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Background: Use of neurosurgical data for research and machine learning model development is often constrained by privacy regulations, small sample sizes, and resource-intensive data preprocessing. We explored the feasibility of using the large language model (LLM) GPT-4o to generate synthetic neurosurgical data. Methods: A plain-language prompt instructed GPT-4o to generate synthetic data based on univariate and bivariate statistical properties of 12 perioperative parameters from a real-world open-access neurosurgical dataset (n = 139). The prompt was input over independent trials to generate 10 datasets matching the reference size (n = 139), followed by an additional dataset representing a ten-fold amplification (n = 1390). Fidelity was assessed using t-tests, two-sample proportion tests, Jensen-Shannon divergence, two-sample Kolmogorov-Smirnov, and Pearson’s product-moment correlation. Results: Generated data preserved distributional characteristics and relationships between desired parameters. In all generations, at least 11/12 (91.67%) parameters showed no statistically significant differences in means and proportions from real data, including the amplified dataset. Five of the synthetic datasets showed no significant differences in all 12 parameters. Conclusions: The findings demonstrate that a zero-shot prompting approach can generate synthetic neurosurgical data and amplify sample sizes with consistent high fidelity compared to real-world data. This underscores LLMs’ potential in addressing data availability challenges for neurosurgical research.
Background: Traumatic brain injury (TBI) patients exhibit variable post-injury recovery trajectories. Days at Home (DAH) is a patient-centered measure that captures healthcare transitions and offers a more nuanced understanding of recovery. Here, we use DAH to characterize longterm recovery trajectories for moderate to severe TBI (msTBI) survivors. Methods: This multicenter retrospective cohort study utilized population health data from Ontario to identify adults sustaining isolated msTBI hospitalized between 2009-2021. DAH were calculated in distinct 30-day intervals from index admission to 3 years post-injury; latent class mixed modeling identified unique recovery trajectories and trajectory attributes were quantified. Results: There were 2,510 patients eligible for latent class analysis. Four DAH trajectories were identified: early recovery (69.9%), intermediate recovery (11.4%), late recovery (2.9%), and poor recovery (15.8%). Patients in the poor recovery group were older, more frail, and had lower admission GCS scores, while those in early recovery exhibited lower acute care needs. Intermediate and late recovery groups exhibited protracted transitions home, with near-complete reintegration by 24 months. A prediction model distinguished unfavorable trajectories with good accuracy (C-index=0.824). Conclusions: Despite high initial institutional care requirements, 85% of patients reintegrated into the community within three years of msTBI. These findings shed light on post-injury care requirements for brain-injured patients.
Background: Our prior six-year review (n=2165) revealed 24% of patients undergoing posterior decompression surgeries (laminectomy or discectomy) sought emergency department (ED) care within three months post-surgery. We established an integrated Spine Assessment Clinic (SAC) to enhance patient outcomes and minimize unnecessary ED visits through pre-operative education, targeted QI interventions, and early post-operative follow-up. Methods: We reviewed 13 months of posterior decompression data (n=205) following SAC implementation. These patients received individualized, comprehensive pre-operative education and follow-up phone calls within 7 days post-surgery. ED visits within 90 days post-surgery were tracked using provincial databases and compared to our pre-SAC implementation data. Results: Out of 205 patients, 24 (11.6%) accounted for 34 ED visits within 90 days post-op, showing a significant reduction in ED visits from 24% to 11.6%, and decreased overall ED utilization from 42.1% to 16.6% (when accounting for multiple visits by the same patient). Early interventions including wound monitoring, outpatient bloodwork, and prescription adjustments for pain management, helped mitigate ED visits. Patient satisfaction surveys (n=62) indicated 92% were “highly satisfied” and 100% would recommend the SAC. Conclusions: The SAC reduced ED visits after posterior decompression surgery by over 50%, with pre-operative education, focused QI initiatives, and its individualized, proactive approach.
Background: Multiple sclerosis (MS) is a chronic inflammatory disease of the central nervous system characterized by acute attacks. High-dose steroids (HDS) are the primary treatment, with no significant differences between oral and intravenous (IV) routes. However, factors influencing route selection and attack characteristics leading to treatment remain unclear. This study assesses trends in oral vs. IV HDS use, factors affecting decisions, and clinical impact. Methods: We retrospectively analyzed data from the Multiple Sclerosis database (MuSicaL) using Natural Language Processing (NLP) from 2010–2022. We examined annual trends in HDS route, its relationship with attack type, and prescribing specialties. Statistical analyses were conducted using R-4.2.2. Results: Of 2,413 individuals meeting inclusion criteria, 1,086 had an attack, and 543 (50%) used HDS. Among 265 with a known route, oral HDS was most common, and HDS use declined after 2018. Attack type significantly influenced HDS route (p = 0.045), with IV use highest in multifocal subtype (50.9%) and lowest in myelitis (32.7%). Neurologists were the primary prescribers of IV HDS. Conclusions: Our results indicate a trend towards increased oral HDS use, with IV reserved for severe attacks like multifocal ones. Attack type influences treatment choices, and neurologists remain key prescribers of IV HDS, guiding future treatment strategies.
Background: The complement C5 inhibitor (C5IT), ravulizumab, is approved in Canada for the treatment of anti-acetylcholine receptor antibody-positive (AChR-Ab+) generalized myasthenia gravis (gMG). Updated effectiveness and safety results from the ongoing MG SPOTLIGHT Registry (NCT04202341) are reported. Methods: MGFA classification and MG-ADL total scores were assessed in patients who received ravulizumab only (ravu-only) or transitioned from eculizumab to ravulizumab (ecu-to-ravu), with data available prior to C5IT initiation (“pre-C5IT”) and ≥1 assessment post-initiation (“post-ravu”). Results: Of 52 patients with 2 post-ravu assessments, average treatment duration was 10.4 months at last assessment (LA). Mean±SD MG-ADL scores improved (pre-C5IT: 7.6±3.6; LA: 3.4±3.3), as did the proportions of patients with minimal symptom expression (MSE, MG-ADL≤1) (pre-C5IT: 1/52 [2%]; LA: 17/52 [33%]) and MGFA classification 0-II (pre-C5IT: 18/45 [40%]; LA: 40/45 [89%]). In the ravu-only subgroup, outcomes improved (pre-C5IT vs LA): MG-ADL, 6.3±3.0 vs 4.0±3.4; MGFA 0-II, 9/14 [64%] vs 12/14 [86%]. The ecu-to-ravu subgroup sustained continued gradual improvement from last eculizumab assessment to LA: MG-ADL, 4.4±4.2 vs 3.0±2.8; MGFA 0-II, 19/21 [90%] vs 20/21 [95%]. Ravulizumab was well tolerated; no meningococcal infections were reported. Conclusions: These results demonstrate the long-term effectiveness and safety of ravulizumab in routine clinical practice in patients with gMG.
Background: Neurointerventional radiology (NIR) is a growing field, offering minimally invasive treatments for cerebrovascular conditions like ischemic stroke. However, no comprehensive analysis of the current NIR landscape in Canada exists. This study aims to evaluate the NIR landscape through analysis of hospital-based services and training programs. Methods: Publicly available hospital data, fellowship programs, and national workforce statistics were analyzed to assess the expansion of NIR centers, practitioners, and services in Canada. The analysis focused on temporal trends in geographic distributions, specialists, and training programs. Results: From 2022 to 2024, the number of NIR centers increased by 20% (from 25 to 30), with new sites established in British Columbia, Quebec, and Newfoundland. Seven accredited RCPSC NIR training programs were identified, with 2 new programs expected to begin training fellows by 2030. Annual trainee enrollment also increased by about 10% per year, with over 50% being from radiology backgrounds. Endovascular thrombectomy, the most common NIR procedure, has seen an annual volume increase of approximately 13% since 2019. Conclusions: NIR is experiencing substantial growth in Canada across centers and training sites, aligning with public health goals. However, continued investment in infrastructure and workforce development is required to ensure equitable access to life-saving neurointerventional therapies nationally.
Percutaneous closure of patent ductus arteriosus has become increasingly common with advancements in interventional cardiology, especially in preterm infants. However, complications related to vascular access remain a significant concern, particularly in neonates with low birth weight. We reported a case of a 12-day-old preterm infant born at 33 weeks of gestation, who developed a right external iliac artery injury during catheter-based patent ductus arteriosus closure, necessitating emergent surgical intervention. Postoperatively, the patient recovered without signs of ischaemia or neurologic deficit. This case underscores the importance of careful vascular access planning and highlights the potential for serious complications even in technically successful patent ductus arteriosus closures in neonates.
Background: Endovascular coiling is a minimally invasive technique for managing carotid blowout in head and neck malignancies. Internal carotid artery (ICA) coil extrusion is a rare complication of this procedure, with an increased risk in post radiated neck. Methods: We present a case of advanced nasopharyngeal carcinoma with cervical nodal metastasis treated with chemoradiation and complicated with left ICA blowout which was successfully coiled and embolized endovascularly. Results: He was subsequently presented with left-sided nosebleed. Imaging demonstrated patent occluded left ICA, however with extrusion of coil material into the nasopharynx which was most likely attributed by the soft tissue necrosis in the left parapharyngeal space. He was managed conservatively as his symptoms was mild and self-limiting. Subsequent follow-up imaging confirmed stable coil extrusion. Conclusions: This case highlights the importance of identifying and assessing coil extrusion on imaging, which includes assessment of the location of extrusion, vessel occlusion patency, and potential causes of extrusion. Goals of management for symptomatic patients aims to remove extruded foreign bodies and stabilize the wound to prevent massive bleeding or further coil migration.
Macro- and microbotanical remains recovered from post-Teotihuacan occupations in quarry tunnels east of the Sun Pyramid, Teotihuacan, contribute to understanding lifeways in the surrounding valley after the partial abandonment of the city. Plant remains associated with domestic and ritual contexts from the excavations directed by Linda Manzanilla (1993–1996) are relevant to subsistence questions, aspects of surrounding vegetation, landscape exploitation, and the possibility of less-intensive agricultural production during the Epiclassic and Early Postclassic occupations.
Background: Dural tears (DT) are relatively common spine surgery complications, increasing risks of cerebrospinal fluid leaks, adverse events, and prolonged hospitalization. This study sought to identify DT predictors and compare postoperative outcomes including adverse events, revision, emergency room (ER) care, and length of stay between DT and non-DT cohorts. Methods: Retrospective analysis of elective spine surgery patients at a single tertiary centre. Variables included demographics, DT repair techniques, risk factors, post-operative adverse events, ER care within 30 days post-op, and revision. Binary logistic regression was used to analyze risk factors while hierarchical logistic and linear regressions analyzed postoperative events. Results: 6.6% of patients experienced DTs, with patches used in 40% of repairs. Age was a risk factor for DT (EXP(B)=1.039, CI [1.016, 1.063]), while minimally invasive surgery (MIS) (EXP(B)=0.521, CI [.297, .912]) reduced risk. DTs were associated with increased rates of cardiac arrest (EXP(B) = 3.966, CI [1.046, 15.033]), urinary retention (EXP(B)=2.408, CI [1.218, 4.759]), revision (EXP(B)=4.574, CI [1.941, 10.779]), ER visits (EXP(B)=1.975, CI [1.020, 3.826]), and length of stay (B=3.42, p<0.001). Conclusions: MIS seems to be associated with decreased DT risk. DTs are also associated with post-operative cardiac arrest, urinary retention, required revision surgery, and visits to the ER within 30 days post-op.
Poorly managed inpatient flow can lead to adverse health outcomes, including increased mortality and readmission rates. In neurosurgery, optimizing inpatient flow is crucial to improving patient experience and outcomes, but the factors influencing it are unclear. A preliminary analysis revealed suboptimal average length of stay (ALOS) and expected length of stay (ELOS) rates – key metrics used to assess inpatient flow – across Alberta, Canada. The purpose of this study was to evaluate the current state of inpatient flow in Alberta’s neurosurgical care and explore strategies for enhancement.
Methods:
This study used mixed methods: a rapid scoping review and a retrospective cohort study. The rapid scoping review synthesized peer-reviewed and gray literature (after a three-stage screening process) to identify factors impacting neurosurgery inpatient flow across jurisdictions. The cohort study analyzed Alberta’s adult neurosurgical patient data from 2009 to 2019 to explore how patient- and system-level factors relate to ALOS/ELOS rates.
Results:
Nine of the 391 screened articles were included in the review. Three main themes emerged influencing neurosurgery inpatient flow: interdisciplinary care pathways, introducing new roles and identification of risk factors. Building on these themes, patient- and system-level factors impacting ALOS/ELOS were explored. ALOS/ELOS rates varied among the five Alberta Health Services zones, with Rural Zone 1 having the highest and significantly different rate. Age, sex, zone and comorbidities significantly accounted for differences in ALOS/ELOS rates (p < 0.001).
Conclusions:
Neurosurgery patients in Alberta are experiencing longer hospital stays than expected. Several areas requiring further research have been identified, along with potential strategies to enhance patient care and outcomes.
Homophonous morphs have been reported to show differences in acoustic duration in languages such as English and German. How common these differences are across languages, and what factors influence the extent of temporal differences, is still an open question, however. This paper investigates the role of morphological disambiguation in predicting the acoustic duration of homophones using data from a diverse sample of 37 languages. Results indicate a low overall contribution of morphological affiliation compared to other well-studied effects on duration such as speech rate and Final Lengthening. It is proposed that two factors increase the importance of homophony avoidance for the acoustic shape of morphs: crowdedness (i.e. the number of competing homophones) and segmental make-up, in particular the presence of an alveolar fricative. These findings offer an empirically broad perspective on the interplay between morphology and phonetics and align with the view of language as an adaptive and efficient system.
Background: Autonomic nervous system (ANS) dysfunction in people with epilepsy (PwE) is a likely contributor to sudden unexpected death in epilepsy (SUDEP). However, the nature of autonomic dysfunction among PwE remains poorly understood. We aimed to delineate self-reported ANS functioning among people with drug-resistant epilepsy, a patient group at increased risk for SUDEP. Methods: People with focal drug-resistant epilepsy undergoing stereoelectroencephalography at the Epilepsy Monitoring Unit in London, Ontario completed the Composite Autonomic Symptom Score (COMPASS-31), a widely used questionnaire for ANS function. Results: The mean total COMPASS-31 score (N=34; 13 females) was 27.36 (SD=13.77). There was no significant correlation between total COMPASS-31 score and current age (mean=32.71 years, SD=10.58; r(32)= -0.04) or age of epilepsy onset (mean=17.31 years, SD=8.26; r(30)=0). Females scored higher than males (t(32)=3.41, p<.05), but scores did not differ between participants with an epileptogenic zone in the temporal lobe(s) (N=20) and participants with multi-focal, extra-temporal or unknown epileptogenic zones (t(32)=0.18). Participants prescribed 2-3 sodium channel blocking anti-seizure medications (cardiotoxic; N=17), scored worse than participants on 0-1 sodium channel blockers (N=17) (t(32)= -2.15, p<.05). Conclusions: Autonomic testing should be a standard component of clinical care for people with drug-resistant epilepsy, especially for females and for those on sodium channel blockers.
Background: Ventricular shunt infections lead to significant morbidity and mortality. This study aimed to identify risk factors for 30-day postoperative infection outcomes of ventricular shunts for pediatric hydrocephalus. Methods: A retrospective cohort study using the National Surgical Quality Improvement Program (NSQIP) Pediatric database for years 2016-2021 was conducted. Patients under 18 years undergoing ventricular shunt surgery were included. The primary outcome was 30-day postoperative shunt infection. A multivariable logistic regression analysis of fourteen prognostic variables was performed. Results: A total of 10,878 patients (mean age 3.1 years, 44.2% female) were included. The 30-day postoperative shunt infection rate was 3.7%. Infection risk increased with nutritional support, longer operating room duration, and congenital hydrocephalus. Risk decreased with increasing age, intraoperative intraventricular antibiotics, and first-time shunt placement. Variables not significantly affecting infection risk included sex, BMI, ostomy, tracheostomy, neuromuscular disease, structural pulmonary/airway abnormality, steroid use, antibiotic-impregnated shunts, and endoscopic catheter placement. Conclusions: Postoperative shunt infections in pediatric patients are influenced by both modifiable and non-modifiable factors. Identifying and addressing modifiable risks can significantly reduce infection rates, minimize the need for surgical revisions, and enhance therapeutic outcomes and overall quality of life.
Background: Primary melanocytic neoplasms of the central nervous system (PMN-CNS) are rare lesions of variable aggressiveness originating from leptomeningeal melanocytes. They present as either circumscribed or diffuse lesions within the CNS. Given the limited number of reported cases, survival and recurrence outcomes are poorly understood. Methods: A retrospective chart review of all local adult (≥18 years) cases of PMN-CNS in British Columbia, Canada (1993-present). Results: We identified 11 cases, median age at diagnosis was 60 years (IQR: 45-64), 72% female. Tumor location included cerebrum (54.5%), spine (36.4%) and multifocal (9.1%). Four cases (36%) had confirmed GNAQ/GNA11 mutations and six cases (54.5%) were negative for BRAF V600E mutations. Operative outcomes were: gross total resection (27.3%), subtotal resection (63.6%) and biopsy-only (9.1%). Surgery was followed by adjuvant fractionated radiotherapy in 10 (91%) cases. Seven cases (63.6%) received adjuvant chemotherapy and/or immunotherapy, specifically ipilimumab and nivolumab (n=6) and temozolomide (n=1). Radiographic recurrence was observed in 7 (63.6%) cases at a median 11 (IQR: 3.5-14) months postoperatively. Median survival was 24 months (IQR: 4-103). Conclusions: Findins from this case series will assist in prognostication for PMN-CNS. Further multicenter international case series are needed to better understand these very rare neoplasms.
This study aimed to quantitatively clarify the differences in disaster preparedness between persons with disabilities and persons without disabilities and examine differences in disaster preparedness by type of disability and sociodemographic characteristics in the Philippines.
Methods
Overall, 1025 persons with disabilities and 405 persons without disabilities participated in the study. A structured questionnaire was employed. Disaster preparedness and mental health status were assessed using the Disaster Preparedness for Resilience Checklist (DPRC) and Kessler 6-item Psychological Distress Scale (K6), respectively, in addition to sociodemographic characteristics.
Results
There were significant differences in the DPRC total score and all items (p < 0.01) between persons with and those without disabilities. Furthermore, there were significant differences in the DPRC total score and some items (p < 0.01) between persons with mental or psychosocial disabilities and persons with other disabilities. Persons with disabilities and persons with mental or psychosocial disabilities showed worse disaster preparedness. Furthermore, a multiple regression analysis showed that younger age, self-care disabilities, and communication disabilities were significantly associated with lower scores on the DPRC.
Conclusions
Policies and practices to improve disaster preparedness for marginalized populations are needed.
Background: Deep brain stimulation (DBS) in Parkinson’s disease (PD) requires extensive trial-and-error programming, often taking over a year to optimize. An objective, rapid biomarker of stimulation success is needed. Our team developed a functional magnetic resonance imaging (fMRI)-based algorithm to identify optimal DBS settings. This study prospectively compared fMRI-guided programming with standard-of-care (SoC) clinical programming in a double-blind, crossover, non-inferiority trial. Methods: Twenty-two PD-DBS patients were prospectively enrolled for fMRI using a 30-sec DBS-ON/OFF cycling paradigm. Optimal settings were identified using our published classification algorithm. Subjects then underwent >1 year of SoC programming. Clinical improvement was assessed under SoC and fMRI-determined stimulation conditions. Results: fMRI optimization significantly reduced the time required to determine optimal settings (1.6 vs. 5.6 months, p<0.001). Unified Parkinson’s Disease Rating Scale (UPDRSIII) improved comparably with both approaches (23.8 vs. 23.6, p=0.9). Non-inferiority was demonstrated within a predefined margin of 5 points (p=0.0018). SoC led to greater tremor improvement (p=0.019), while fMRI showed greater bradykinesia improvement (p=0.040). Conclusions: This is the first prospective evaluation of an algorithm able to suggest stimulation parameters solely from the fMRI response to stimulation. It suggests that fMRI-based programming may achieve equivalent outcomes in less time than SoC, reducing patient burden while potentially enhancing bradykinesia response.
Background: Meningiomas are the most common intracranial tumors. Radiotherapy (RT) serves as an adjunct following surgical resection; however, response varies. RTOG-0539 is a prospective, phase 2, trial that stratified patients risk groups based on clinical and pathological criteria, providing key benchmarks for RT outcomes. This is the first study that aims to characterize the molecular landscape of an RT clinical trial in meningiomas. Methods: Tissue from 100 patients was analyzed using DNA methylation, RNA sequencing, and whole-exome sequencing. Copy number variations and mutational profiles were assessed to determine associations with meningioma aggressiveness. Tumors were molecularly classified and pathway analyses were conducted to identify biological processes associated with RT response. Results: High-risk meningiomas exhibited cell cycle dysregulation and hypermetabolic pathway upregulation. 1p loss and 1q gain were more frequent in aggressive meningiomas, and NF2 and non-NF2 mutations co-occurred in some high-risk tumors. Molecular findings led to the reclassification of several cases, highlighting the limitations of histopathologic grading alone. Conclusions: This is the first study to comprehensively characterize the molecular landscape of any RT trial in meningioma, integrating multi-omic data to refine treatment stratification. Findings align with ongoing genomically driven meningioma clinical trials and underscore the need for prospective tissue banking to enhance biomarker-driven treatment strategies.