinal deformity (ASD) surgery between the all-payer and MS-DRG models. METHODS:MS-DRG reimbursements were calculated using the Centers for Medicare & Medicaid Services Web Pricer tool; reimbursements for the all-payer model were compiled from a single institution in the state of Maryland. Payments for the most frequently occurring ASD MS-DRGs (codes 453, 454, 455, 456, 457, 458, and 460) were analyzed for fiscal years 2018-2023. The mean inpatient LOS was calculated for each MS-DRG code and reimbursement model. RESULTS:When comparing 416 MS-DRG and 1783 all-payer model accounts, the overall mean reimbursements for ASD surgery were significantly lower under the MS-DRG model ($59,199 vs $77,246, p < 0.001). The mean reimbursement payments for MS-DRG codes 453, 454, 455, 456, 457, and 460 were significantly higher under the Maryland all-payer model (p < 0.001). The mean LOS was significantly shorter in the all-payer model for MS-DRG code 453 (p = 0.046) and longer for code 457 (p < 0.001). For all other codes, no significant differences in LOS were observed. CONCLUSIONS:ASD surgery reimbursements are higher overall under the Maryland all-payer model compared with the MS-DRG model. The mean inpatient LOS did not differ significantly across most MS-DRG codes, highlighting the financial viability of an all-payer model in a healthcare system.
PMID: 41962158
ISSN: 1547-5646
CID: 6025832

Safety and Efficacy of Focused Ultrasound Thalamotomy in Elderly Patients: A Single-Center Cohort Study

Boccia, Vincenzo Daniele; Bellini, Gabriele; Mogilner, Alon; Pourfar, Michael
BACKGROUND:Magnetic resonance-guided focused ultrasound (MRgFUS) thalamotomy is an established treatment for medication-refractory tremor with limited evidence in patients aged >80 years. OBJECTIVE:To retrospectively compare safety and efficacy of MRgFUS in under-80 versus over-80 patients without prior balance disturbances or unstable comorbidities. METHODS:One hundred thirty five consecutive patients with essential tremor or tremor-predominant Parkinson's disease underwent unilateral MRgFUS thalamotomy. Patients were stratified into under-80 (n: 97, median age 71 years) and over-80 (n: 38, median age 82 years). Tremor severity was scored with the Fahn-Tolosa-Marin Clinical Rating Scale. Outcomes included intraoperative tremor suppression and SE occurrence, resolution, and improvement. RESULTS:Older patients showed higher baseline tremor severity (U: 383.5; p: 0.02). Tremor reduction >50% occurred in 95.6% of cases, with complete resolution in 77.0%. Higher target temperature predicted better tremor control (OR [95% CI]: 4.03 [1.39-11.65]; p: 0.01), whereas greater baseline tremor (OR [95% CI]: 0.90 [0.83-0.99]; p: 0.02) and SDR <0.4 (OR [95% CI]: 0.14 [0.02-0.85]; p: 0.03) predicted poorer outcomes. Age ≥ 80 did not affect intraprocedural tremor control (OR [95% CI]: 0.83 [0.15-4.70]; p: 0.83) and longitudinal mixed-effects analysis confirmed sustained 1-year tremor control, unaffected by advanced age. SEs occurred in 71.1%, mostly balance disturbances. After a mean follow-up of 43.7 weeks, 60.4% improved and 46.9% fully resolved, with only 1.5% severe persistent SEs. Age ≥ 80 did not influence SE rates (OR [95% CI]: 0.60 [0.27-1.33]; p: 0.20), resolution (OR [95% CI]: 0.56 [0.25-1.26]; p: 0.16), or improvement (OR [95% CI]: 0.60 [0.28-1.30]; p: 0.19). CONCLUSIONS:MRgFUS thalamotomy yields comparable outcomes in carefully selected patients aged >80 years and in younger individuals.
PMID: 41952374
ISSN: 2330-1619
CID: 6025542