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Neuro Data Hub: A New Approach for Streamlining Medical Clinical Research
Han, Xu; Alyakin, Anton; Ciprut, Shannon; Lapierre, Cathryn; Stryker, Jaden; Golfinos, John; Kondziolka, Douglas; Oermann, Eric Karl
BACKGROUND AND OBJECTIVES/OBJECTIVE:Neurosurgical clinical research depends on medical data collection and evaluation that is often laborious, time consuming, and inefficient. The goal of this work was to implement and evaluate a novel departmental data infrastructure (Neuro Data Hub) designed to provide specialized data services for neurosurgical research. Data acquisition would become available purely by request. METHODS:through collaboration between Department Leadership and Medical Center Information Technology, integrating it with Institutional Review Board workflows and an existing Epic electronic health record Datalake infrastructure. The system implementation included monthly departmental meetings and an asynchronous Research Electronic Data Capture-based request system. Data requests submitted between August 2023 and November 2024 were analyzed and categorized as basic, complex, or Natural Language Processing (NLP)-augmented, with optional visualization and database creation services. Request volumes, types, and execution times were assessed. RESULTS:The Hub processed 39 research data requests (2.6/month), comprising 3 basic, 22 complex, and 14 NLP-augmented requests. Two complex requests included visualization services, and one NLP request included database creation. Average request execution time was 36.5 days, with NLP-augmented requests showing increasing adoption over time. CONCLUSION/CONCLUSIONS:The Neuro Data Hub represents a paradigm shift from centralized to department-level data services, providing specialized support for neurosurgical research and democratizing access to institutional data. While effective, implementation may be limited by institutional information technology infrastructure requirements. This model could serve as a template for any form of medical-clinical research program seeking to improve data accessibility and research capabilities.
PMCID:12560744
PMID: 41163737
ISSN: 2834-4383
CID: 5961452
Hypofractionation of Gamma Knife Radiosurgery for Intracranial Meningiomas: A Retrospective Multicenter Study and Systematic Review of Literature
Meng, Ying; Tsang, Derek S; Bernstein, Kenneth; Santhumayor, Brandon; Mashiach, Elad; Wang, Justin Z; Suppiah, Suganth; Sen, Chandra; Pacione, Donato; Donahue, Bernadine; Sulman, Erik; Silverman, Joshua; Golfinos, John; Zadeh, Gelareh; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:Hypofractionated Gamma Knife radiosurgery (hfGKRS) is increasingly considered for treating large or near-critical structure meningiomas because of potential safety advantages. However, data on optimal fractionation and long-term outcomes remain limited. This study evaluated the longer-term tumor control and toxicity after hfGKRS for intracranial meningiomas at 2 large centers, supplemented by a systematic review and meta-analysis of existing literature. METHODS:The analysis included 34 patients (site 1 = 25, site 2 = 9, median age 62.6 years) with 40 tumors (median volume 11.2 cm3). 62% was low-grade (World Health Organization grade 0-1) and 38% was high-grade (World Health Organization grade 2-3). The most common fractionation schemes were 20 Gy in 5 fractions for low-grade and 21 Gy in 3 fractions for high-grade tumors. The mean follow-up was 28.8 months. RESULTS:Only 6 of 34 patients did not have any previous treatment including surgery and/or radiotherapy. 82% of patient patients had neurological deficits before stereotactic radiosurgery. The estimated rate of 5-year tumor progression for low-grade and high-grade tumors was 7.7% (95% CI 0.41%-30%) and 36% (95% CI 12%-62%). Symptoms improved in 12 patients (35%) and worsened in 6 patients (16%), with 1 case attributed to tumor progression and no significant visual deterioration in 16 tumors within 3 mm of the optic apparatus. There was no statistically significant association between fractionation (3 vs 5) scheme and tumor control (P = .07) or survival (P = .12). Karnofsky Performance Status performance was a significant predictor of death (HR 0.89, P = .012) and tumor progression (HR 0.93, P = .048). The combined meta-analysis revealed a 5-year tumor control rate of 91.6% for low-grade and 37.9% for high-grade meningiomas. CONCLUSION/CONCLUSIONS:hfGKRS demonstrates durable control and acceptable safety for low-grade intracranial meningiomas. High-grade tumors showed less favorable outcomes comparable with single-session Gamma Knife radiosurgery historical data. Further prospective data are needed to confirm these findings and optimize fractionation strategies.
PMID: 41143532
ISSN: 1524-4040
CID: 5960972
Stereotactic radiosurgery versus observation for intracranial low-grade dural arteriovenous fistulas
Becerril-Gaitan, Andrea; Peesh, Pedram; Liu, Collin; Lee, Cheng-Chia; Yang, Huai-Che; Niranjan, Ajay; Lunsford, Lawrence Dade; Wei, Zhishuo; Hoang, Andrew; Sheehan, Jason; Dayawansa, Samantha; Peker, Selçuk; Samanci, Yavuz; Starke, Robert M; Abdelsalam, Ahmed; Kondziolka, Douglas; Bernstein, Kenneth; Ming, Ying; Ikeda, Go; Kano, Hideyuki; Tripathi, Manjul; Liscak, Roman; May, Jaromir; Wang, Qian; Li, Wen; Welch, Babu; O'Con, Jennifer; Amin-Hanjani, Sepideh; Nguyen, Quang; Lanzino, Guiseppe; Brinjikji, Waleed; Hayakawa, Minako; Samaniego, Edgar; Du, Rose; Lai, Rosalind; Derdeyn, Colin; Abla, Adib; Gross, Bradley; Albuquerque, Felipe; Lawton, Michael; Kim, Louis; Levitt, Michael; Alaraj, Ali; Winkler, Ethan; Chalouhi, Nohra; Hoh, Brian; Bulters, Diederik; Durnford, Andrew; Satomi, Junichiro; Tada, Yoshiteru; van Dijk, Mark; Potgieser, Adriaan R E; Laurent, Dimitri; Osbun, Josh; Bahmani, Brigette; Zipfel, Gregory; Chen, Ching-Jen
BACKGROUND:Given the low haemorrhagic risk of intracranial low-grade dural arteriovenous fistulas (dAVFs), the benefits of routine intervention remain controversial. This study compares patient outcomes treated with stereotactic radiosurgery (SRS) versus conservative management. METHOD/METHODS:Multicentre retrospective analysis of the Consortium for Dural Arteriovenous Fistula Outcomes Research and the International Radiosurgery Research Foundation data. Inclusion criteria were (1) intracranial low-grade dAVF diagnosed by catheter-based angiography, (2) no prior dAVF-related haemorrhage and (3) management with upfront SRS (intervention group) or conservative management (observation group). The primary outcome was symptomatic improvement. Secondary outcomes included dAVF obliteration, up-conversion, haemorrhage, improvement and favourable modified Rankin Scale (mRS) at follow-up. RESULTS:304 patients with a mean age of 56 years (SD 13.5) and a follow-up of 46.7 months (SD 45.5) were included. 135 (44.4%) were managed conservatively and 169 (55.6%) had upfront SRS. Compared with the observation group, symptomatic and mRS Score improvement (≥1-point decrease in baseline score) was more likely in the intervention group (95.1% vs 58.5%; OR=13.75 (5.61-33.69) and 37.0% vs 24.0%; OR=1.85 (1.09-3.15), respectively). These findings remained significant after multiple imputation and propensity score matching. Remaining outcomes were similar between groups. The all-cause mortality rate was 5.4% (n=16), unrelated to the dAVF or treatment. Five (3.0%) SRS-related complications were reported and resolved during the follow-up period. CONCLUSIONS:SRS was associated with increased symptomatic and mRS Score improvement for low-grade dAVFs compared with conservative management. SRS had a low complication risk and did not appear to alter dAVF obliteration or haemorrhage. Future prospective trials on SRS as a first-line intervention for symptomatic low-grade dAVFs should be considered.
PMID: 40480804
ISSN: 1468-330x
CID: 5862942
Upfront Stereotactic Radiosurgery for Nonfunctioning Pituitary Neuroendocrine Tumors: An International, Multicenter Study
Dumot, Chloe; Mantziaris, Georgios; Dayawansa, Sam; Peker, Selcuk; Samanci, Yavuz; Nabeel, Ahmed M; Reda, Wael A; Tawadros, Sameh R; AbdelKarim, Khaled; El-Shehaby, Amr M N; Emad, Reem M; Abdelsalam, Ahmed Ragab; Liscak, Roman; May, Jaromir; Mashiach, Elad; De Nigris Vasconcellos, Fernando; Bernstein, Kenneth; Kondziolka, Douglas; Speckter, Herwin; Mota, Ruben; Brito, Anderson; Bindal, Shray Kumar; Niranjan, Ajay; Lunsford, L Dade; Benjamin, Carolina Gesteira; Almeida, Timoteo; Mao, Jennifer; Mathieu, David; Tourigny, Jean-Nicolas; Tripathi, Manjul; Palmer, Joshua David; Matsui, Jennifer; Crooks, Joseph; Wegner, Rodney E; Shepard, Matthew J; Sheehan, Jason P
BACKGROUND AND OBJECTIVES/OBJECTIVE:Upfront stereotactic radiosurgery (SRS) could be an option for nonfunctioning pituitary adenomas (NFPA) unsuitable for surgery. Only small series evaluate the results of upfront SRS; the aim of the study was to report patient outcomes from a large, international patient cohort. METHODS:The study evaluated tumor control and complications after single-session SRS in a multicentric cohort of untreated NFPA. RESULTS:In total, 132 patients (median age 51.2 [IQR: 27.1] years at SRS, median volume 2.1 [IQR: 2.9] cm3) were included. The probability of tumor control was 100% (95% CI: 100-100), 98.1% (95% CI: 94.6-100), and 92.4 (95% CI: 81.6-100) at 3, 5, and 8 years after SRS. The cumulative probability of new pituitary deficit was 11.7% (95% CI: 3.8-18.9), 24.4% (95% CI: 12.1-35.1), and 29.5% (95% CI: 12.1-26.9) at 3, 5, and 8 years, respectively. No new visual field defect occurred. Before SRS, 50 patients (37.9%) presented with a visual field defect with a complete improvement in 17 (34.7%), partial improvement in 12 (24.5%), and stability in 19 (38.8%) at a last follow-up of 2.2 (3.9) years. One patient (2.0%) worsened after SRS. Before SRS, 10 patients (7.6%) presented with an oculomotor nerve palsy. One patient (0.8%) developed a new transient nerve palsy. At a last follow-up of 2.5 (4.4) years, 5 patients (45.4 35.7%) had a stability of their palsy, 1 had a partial improvement (9.1%), and 5 (45.4%) had a complete improvement. CONCLUSION/CONCLUSIONS:Upfront SRS represents an option for appropriately selected patients with NFPA, and it exhibits a favorable efficacy and safety profile, but a longer follow-up is required. Visual improvement is low, and careful selection of patient is required.
PMID: 41055356
ISSN: 1524-4040
CID: 5951702
Standalone Endovascular Embolization versus Stereotactic Radiosurgery in the Treatment of Arteriovenous Malformations in Eloquent Brain
Musmar, Basel; Abdalrazeq, Hammam; Adeeb, Nimer; Salim, Hamza Adel; Roy, Joanna M; Aslan, Assala; Tjoumakaris, Stavropoula I; Ogilvy, Christopher S; Baskaya, Mustafa K; Kondziolka, Douglas; Sheehan, Jason; Riina, Howard; Kandregula, Sandeep; Dmytriw, Adam A; Abushehab, Abdallah; El Naamani, Kareem; Abdelsalam, Ahmed; Ironside, Natasha; Kumbhare, Deepak; Gummadi, Sanjeev; Ataoglu, Cagdas; Essibayi, Muhammed Amir; Keles, Abdullah; Muram, Sandeep; Sconzo, Daniel; Rezai, Arwin; Alwakaa, Omar; Tos, Salem M; Mantziaris, Georgios; Park, Min S; Hanalioglu, Sahin; Erginoglu, Ufuk; Pöppe, Johannes; Sen, Rajeev D; Griessenauer, Christoph J; Burkhardt, Jan-Karl; Starke, Robert M; Sekhar, Laligam N; Levitt, Michael R; Altschul, David J; Haranhalli, Neil; McAvoy, Malia; Zeineddine, Hussein A; Abla, Adib A; Atallah, Elias; Gooch, M Reid; Rosenwasser, Robert H; Stapleton, Christopher; Koch, Matthew; Srinivasan, Visish M; Chen, Peng R; Blackburn, Spiros; Bulsara, Ketan; Kim, Louis J; Choudhri, Omar; Pukenas, Bryan; Smith, Edward; Mosimann, Pascal J; Alaraj, Ali; Aziz-Sultan, Mohammad A; Patel, Aman B; Savardekar, Amey; Notarianni, Christina; Cuellar, Hugo H; Lawton, Michael; Guthikonda, Bharat; Morcos, Jacques; Jabbour, Pascal
Background Arteriovenous malformations (AVMs) in eloquent brain regions pose significant challenges due to the increased risk of neurologic deficits associated with treatment. Although stereotactic radiosurgery (SRS) and endovascular embolization are used as standalone approaches, their comparative outcomes in eloquent brain AVMs remain unclear. Purpose To directly compare the outcomes of standalone endovascular embolization versus SRS for patients with AVMs in the eloquent brain. Materials and Methods This retrospective multicenter study analyzed patients with AVMs located in eloquent brain regions treated with standalone SRS or embolization from January 2010 to December 2023 as part of the Multicenter International Study for Treatment of Brain AVMs, or MISTA, consortium. Angiographic outcomes were assessed using digital subtraction arterial angiography, MR angiography, or CT angiography. Propensity score weighting (PSW) was used to account for baseline differences. Results A total of 119 patients were included (median age, 35 years [IQR, 21-54 years]; 64 female), with 96 patients treated with SRS and 23 with embolization. SRS achieved 71% (61 of 86 patients) complete obliteration at last follow-up compared with 56% (10 of 18 patients) in the embolization group (odds ratio [OR], 1.95; P = .20) before adjustment. After PSW, SRS achieved higher odds of complete obliteration at last follow-up (OR, 15.58; P = .001) compared with embolization. Before PSW, the SRS group had higher rates of modified Rankin Scale (mRS) scores 0-2 at last follow-up (95% [86 of 91 patients] vs 71% [15 of 21 patients]; OR, 6.8; P = .004) and a lower rate of hemorrhagic complications (5.2% [five of 96 patients] vs 26% [six of 23 patients]; OR, 0.15; P = .005) compared with embolization. Mortality rates were 2.1% (two of 96) in the SRS group and 4.3% (one of 23) in the embolization group (OR, 0.46; P = .54). After PSW, there was no evidence of a difference between SRS and embolization in mRS scores 0-2 (OR, 2.04; P = .45) or hemorrhagic complications (OR, 0.60; P = .63). Conclusion SRS was associated with a higher obliteration rate compared with embolization in patients with eloquent brain AVMs, whereas there was no evidence of a difference in functional outcomes or complications after adjustment. © RSNA, 2025 See also the editorial by Russell in this issue.
PMID: 41117652
ISSN: 1527-1315
CID: 5956712
Stereotactic Radiosurgery Versus Observation in Small- and Medium-Sized Vestibular Schwannoma Patients With Normal Hearing: A Retrospective International Multicenter Study
Hajikarimloo, Bardia; Bin-Alamer, Othman; Tos, Salem M; Mantziaris, Georgios; Ishaque, Mariam; Abou-Al-Shaar, Hussam; Peker, Selcuk; Samanci, Yavuz; Pelcher, Isabelle; Begley, Sabrina; Goenka, Anuj; Schulder, Michael; Tourigny, Jean-Nicolas; Mathieu, David; Hamel, Andréanne; Briggs, Robert G; Yu, Cheng; Zada, Gabriel; Giannotta, Steven L; Speckter, Herwin; Palque, Sarai; Tripathi, Manjul; Kumar, Saurabh; Kaur, Rupinder; Kumar, Narendra; Rogowski, Brandon; Shepard, Matthew J; Johnson, Bryan A; Trifiletti, Daniel M; Warnick, Ronald E; Mashiach, Elad; De Nigris Vasconcellos, Fernando; Bernstein, Kenneth; Schnurman, Zane; Alzate, Juan; Kondziolka, Douglas; Sheehan, Jason P
BACKGROUND AND OBJECTIVES/OBJECTIVE:The therapeutic approach for small- and medium-sized vestibular schwannoma (VS) with normal hearing function remains controversial, with limited comparative data regarding hearing outcomes after stereotactic radiosurgery (SRS) or observation (OBS). We evaluated the serviceable hearing preservation, loss of American Academy of Otolaryngology-Head and Neck Surgery class A hearing, and tumor control (TC) across individuals with Koos grade I and II VSs and normal hearing at presentation who underwent SRS or OBS. METHODS:In this multicenter international study, we retrospectively analyzed the hearing, radiological, and neurological outcomes of patients who underwent SRS (SRS group) or OBS (OBS group). The cohorts were matched using propensity scores based on age, sex, tumor volume, pure-tone average, and speech discrimination score at a 1:1 ratio without replacement. RESULTS:After matching, each group comprised 57 patients. The median follow-up was 49 and 37 months for the SRS and the OBS groups, respectively (P = .3). The 5- and 9-year serviceable hearing preservation rates in the SRS group were 76.2% and 42.4% vs 56.1% and 16.8% in the OBS group (P = .17). Class A preservation occurred in 57.9% (33/57) of the SRS and 52.6% (30/57) of the OBS cohorts (P = .70). Regarding the TC rates, SRS was associated with significantly higher TC rates (P < .0001). CONCLUSION/CONCLUSIONS:We found that SRS is significantly superior regarding TC and provided noninferior hearing outcomes compared with OBS in VS patients with American Academy of Otolaryngology-Head and Neck Surgery class A hearing at presentation. Therefore, we suggest performing SRS in individuals with VS and normal hearing function.
PMID: 40956102
ISSN: 1524-4040
CID: 5935102
Impact of smoking on occlusion rates following stereotactic radiosurgery for Spetzler Martin grade I-III brain arteriovenous malformations - A propensity score matched analysis of the MISTA consortium
Sconzo, Daniel; Ramirez-Velandia, Felipe; Muram, Sandeep; Enriquez-Marulanda, Alejandro; Riordan, Coleman P; Adeeb, Nimer; Musmar, Basel; Salim, Hamza Adel; Kandregula, Sandeep; Dmywtriw, Adam A; Abdelsalam, Ahmed; Ataoglu, Cagdas; Erginoglu, Ufuk; Kondziolka, Douglas; Aslan, Assala; Naamani, Kareem El; Sheehan, Jason; Park, Min S; Zeineddine, Hussein A; Ironside, Natasha; Kumbhare, Deepak; Gummadi, Sanjeev; Essibayi, Muhammed Amir; Tos, Salem M; Keles, Abdullah; Rezai, Arwin; Pöppe, Johannes; Sen, Rajeev D; Baskaya, Mustafa K; Griessenauer, Christoph J; Jabbour, Pascal; Tjoumakaris, Stavropoula I; Atallah, Elias; Riina, Howard; Abushehab, Abdallah; Burkhardt, Jan-Karl; Starke, Robert M; Sekhar, Laligam N; Levitt, Michael R; Altschul, David J; Haranhalli, Neil; McAvoy, Malia; Abla, Adib; Stapleton, Christopher; Koch, Matthew; Srinivasan, Visish M; Chen, Peng R; Blackburn, Spiros; Kim, Louis J; Choudhri, Omar; Pukenas, Bryan; Mantziaris, Georgios; O'Leary, Sean; Kan, Peter; Li, Yan-Lin; Simonato, Davide; Bulsara, Ketan; Fuschi, Maurizio; Alaraj, Ali; Hanalioglu, Sahin; Patel, Aman; Savardekar, Amey; Cuellar, Hugo; Lawton, Michael; Morcos, Jacques; Guthikonda, Bharat; Taussky, Philipp; Ogilvy, Christopher S; ,
BACKGROUNDAND OBJECTIVE/UNASSIGNED:The authors compareocclusion rates in grade I-III AVMs in smokers and non-smokers, using propensity score matching (PSM). METHODS:The authors performed a subgroup analysis of the MISTA consortium, a multicenter registry that includes patients aged 1 to 89 years with AVMs treated between January 2010 and December 2023. Only grade I-III AVMs were included. PSM was used to control confounders. Primary endpoints included angiographic obliteration. RESULTS:A total of 353 patients with bAVMs, with a median age of 37, were included in this study: 236 were never smokers, and 117 were current or previous smokers. After 1:1 PSM of smokers and non-smokers, 33 matched pairs were obtained. The smokers were more likely to display complete obliteration at last imaging follow-up compared to non-smokers (57.6 % vs. 27.3 %;p < 0.01). The median time to last clinical(p = 0.45)and angiographic(p = 0.33)follow up was not statistically different between the two groups.There were no statistically significant differences between the two matched groups in the incidence of post-SRS edema (p = 0.23), post-treatment rupture (0 %), overall mortality (p = 0.31), and functional status at the last follow-up (p = 0.69). CONCLUSION/CONCLUSIONS:Individuals with a positive history of smoking are more likely to achieve complete obliteration of grades I-III bAVMs following SRS treatment. However, smokers do not differ from non-smokers in terms of the incidence of post-treatment rupture, overall mortality, or functional status at the last follow-up.
PMID: 40578008
ISSN: 1532-2653
CID: 5936192
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
The 35-Year Evolution of Stereotactic Radiosurgery for Meningiomas
Wei, Chris Z; Niranjan, Ajay; Deng, Hansen; Puccio, David; Shanahan, Regan; McKendrick, Lindsay; Flickinger, John C; Kondziolka, Douglas; Hadjipanayis, Constantinos G; Lunsford, L Dade; ,
BACKGROUND AND OBJECTIVES/OBJECTIVE:Since the introduction of the Leksell Gamma Knife to North America in 1987, stereotactic radiosurgery (SRS) has increasingly been used for patients with intracranial meningiomas. We evaluated the evolving application and outcomes of meningioma patients managed with both primary and adjuvant SRS during a 35-year interval. METHODS:The authors reviewed the outcomes of meningioma patients (1229 female, 69.8%; 2220 tumors) who underwent single-fraction SRS from August 1987 to March 2022 and who had a minimum of 6-month follow-up. The rates of treated tumor control and overall survival up to 20 years after SRS were measured. Risk factors analyzed included age, sex, tumor volume, margin dose, Ki-67, anatomical location, and pre-SRS surgical resection. RESULTS:Primary SRS showed superior tumor control compared with adjuvant SRS after previous resection. Overall, 191 of 2220 patients (8.6%) had local progression at last follow-up with the 5-year, 10-year, 15-year, and 20-year tumor control rates were 92.1%, 88.3%, 84.1%, and 81.1%, respectively. The median overall survival after SRS was 17.4 years, and 2.6% of patients died related to meningioma progression. Patients treated so that ≥60% of the tumor received at least 16 Gy demonstrated significantly superior tumor control. Fifty-eight patients (3.3%) experienced symptomatic adverse radiation effects after SRS. CONCLUSION/CONCLUSIONS:SRS provided excellent local tumor control rates that extended beyond 20 years. Primary SRS was an effective strategy for patients with unresected or known WHO grade I meningiomas. Adjuvant SRS was an important option to enhance tumor control and survival in patients with residual or progressive tumors after resection.
PMID: 40844288
ISSN: 1524-4040
CID: 5909372
Automating the Referral of Bone Metastases Patients With and Without the Use of Large Language Models
Sangwon, Karl L; Han, Xu; Becker, Anton; Zhang, Yuchong; Ni, Richard; Zhang, Jeff; Alber, Daniel Alexander; Alyakin, Anton; Nakatsuka, Michelle; Fabbri, Nicola; Aphinyanaphongs, Yindalon; Yang, Jonathan T; Chachoua, Abraham; Kondziolka, Douglas; Laufer, Ilya; Oermann, Eric Karl
BACKGROUND AND OBJECTIVES/OBJECTIVE:Bone metastases, affecting more than 4.8% of patients with cancer annually, and particularly spinal metastases require urgent intervention to prevent neurological complications. However, the current process of manually reviewing radiological reports leads to potential delays in specialist referrals. We hypothesized that natural language processing (NLP) review of routine radiology reports could automate the referral process for timely multidisciplinary care of spinal metastases. METHODS:We assessed 3 NLP models-a rule-based regular expression (RegEx) model, GPT-4, and a specialized Bidirectional Encoder Representations from Transformers (BERT) model (NYUTron)-for automated detection and referral of bone metastases. Study inclusion criteria targeted patients with active cancer diagnoses who underwent advanced imaging (computed tomography, MRI, or positron emission tomography) without previous specialist referral. We defined 2 separate tasks: task of identifying clinically significant bone metastatic terms (lexical detection), and identifying cases needing a specialist follow-up (clinical referral). Models were developed using 3754 hand-labeled advanced imaging studies in 2 phases: phase 1 focused on spine metastases, and phase 2 generalized to bone metastases. Standard McRae's line performance metrics were evaluated and compared across all stages and tasks. RESULTS:In the lexical detection, a simple RegEx achieved the highest performance (sensitivity 98.4%, specificity 97.6%, F1 = 0.965), followed by NYUTron (sensitivity 96.8%, specificity 89.9%, and F1 = 0.787). For the clinical referral task, RegEx also demonstrated superior performance (sensitivity 92.3%, specificity 87.5%, and F1 = 0.936), followed by a fine-tuned NYUTron model (sensitivity 90.0%, specificity 66.7%, and F1 = 0.750). CONCLUSION/CONCLUSIONS:An NLP-based automated referral system can accurately identify patients with bone metastases requiring specialist evaluation. A simple RegEx model excels in syntax-based identification and expert-informed rule generation for efficient referral patient recommendation in comparison with advanced NLP models. This system could significantly reduce missed follow-ups and enhance timely intervention for patients with bone metastases.
PMID: 40823772
ISSN: 1524-4040
CID: 5908782