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203


Insights From the AO Spine Knowledge Forum Tumor Registries: Advancing the Understanding and Management of Primary Spine Tumors Through International Multicentric Collaboration. A Narrative Review

Cecchinato, Riccardo; Tobert, Daniel G; Barzilai, Ori; Bettegowda, Chetan; Boriani, Stefano; Chou, Dean; Clarke, Michelle J; Dea, Nicolas; Disch, Alexander C; Gasbarrini, Alessandro; Gokaslan, Ziya L; Lazary, Aron; Luzzati, Alessandro; Rampersaud, Y Raja; Reynolds, Jeremy; Rhines, Laurence D; Sahgal, Arjun; Sciubba, Daniel M; Shin, John H; Wei, Feng; Netzer, Cordula; Verlaan, Jorrit-Jan; Laufer, Ilya; Fisher, Charles G; On Behalf Of The Ao Spine Knowledge Forum Tumor,
Study DesignNarrative Review.ObjectivesTo summarize the scientific contributions generated from the AO Spine Knowledge Forum Tumor (AOSKFT) databases, focusing on primary spine tumors, and highlight key findings, research trends, and future directions.MethodsData from the Primary Tumor Retrospective (PT-Retro) and Primary Tumor Research Outcome Network (PTRON) registries were analyzed. The nineteen studies included were peer-reviewed manuscripts focused on primary spine tumors, excluding abstracts, book chapters, systematic reviews, and metastatic studies.ResultsThe PT-Retro registry compiled data from 1495 patients across 18 primary tumor histologies, offering insights into recurrence, survival, and treatment paradigms. Key findings emphasize the importance of Enneking-appropriate (EA) resection in improving survival and reducing recurrence in tumors such as chordoma, chondrosarcoma, and osteosarcoma. Genetic markers, including hTERT promoter mutations and rs2305089 SNP, were linked to prognosis in specific histologies. Benign tumors, such as giant cell tumors and aneurysmal bone cysts, demonstrated variable outcomes with different surgical approaches and selective arterial embolization.ConclusionsThe AOSKFT registries have significantly advanced knowledge in primary spine tumor management, emphasizing preoperative staging, surgical margins, and multidisciplinary approaches. International, multicentric registries are essential for studying rare diseases like primary spine tumors, enabling robust data collection, improved statistical power, and broader applicability of findings across diverse clinical settings. Ongoing prospective data collection through PTRON will further refine evidence-based care for these rare and challenging conditions.
PMCID:12788998
PMID: 41512234
ISSN: 2192-5682
CID: 5981432

Association Between Nutritional Status and Survival in Patients Requiring Treatment for Spinal Metastases

Versteeg, Anne L; Charest-Morin, Raphaële; De La Garza Ramos, Rafael; Laufer, Ilya; Teixeira, William G J; Barzilai, Ori; Gasbarrini, Alessandro; Fehlings, Michael G; Chou, Dean; Gokaslan, Ziya L; Netzer, Cordula; Luzatti, Alessandro; Verlaan, Jorrit-Jan; Goldschlager, Tony; Shin, John H; O'Toole, John E; Sciubba, Daniel M; Bettegowda, Chetan; Clarke, Michelle J; Weber, Michael H; Mesfin, Addisu; Kawahara, Norio; Patel, Shalin S; Goodwin, C Rory; Disch, Alexander C; Reynolds, Jeremy J; Lazary, Aron; Boriani, Stefano; Dea, Nicolas; Sahgal, Arjun; Rhines, Laurence D; Fisher, Charles G; ,
BACKGROUND AND OBJECTIVES/OBJECTIVE:The Patient-Generated Subjective Global Assessment (PG-SGA) is a standardized tool for assessing malnutrition in patients with cancer. The primary aim of this study was to assess the impact of preoperative nutritional status as measured by PG-SGA on survival in patients requiring surgical intervention and/or radiotherapy for spinal metastases. METHODS:Patients with spinal metastases who underwent surgery and/or radiation therapy for symptomatic spinal metastases were enrolled in the AO Spine Metastatic Tumor Research and Outcomes Network, a prospective international multicenter research registry, between September 2017 and August 2022. Using the PG-SGA, nutritional status was classified into 3 categories: A, well nourished; B, moderately malnourished; and C, severely malnourished. RESULTS:A total of 589 patients met the inclusion criteria; 362 were classified as well nourished (61%), 159 were moderately malnourished (27%), and 68 were severely malnourished (12%). The median survival was 491 days, 328 days, and 117 days for well-nourished, moderately malnourished, and severely malnourished patients, respectively. In the multivariate analyses, severe malnourishment (HR 2.5 95% CI 1.4-4.3, P < .01) and an ECOG performance status of 3 or 4 (HR 2.7 95% CI 1.2-6.0) remained associated with significantly worse survival. CONCLUSION/CONCLUSIONS:Malnutrition as measured by the PG-SGA demonstrated to be significantly and independently associated with postoperative survival. The PG-SGA is a simple and useful tool to identify spinal metastases patients at risk of early postoperative mortality, and inclusion in the preoperative evaluation of these patients should be considered.
PMID: 41196049
ISSN: 1524-4040
CID: 5960062

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

Intraoperative Evaluation of Dural Arteriovenous Fistula Obliteration Using FLOW 800 Hemodynamic Analysis

Sangwon, Karl L; Grin, Eric A; Negash, Bruck; Wiggan, Daniel D; Lapierre, Cathryn; Raz, Eytan; Shapiro, Maksim; Laufer, Ilya; Sharashidze, Vera; Rutledge, Caleb; Riina, Howard A; Oermann, Eric K; Nossek, Erez
BACKGROUND AND OBJECTIVES/OBJECTIVE:Dural arteriovenous fistula (dAVF) surgery is a microsurgical procedure that requires confirmation of obliteration using formal cerebral angiography, but the lack of intraoperative angiogram or need for postoperative angiogram in some settings necessitates a search for alternative, less invasive methods to verify surgical success. This study evaluates the use of indocyanine green videoangiography FLOW 800 hemodynamic intraoperatively during cranial and spinal dAVF obliteration to confirm obliteration and predict surgical success. METHODS:A retrospective analysis was conducted using indocyanine green videoangiography FLOW 800 to intraoperatively measure 4 hemodynamic parameters-Delay Time, Speed, Time to Peak, and Rise Time-across venous drainage regions of interest pre/post-dAVF obliteration. Univariate and multivariate statistical analyses to evaluate and visualize presurgical vs postsurgical state hemodynamic changes included nonparametric statistical tests, logistic regression, and Bayesian analysis. RESULTS:A total of 14 venous drainage regions of interest from 8 patients who had successful spinal or cranial dAVF obliteration confirmed with intraoperative digital subtraction angiography were extracted. Significant hemodynamic changes were observed after dAVF obliteration, with median Speed decreasing from 13.5 to 5.5 s-1 (P = .029) and Delay Time increasing from 2.07 to 7.86 s (P = .020). Bayesian logistic regression identified Delay Time as the strongest predictor of postsurgical state, with a 50% increase associated with 2.16 times higher odds of achieving obliteration (odds ratio = 4.59, 95% highest density interval: 1.07-19.95). Speed exhibited a trend toward a negative association with postsurgical state (odds ratio = 0.62, 95% highest density interval: 0.26-1.42). Receiver operating characteristic-area under the curve analysis using logistic regression demonstrated a score of 0.760, highlighting Delay Time and Speed as key features distinguishing preobliteration and postobliteration states. CONCLUSION/CONCLUSIONS:Our findings demonstrate that intraoperative FLOW 800 analysis reliably quantifies and visualizes immediate hemodynamic changes consistent with dAVF obliteration. Speed and Delay Time emerged as key indicators of surgical success, highlighting the potential of FLOW 800 as a noninvasive adjunct to traditional imaging techniques for confirming dAVF obliteration intraoperatively.
PMID: 40434390
ISSN: 2332-4260
CID: 5855352

Canadian Spine Society: 25th Annual Scientific Conference, February 25 to 28, 2025, Fairmont Le Manoir Richelieu, La Malbaie, Charlevoix, Que., Canada

Chan, Vivien; Gausper, Adeesya; Liu, Andy; Andras, Lindsay M; Illingworth, Kenneth D; Skaggs, David L; Imbeault, Rachelle; Dufresne, Justin; Parent, Stefan; Deschênes, Sylvain; Roy-Beaudry, Marjolaine; Legler, Jack; Benaroch, Lee; Pirshahid, Ali Ahmadi; Serhan, Olivia; Cheng, Draydon; Bartley, Debra; Carey, Timothy; Rasoulinejad, Parham; Singh, Supriya; Thornley, Patrick; Skaik, Khaled; Belanger, Genevieve; Phan, Philippe; Stratton, Alexandra; Matthew, Coyle; Kingwell, Stephen; Tsai, Eve; Wai, Eugene; Fonteyne, Hannah; Hryniuk, Sarah Southon; Parent, Eric; Huang, Eric; Stampe, Kyle; Beaulieu, Marie J; Chan, Monica; Thevasagayam, Gloria; Marino-Merlo, Gabriela; Malhotra, Armaan K; Lozano, Christopher S; Salaheen, Zaid; Malvea, Anahita; Shakil, Husain; Yefet, Leeor; Moghaddamjou, Ali; Molot-Toker, Sam; Witiw, Christopher D; Wilson, Jefferson R; Christian, Eisha; Quon, Jennifer L; Dirks, Peter B; Drake, James M; Rutka, James T; Kulkarni, Abhaya V; Zeller, Reinhard; Lebel, David E; Ibrahim, George M; Dionne, Antoine; Joncas, Julie; Barchi, Soraya; Parent, Stefan; Mac-Thiong, Jean-Marc; Yoon, Samuel; Aboelmagd, Karim; Sivakuganandan, Archana; Zulfiqar, Amna; Murphy, Anne; Moll, Stanley; Sorbara, Julia; Rocos, Brett; Lebel, David; Camp, Mark; Chan, Vivien; Shumilak, Geoffrey; Malhotra, Armaan K; Dansby, Jalen; Liu, Andy M; Chan-Tai-Kong, Andrew Michael; Lebel, David E; Illingworth, Kenneth D; Skaggs, David L; Lu, Daisy A; Wang, Zhi; Clar, Monique; Al-Shakfa, M Fidaa; Shen, Jesse; Rasoulinejad, Parham; Miyanji, Firoz; Kantar, Karim; Carey, Timothy; Bailey, Chris; Ghag, Ravi; Lanting, Brent; Singh, Supriya; Urquhart, Jennifer; Lung, Tiffany; Sardar, Zeeshan; Basu, Saumayajit; Gupta, Manish; Lewis, Stephen; Eissa, Abdullah T; Kato, So; Lenke, Lawrence; Jones, Kristen; Nielsen, Christopher; Basu, Saumyajit; Kelly, Michael; Smith, Justin; Strantzas, Samuel; Qiu, Yong; Pellise, Ferran; Alanay, Ahmet; Quraishi, Nasir; Gray, Randolph; Yoshida, Go; Aziz, Amer; Lewis, Stephen; Chaves, Jennyfer Paulla Galdino; Hsu, Brian; Sima, Stone; Singh, Bhisham; Kulkarni, Vinay; Diwan, Ashish; Ludwig, Taryn; Moghaddam, Farbod; Aminghafari, Mina; Choi, May; Nicholls, Fred; Seider, Eliana; Daunt, Lauren; Vashishth, Vanessa; Abbas, Aazad; Cadieux, Chloe; Lewis, Stephen; Ahmadi, Ali; Brzozowski, Pawel; Toobaie, Asra; Rasoulinejad, Parham; Fernandes, Renan Rodrigues; Young, James J; Urquhart, Jennifer; Bailey, Chris; McIntosh, Greg; Glennie, Andrew; Fisher, Charles; Perruccio, Anthony V; Rampersaud, Raja; Glennie, Andrew; Urquhart, Jennifer; Mishreky, Amir; Fisher, Charles; Rampersaud, Raja; Bailey, Chris; MacLean, Mark A; Julien, Lisa; Patriquin, Glenn; Leblanc, Jason; Greene, Ryan; Alant, Jacob; Barry, Sean; Glennie, R Andrew; Oxner, William; Christie, Sean D; Pedro, Karlo; Abbas, Aazad; Bailey, Christopher; Urquhart, Jennifer; MacIntosh, Greg; Glennie, Andrew; Fisher, Charles; Phan, Philippe; Rampersaud, Y Raja; Smith, Daniel P; Bigney, Erin E; Hebert, Jeffrey; Richardson, Eden A; Manson, Neil A; Abraham, Edward; Zein, Abdullah; Holt, Kyra; Isaac, Hannah; Kearney, Jill; Small, Chris; Evaniew, Nathan; Alduwaisan, Abdullah; Smith, Victoria; Whittaker, Tara; Eckenswiller, Denise; Soumbasis, Elias; Tanguay, Robert; Jacobs, W Bradley; Thomas, Kenneth C; Nicholls, Fred; Soroceanu, Alex; Swamy, Ganesh; Nahanni, Celina; Lung, Tiffany S; Young, James J; Cadieux, Chloe N; Du, Jin Tong; Rampersaud, Raja; Glennie, Andrew; Dunning, Cynthia; Jones, Emma; Oxner, William; Lobo, Kaike; Łajczak, Paweł; Santos, Claudia; Rajab, Numa; Oliveira, Rafael; Silva, Yasmin Picanco; Barbosa, Ramon Guerra; Silva, Yan G M D; Abbas, Aazad; Sahi, Gurjovan; Du, Jin Tong; Johnson, Michael; Buchel, Edward; Toor, Jay; Kulkarni, Ronit; Bertolino, Melanie; Walton, Chase; Rivas, Gabriella; Glaser, John; Reitman, Charles A; Lawrence, James; Ravinsky, Robert; Pedro, Karlo; Fehlings, Michael; Alvi, Mohammed; Essa, Ahmad; Shakil, Husain; Malhotra, Armaan K; Nathens, Avery B; Badhiwala, Jetan; Yuan, Eva Y; He, Yingshi; Mathieu, Francois; Sklar, Michael C; Wilson, Jefferson; Witiw, Christopher D; Yoon, Samuel; Reda, Luke A; Malhotra, Armaan; Shakil, Hussain; Fehlings, Michael G; Witiw, Christopher D; Wilson, Jefferson R; Badhiwala, Jetan H; Sadiqi, Said; Muijs, Sander P J; Dandurand, Charlotte; Dvorak, Marcel F; Oner, F Cumhur; ,; Dionne, Antoine; Richard-Denis, Andréane; Phan, Philippe; Mputu, Pascal Mputu; Mac-Thiong, Jean-Marc; Le, Vivian Huong Hoang Thien; Mputu, Pascal Mputu; Richard-Denis, Andreane; Bernard, Francis; Cavayas, Yiorgos Alexandros; Dionne, Antoine; Mac-Thiong, Jean-Marc; Attabib, Najmedden A; Hong, Heather A; Kurban, Dilnur; Yang, Tianyu; Fallah, Nader; Cheng, Christiana L; Humphreys, Suzanne; Noonan, Vanessa K; El-Mughayyar, Dana; Craig, Michael; O'Connell, Colleen; ,; Shakil, Husain; Hu, Zixuan; Smith, Christopher W; Malhotra, Armaan K; Essa, Ahmad; Ling, Hui M; Khan, Zakariya M; Sejdic, Ervin; Colak, Errol; Witiw, Christopher D; Duguay, Maude; Hernandez, Juan David Cifuentes; Mac-Thiong, Jean-Marc; Dionne, Antoine; Bensoussan, Natan; Richard-Denis, Andreane; Carrier, Louis; Blanchard, Jocelyn; LaRue, Bernard; Paquette, Ariane; Silva, Yan Gabriel Morais; Nielsen, Christopher J; Bhatt, Vaidehi; Lewis, Stephen J; Rampersaud, Y Raja; Rosenstein, Brent; Montpetit, Chanelle; Vaillancourt, Nicolas; Dover, Geoffrey; Weiss, Christina; Papula, Lee Ann; Melek, Antonys; Fortin, Maryse; Fazlollahi, Ali M; Barak, Uri; Kalhor, Samira; Nguyen, Joshua Hien; Santaguida, Carlo; Raj, Ruheksh; Lewkonia, Peter; Rogan, Kyle; Marchuk, Allison; Barrett, Erin; Masson, Anand; Pratt, Brandy; Michaud, Danielle; Skyrda, Kateryna; Simms, Sierra; Yang, Michael; Herrington, Brandon J; Urquhart, Jennifer C; Rasoulinejad, Parham; Siddiqi, Fawaz; Gurr, Kevin; Bailey, Christopher S; Chayer, Mathieu; Phan, Philippe; Arnoux, Pierre-Jean; Wang, Zhi; Rawlinson, Jeremy; Aruwajoye, Olumide; Aubin, Carl-Éric; Samhat, Hussein; Pedro, Karlo M; Pirshahid, Ali Ahmadi; Charest-Morin, Raphaële; Gore, Genevieve; Filion, Kristian B; Lasry, Oliver; Levett, Jordan J; Dea, Nicolas; Evanview, Nathan; McIntosh, Greg; Weber, Michael H; Rinott, Nadav; Laflamme, Mathieu; McIntosh, Greg; Evaniew, Nathan; Weber, Michael H; Dea, Nicolas; Liu, Andy; Tuchman, Alexander; Mikhail, Christopher; Chan, Vivien; McDonald, James; Zaldivar, Julien; Dea, Nicolas; Koegl, Nikolaus; McIntosh, Greg; Evaniew, Nathan; Lonjon, Guillaume; Vassal, Matthieu; Dhenin, Alexandre; Perez, Alexis; Dupuy, Martin; Challier, Vincent; Castelain, Jean-Etienne; Ghailane, Soufiane; Campana, Matthieu; Lebhar, Jonathan; Guerin, Gilles; Pellet, Nicolas; Sabah, Yann; Chevillotte, Thomas; Darnis, Alice; Cristini, Joseph; Ferracci, François-Xavier; Delambre, Jérôme; Queinnec, Steffen; Delmotte, Alexandre; Marinho, Paulo; Gauthe, Rémi; Hannequin, Pierre; Gilard, Vianney; Meyblum, Jean; Perrin, Alexis; Pietton, Raphaël; Lonjon, Nicolas; Gennari, Antoine; Malhotra, Armaan K; Shakil, Husain; Essa, Ahmad; Evaniew, Nathan; ,; Witiw, Christopher D; Wilson, Jefferson R; Dea, Nicolas; Al-Shawwa, Abdul; Craig, Michael; Ost, Kalum; Jacobs, W Bradley; Evaniew, Nathan; Lewkonia, Peter; Nicholls, Fred; Soroceanu, Alex; Swamy, Ganesh; Thomas, Kenneth C; Yang, Michael M H; Adad, Julien-Cohen; Cadotte, David W; Wangai, Isaac; Nataraj, Andrew; Hojanepesov, Osman; Cadotte, David; Skarsgard, Matthew; Evaniew, Nathan; Paquet, Jerome; Dhaliwal, Perry; Attabib, Najmedden; Urquhart, Jennifer; Dea, Nicolas; Bailey, Chris; Karthikeyan, Vishwathsen; Shakil, Husain; Malhotra, Armaan; Lozano, Christopher; Wilson, Jefferson; Fehlings, Michael; Badhiwala, Jetan; Koegl, Nikolaus; McIntosh, Greg; Dea, Nicolas; Evaniew, Nathan; Charest-Morin, Raphaële; Kurtz, Daniel; Phan, Philippe; Sun, Christopher; Cho, Newton; Al-Shawwa, Abdul; Jacobs, Bradley; Evaniew, Nathan; Bouchard, Jacques; Casha, Steven; duPlessis, Stephan; Lewkonia, Peter; Nicholls, Fred; Soroceanu, Alex; Swamy, Ganesh; Thomas, Kenneth; Yang, Michael; Cohen-Adad, Julien; Cadotte, David; Charest-Morin, Raphaële; Hansen, Landon; Yip, Stephen; Dea, Nicolas; Goodwin, Rory C; Fisher, Charles G; Bettegowda, Chetan; Versteeg, Anne L; Sahgal, Arjun; Laufer, Ilya; Rhines, Laurence; Sciubba, Daniel; Schuster, James; Weber, Michael; Lazary, Aron; Boriani, Stefano; Bettegowda, Chetan; Fehlings, Michael; Clarke, Michelle; Arnold, Paul; Gokaslan, Ziya; Fisher, Charles; Versteeg, Anne; Weber, Michael; De La Garza Ramos, Rafael; Shin, John; Pahuta, Mark; Luzatti, Alessandro; Disch, Alexander; Gasbarrini, Alessandro; Verlaan, Jorrit-Jan; Teixeira, William; Sahgal, Arjun; Laufer, Ilya; Lazary, Aron; Chou, Dean; Fisher, Charles; Gokaslan, Ziya; Fehlings, Michael; Rhines, Laurence; Mesfin, Addisu; Sciubba, Daniel; Bettegowda, Chetan; Goldschlager, Tony; Netzer, Cordula; Clarke, Michelle; O'Toole, John; Boriani, Stefano; Barzilai, Ori; Kawahara, Nori; Kumar, Naresh; Dea, Nicolas; Reynolds, Jeremy; Goodwin, Rory; Charest-Morin, Raphaële; ,; Shakil, Husain; Malhotra, Armaan K; Essa, Ahmad; Karthikeyan, Vishwathsen; Lozano, Christopher S; Badhiwala, Jetan H; Sahgal, Arjun; Dea, Nicolas; Fehlings, Michael G; Kiss, Alex; Witiw, Christopher D; Redelmeier, Donald A; Wilson, Jefferson R; Kwan, William Chu; Koegl, Nikolaus; Dea, Nicolas; Fisher, Charles; Charest-Morin, Raphaële; Rocha, Alexandra; Renaud, Matthew; Urquhart, Jennifer; Singh, Supriya; Caceres, Marco Perez; Ahmed, Omer; Freire, Véronique; Shen, Jesse; Al-Shakfa, Fidaa; Boulé, Danielle; Wang, Zhi; Lozano, Christopher S; Malhotra, Armaan K; Karthikeyan, Vishwathsen; Shakil, Husain; Balasubramaniam, Neevya; Wilson, Jefferson R; Witiw, Christopher; Jacobs, W Bradley; Wang, Zhi; Dhaliwal, Perry; Santaguida, Carlo; Bailey, Chris; Bangsboll, Emily; Roach, Koren; Duncan, Neil; Salo, Paul; Bouchard, Jacques; Ronsky, Janet; Swamy, Ganesh; Ngana, Germain Sophie; Nassrullah, Zain; Alhantoobi, Mohamed; Al-Assiri, Suhail S; Al-Zailaie, Abdulaziz; Ngetich, Geofrey; Kwok, Desmond; Pahuta, Markian; Martinyuk, Amanda; Guha, Daipayan; Evaniew, Nathan; Malholtra, Armaan K; Charest-Morin, Raphaële; Soroceanu, Alex; Jacobs, W Bradley; Cadotte, David W; Dea, Nicolas; Halabian, Negeen; Deng, Jiawen; Alvi, Mohammed Ali; Pedro, Karlo M; Fehlings, Michael G; Cho, Newton; Al-Shawwa, Abdul; Jacobs, Bradley; Evaniew, Nathan; Lewkonia, Peter; Nicholls, Fred; Soroceanu, Alex; Swamy, Ganesh; Thomas, Kenneth; Yang, Michael; Cadotte, David; Siddiqi, Omar; Urquhart, Jennifer; Fernandes, Renan Rodrigues; Wangai, Isaac; Walker, Taryn; Alanezi, Turki; Raj, Ruheksh; Bailey, Chris; Barbosa, Ramon Guerra; Pimenta, Newton; Silva, Yan; Tobin, Jacqueline; Martin, John; Kouame, Mark; Rivas, Gabriella; Reitman, Charles; Glaser, John; Lawrence, James; Ravinsky, Robert; Alfawaz, Thamer; Zhang, Tinghua; Dea, Nicolas; Evaniew, Nathan; Phan, Philippe; Outcomes, Canadian Spine; Network, Research; Karthikeyan, Vishwathsen; Shakil, Husain; Malhotra, Armaan; Lozano, Christopher; Wilson, Jefferson; Silva, Yan G M D; Barbosa, Ramon; de Souza Rodrigues Júnior, Erenaldo; Filho, Carlos Alberto Assunção; Gomes, Rodrigo; de Oliveira, Luis Fernando Weber; Fay, Mary; Christie, Sean; Barry, Sean; Lethbridge, Lynn; Oxner, William; Johnston, Emily; Glennie, Andrew; Belanger, Geneviève L; Wai, Eugene K; Skaik, Khaled; Smith-Forrester, Jenna; Rowicki, Michelle; Gillis, Justina; Jones, Karen; Freeman, Jason; Mitchell, Matt; MacLean, Emily; Hollahan, Renee; Hardy, Leslie; MacDonald, Christina; Decker, Alissa; Barry, Sean; Glennie, Andrew; Oxner, William; Weise, Lutz; Christie, Sean; Barter, Lauren; Glennie, Andrew; Christie, Sean; Zwicker, Cynthia Dunning; Oxner, Bill; Jaffe, Rachael; Malhotra, Armaan; Shakil, Husain; Witiw, Christopher; Bradley, Sarah; Martin, John; Rivas, Gabriella; Seeger, Sydney; Glaser, John; Reitman, Charles; Lawrence, James; Ravinsky, Robert; Daunt, Lauren I; Vashishth, Vanessa; Seider, Eliana; Abbas, Aazad; Daziano, Mauricio Campos; Rienmüller, Anna C; Ames, Christopher; Lewis, Stephen J; Kow, Chien Yew; Moghaddam, Farbod; Choi, May; Nicholls, Fred; Cadieux, Chloe; Rienmüller, Anna C; Kwan, Kenny Yat Hong; Qiu, Yong; Pellise, Ferran; Alanay, Ahmet; Smith, Justin; Quraishi, Nasir; Gray, Randolph; Basu, Saumyajii; Yoshida, Go; Lenke, Lawrence; Lewis, Stephen J; Nielsen, Christopher J; Alavi, Fatemeh; Dantas, Francois; Rampersaud, Y Raja; Lewis, Stephen J; Łajczak, Paweł; Silva, Yasmin Picanco; Ayesha, Ayesha; Von Quednow, Enzo; Jabbar, Rabbia; Zottele, Mariana Zamprogno; Nascimento, Gabriela Fonseca; Rocha, Fabio Victor Vieira; Sahin, Oguz Kagan; Sharma, Eshita; Barbosa, Ramon; Fagundes, Walter; Silva, Yan G M D; Kow, Chien Yew; Moghaddam, Farbod; Choi, May; Nicholls, Fred; Chaves, Jennyfer Paulla Galdino; Hsu, Brian; Sima, Stone; Singh, Bhisham; Diwan, Ashish; Smith, Victoria; Evaniew, Nathan; Soroceanu, Alex; Lewis, Steve; Nicholls, Fred; Swamy, Ganesh; Abdelnour, Mark; Cierson, Tanya; Mumtaz, Rohail; Zhang, TingHua; Alhowsawi, Mamdoh; Swamy, Ganesh; Thomas, Kenneth; Soroceanu, Alex; Wang, Zhi; Stratton, Alexandra; Kingwell, Stephen; Wai, Eugene; Tsai, Eve; Phan, Philippe Tran Nhut; Cadieux, Chloe; Kato, So; Klineberg, Eric; Yilgor, Caglar; Kelly, Michael; Lenke, Lawrence; Shaffrey, Christopher; Cheung, Kenneth; Berven, Sigurd; Matsuyama, Yukihiro; Pellise, Ferran; Dahl, Benny N; Spruit, Maarten; Alanay, Ahmet; Lewis, Stephen J; Eissa, Abdullah T; Kato, So; Lenke, Lawrence; Jones, Kristen; Nielsen, Christopher; Basu, Saumyajit; Kelly, Michael; Strantzas, Samuel; Qiu, Yong; Pellise, Ferran; Alanay, Ahmet; Quraishi, Nasir; Gray, Randolph; Yoshida, Go; Aziz, Amer; Lewis, Stephen; Chan, Vivien; Etigunta, Suhas; Malhotra, Armaan K; Shumilak, Geoffrey; Lebel, David E; Illingworth, Kenneth D; Skaggs, David L; Zohar, Ariel; Loomans, Janneke; Pellise, Ferran; Kato, So; Sardar, Zeeshan; Lenke, Lawrence G; Lewis, Stephen J; Switzer, Lily; Aboelmagd, Karim; Anthony, Alison; Nadler, Emma; Dermott, Jennifer A; Camp, Mark; Lebel, David E; Aboelmagd, Karim; Versteeg, Anne; Camp, Mark; Zeller, Reinhard; Lebel, David; Batista, Nuno M; Liu, Taylor; Romeo, Jessica; Tice, Andrew; Jarvis, James; Smit, Kevin; Imbeault, Rachelle; Shen, Jesse; Parent, Stefan; Alzakri, Abdulmajeed; Turcot, Olivier; Beauséjour, Marie; Roy-Beaudry, Marjolaine; Barchi, Soraya; Turgeon, Isabelle; Yoon, Samuel; Rutz, Erich; Percival, Mia; Johnson, Michael B; Lundine, Kris; Chan, Vivien; Shumilak, Geoffrey; Malhotra, Armaan K; Lebel, David E; Illingworth, Kenneth D; Skaggs, David L; Nielsen, Christopher J; Alavi, Fatemeh; Dantas, Francois; Rampersaud, Y Raja; Lewis, Stephen J; Chan, Vivien; Kong, Andrew Michael Chan Tai; Gausper, Adeesya; Etigunta, Suhas; Liu, Andy M; Illingworth, Kenneth D; Skaggs, David L; Łajczak, Paweł; Sharma, Eshita; Petry, Iago Nathan Simon; Jabbar, Rabbia; Silva, Yasmin Picanço; Rocha, Fabio Victor Vieira; Sahin, Oguz Kagan; da Silva Lobo, Kaike Eduardo; Ayesha, Ayesha; Ahmed, Aisha Rizwan; Fagundes, Walter; Silva, Yan G M D; Abbas, Aazad; Pedro, Karlo; Bailey, Christopher; Phan, Philippe; Uruqhurt, Jennifer; McIntosh, Greg; Rampersaud, Y Raja; Cadieux, Chloe; Lung, Tiffany; Du, Jin Tong; Nahanni, Celina; Nielsen, Christopher; Lewis, Stephen J; Rampersaud, Raja Y; Ross, Nicolas; Aleman, Carlos; Dhenin, Alexandre; Vassal, Matthieu; Lonjon, Guillaume; Salimi, Hamidullah; Terai, Hidetomi; Tamai, Koji; Uematsu, Masato; Katsuda, Hiroshi; Sharma, Eshita; Ayesha, Ayesha; Lobo, Kaike Eduardo Silva; Pomianoski, Beatriz Westphalen; Kotochinsky, Jose Martin; Silva, Yan G M D; Barbosa, Ramon Guerra; Pimenta, Newton; Silva, Yan; Kim, Jieun; Roberts, Richard; Kortbeek, Frank; MacLean, Mark A; Rampersaud, Y Raja; Bailey, Chris; Fisher, Charles; Glennie, R Andrew; Lonjon, Guillaume; Dhenin, Alexandre; Vassal, Matthieu; Van Brenk, Hannah; Bigney, Erin E; Manson, Neil A; Small, Chris; Abraham, Edward; Attabib, Najmedden; Kearney, Jill; Richardson, Eden A; deVries, Gwyneth; Dombrowski, Stephan; ,; Hebert, Jeffrey; Barbosa, Ramon Guerra; Pimenta, Newton; Silva, Yan; Fernandes, Renan Rodrigues; Jacobs, Bradley; Witiw, Christopher; Wang, Zhi; Dhaliwal, Perry; Santaguida, Carlo; Bailey, Christopher; Faridi, Sufyan; Bigney, Erin; Hebert, Jeffrey; Manson, Neil; Abraham, Edward; Small, Chris; Richardson, Eden; Kearney, Jill; Attabib, Najmedden; Rampersaud, Y Raja; Power, J Denise; Kapoor, Mohit; Perruccio, Anthony V; Sharma, Eshita; Lobo, Kaike Eduardo Silva; Ayesha, Ayesha; Łajczak, Paweł; Pomianoski, Beatriz Westphalen; Silva, Yan G M D; Wang, Zhi; Jacobs, Bradley; Witiw, Christopher; Dhaliwal, Perry; Santaguida, Carlo; Bailey, Chris; Wright, Alicia; Rosenstein, Brent; Montpetit, Chanelle; Vaillancourt, Nicolas; Fortin, Maryse; Rosenstein, Brent; Bergevin, Maxime; Bobeuf, Florian; Bherer, Louis; Pageaux, Benjamin; Roy, Mathieu; Fortin, Maryse; Wolfe, Daniel; Dover, Geoffrey; Boily, Mathieu; Fortin, Maryse; Nadler, Emma; Lebel, David E; Kim, Dorothy J; Dermott, Jennifer A; Wagman, Emma; Kim, Dorothy J; Nadler, Emma; Lebel, David E; Dermott, Jennifer A; Provost, Myriam; Cobetto, Nikita; Beausejour, Marie; Joncas, Julie; Rojas, Francisca; Tran, Shi-Jia; Sharma, Dhawal; Balondona, Aurelien; Labelle, Hubert; Aubin, Carl-Eric; Chan, Vivien; Michael, George; Illingworth, Kenneth D; Skaggs, David L; Thibault, Jérémie; Dionne, Antoine; Mac-Thiong, Jean-Marc; Olijnyk, Leonardo; Le, Vivian Huong Hoang Thien; Al-Shakfa, Fidaa; Florial, Edisond; Shedid, Daniel; Yuh, Sung-Joo; Boubez, Ghassan; Shen, Jesse; Wang, Zhi; Le, Vivian Huong Hoang Thien; Olijnyk, Leonardo; Al-Shakfa, Fidaa; Florial, Edisond; Shedid, Daniel; Yuh, Sunj-Joo; Boubez, Ghassan; Wang, Zhi; Truong, Van Tri; Dang, The Khanh; Osman, Galil; Al-Shakfa, Fidaa; Boulé, Danielle; Phan, Philippe; Shen, Jesse; Wang, Zhi; Versteeg, Anne; Abdoelmagd, Karim; Camp, Mark; Lebel, David; Hopyan, Sevan; Lewis, Stephen; Essa, Ahmad; Shakil, Husain; Malhotra, Armaan K; Nathens, Avery B; Yuan, Eva Y; He, Yingshi; Jack, Andrew S; Mathieu, Francois; Anekstien, Yoram; Azad, Tej D; Wilson, Jefferson R; Witiw, Christopher D; Bond, Michael; Beresford, Aidan; Noonan, Vanessa K; Rotem-Kohavi, Naama; Dvorak, Marcel F; Kwon, Brian K; Liu, Guiping; Sutherland, Jason M; Ryan, Gareth; Smith, Victoria; Nicholls, Fred; Lischynski, Jennifer R; Brar, Karnvir; Siddiqui, Aasiyah; Galdino, Jennyfer; Ajoku, Uchenna; Vega, Miguel; Alizadeh, Arsilan; Siddiqui, Faisal; Zeiler, Frederick; Dhaliwal, Perry; Whitten, Tara A; Rotem-Kohavi, Naama; Thorogood, Nancy; Humphreys, Suzanne P; Noonan, Vanessa K; Ho, Chester; Bakal, Jeffrey A; Pedro, Karlo; Fehlings, Michael; Alvi, Mohammed; Pedro, Karlo; Fehlings, Michael; Alvi, Mohammed; Essa, Ahmad; Malhotra, Armaan K; Shakil, Husain; Nathens, Avery B; Yuan, Eva Y; He, Yingshi; Jack, Andrew S; Mathieu, Francois; Wilson, Jefferson R; Witiw, Christopher D; Fehlings, Michael; Pedro, Karlo; Alvi, Mohammed; Dionne, Antoine; Richard-Denis, Andréane; Brouillard, Émile; Lassassy, Ismail; Bourassa-Moreau, Etienne; Khoueir, Paul; Wang, Zhi; Mac-Thiong, Jean-Marc; Bond, Michael; Beresford, Aidan; Noonan, Vanessa K; Rotem-Kohavi, Naama; Dvorak, Marcel F; Kwon, Brian K; Liu, Guiping; Sutherland, Jason M; Essa, Ahmad; Malhotra, Armaan K; Shakil, Husain; Nathens, Avery B; Yuan, Eva Y; He, Yingshi; Mathieu, Francois; Sklar, Michael C; Wilson, Jefferson R; Witiw, Christopher D; Badhiwala, Jetan; Sharma, Ojasvi; Levett, Jordan J; Weber, Michael H; Barbosa, Ramon Guerra; Lages, Gustavo; Alencar, Johmeson; Sadiqi, Said; Hakbijl-van der Wind, Aline J; Egberts, Sylvia; Stolwijk, Janneke; Osterthun, Rutger; van Diemen, Tijn; Oner, F Cumhur; Post, Marcel W M; ,; Hong, Heather A; Parsons, Jessica; Xu, Jijie; Walden, Kristen; Fallah, Nader; Cheng, Christiana L; Attabib, Najmedden; Christie, Sean D; Craven, Cathy B; Fehlings, Michael; Fourney, Daryl R; Kainth, Hardeep S; Kwon, Brian K; Linassi, Gary A; Moganathas, Saranjan; Paquet, Jerome; Mac-Thiong, Jean-Marc; Townson, Andrea F; Urquhart, Jennifer; Tsai, Eve; Whelan, Alex J; Noonan, Vanessa K; ,; Ye, Vincent C; Malhotra, Armaan K; Shakil, Husain; Essa, Ahmad; Witiw, Christopher D; Bond, Michael; Beresford, Aidan; Noonan, Vanessa K; Rotem-Kohavi, Naama; Dvorak, Marcel F; Kwon, Brian K; Liu, Guiping; Sutherland, Jason M; Karthikeyan, Vishwathsen; Lozano, Christopher; Malhotra, Armaan; Shakil, Husain; Wilson, Jefferson; Witiw, Christopher; Badhiwala, Jetan; Chenevert, Alexandre; Lanoue, Charlotte; Couture, Jérôme; Bédard, Sonia; Gammel, Juliette; Silvestre, Jason; Rivas, Gabrielle; Lawrence, James; Ravinsky, Robert; Dermott, Jennifer A; Jaakkimainen, Liisa; To, Teresa; Bouchard, Maryse; Howard, Andrew W; Lebel, David E; Ostertag, Curtis A; Whittaker, Tara; Nicholls, Fred H; Dukkipati, Siril Teja; Driscoll, Mark; Lu, Daisy A; Sahraoui, Oussama; Danino, Alain; Wang, Zhi; Sahi, Gurjovan; Du, Jin Tong; Abbas, Aazad; Hanna, Sager; Berrington, Neil; Almojuela, Alysa; Johnson, Michael; Lewis, Stephen; Goytan, Michael; Toor, Jay; Du, Jin Tong; Lung, Tiffany; Nahanni, Celina; Cadieux, Chloe; Dandal, Gavin; Anderson, Nicola; Lewis, Stephen; Nielsen, Christopher; Massicote, Eric; Rampersaud, Raja; Skaik, Khaled; Phan, Philippe; Belanger, Genevieve; Kingwell, Stephen; Stratton, Alexandra; Coyle, Matthew; Wai, Eugene; Olijnyk, Leonardo; Kaiser, Paul; Brunette-Clément, Tristan; Shedid, Daniel; Yuh, Sung-Joo; Barbosa, Ramon Guerra; Lages, Gustavo; Pimenta, Newton; Murray, Sean A; Driscoll, Mark; Lung, Tiffany; Cadieux, Chloe; Du, Jin Tong; Lazarus, Jed; Nahanni, Celina; Nielsen, Christopher; Rampersaud, Raja; Yoo, Arim; Gandhi, Pranjan; Rajapaksege, Nathasha; Hart, Shannon L; Shi, Victoria; Pahuta, Markian; Guha, Daipayan; Lu, Daisy A; Wang, Zhi; Al-Shakfa, M Fidaa; Shen, Jesse; Mulhall, Drew; Kow, Chien Yew; Masson, Anand Oliveira; Veilleux, Catherine; du Plessis, Stephan; Casha, Steve; Thomas, Ken; Yang, Michael; Valošek, Jan; Bouthillier, Maxime; Cohen-Adad, Julien; ,; Li, Ling Jing; Dukkipati, Siril Teja; Driscoll, Mark; Ludwig, Taryn; Mina, Mina; Gibbon, Stephanie; Bello, Oluwakanyinsola; Anderson, Sarah J; Willetts, Lian; Lewkonia, Peter; Deprato, Andy; Chalmers, Kieran; Tice, Andrew; Romeo, Jessica; Carsen, Sasha; Smit, Kevin; Hadi, Ayesha; Kim, Dorothy J; Doria, Andrea S; Khalvati, Farzad; Chen, Chaojun; Dermott, Jennifer A; Lebel, David E; Dufresne, Justin; Aubert, Benjamin; Imbeault, Rachelle; Roy-Beaudry, Marjolaine; Cresson, Thierry; Parent, Stefan; Liu, Taylor; Tice, Andrew; Romeo, Jessica; Smit, Kevin
PMID: 41386990
ISSN: 1488-2310
CID: 5978112

Surgical occlusion of C1 spinal dural arteriovenous fistula

Sangwon, Karl L; Grin, Eric A; Ryoo, James S; Raz, Eytan; Laufer, Ilya; Nossek, Erez
Spinal dural arteriovenous fistulas (dAVFs) at the craniocervical junction are rare vascular lesions that can cause progressive myelopathy and paralysis. This video presents a 40-year-old male with a left C1 spinal dAVF, who experienced unsteadiness, dizziness, leg weakness, and intermittent facial numbness. Given the lesion's symptomatology, the patient underwent a C1 laminectomy and midline suboccipital craniectomy for definitive obliteration. The authors describe key surgical techniques for fistula exposure and obliteration, with intraoperative angiographic confirmation. Long-term follow-up confirmed complete persistent occlusion on angiography and resolution of his symptoms. This case highlights surgical strategies for managing dAVFs at the craniocervical level. The video can be found here: https://stream.cadmore.media/r10.3171/2025.7.FOCVID2573.
PMCID:12530622
PMID: 41113740
ISSN: 2643-5217
CID: 5956612

Advances in Metastatic Disease Spinal Oncology: Novel Technology Without Forgetting the Fundamentals of Surgical Treatment

Jain, Harsh; Ahluwalia, Ranbir; Laufer, Ilya; Zuckerman, Scott L
Metastatic spine disease represents a growing therapeutic challenge that demands a balance between incorporating emerging technologies while respecting the fundamental principles during clinical decision-making. Advances in adjuvant therapies, including stereotactic body radiotherapy (SBRT) and chemotherapy, have significantly improved long-term patient survival. Surgical decision-making should be guided by well-established frameworks such as the NOMS (neurologic, oncologic, mechanical, systemic) criteria, the ESCC (epidural spinal cord compression) scale, and the SINS (spinal instability neoplastic score), ensuring a structured and evidence-based approach to treatment. The integration of minimally invasive techniques, including percutaneous instrumentation, ablation techniques, and biportal endoscopic approaches, has reduced surgical morbidity and facilitated faster recovery. Additionally, carbon fiber implants are revolutionizing spinal stabilization by allowing better postoperative visualization of any local recurrence and easier radiation planning. SBRT has emerged as a critical modality, offering precise, high-dose radiation with minimal toxicity to the spinal cord, improving local tumor control and patient outcomes. A multidisciplinary approach remains paramount, requiring collaboration between spine surgeons, radiation oncologists, and medical oncologists. In this narrative review, we aim to provide a comprehensive overview of the current state of metastatic spine tumor management, focusing on: (1) fundamentals of metastatic spine care, (2) minimally invasive surgical techniques, (3) the use of carbon fiber screws, (4) SBRT, and (5) ways to maximize patient safety.
PMCID:12518916
PMID: 41077991
ISSN: 2586-6583
CID: 5954382

An International Delphi Consensus on Defining the Optimal Surgical Composite Outcome in Metastatic Spine Disease (OSCO-M)

De la Garza Ramos, Rafael; Goodwin, C Rory; Weber, Michael H; Pahuta, Markian; Patel, Shalin S; MacLean, Mark; Sahgal, Arjun; Rhines, Laurence D; Sciubba, Daniel M; Netzer, Cordula; Dea, Nicolas; Verlaan, Jorrit-Jan; Gasbarrini, Alessandro; Reynolds, Jeremy; Barzilai, Ori; Bettegowda, Chetan; Boriani, Stefano; Fisher, Charles G; Gokaslan, Ziya L; Lazary, Aron; Laufer, Ilya; Shin, John H; Charest-Morin, Raphaële; ,
STUDY DESIGN/METHODS:Delphi Consensus. OBJECTIVE:To define an optimal surgical composite outcome measure in patients with metastatic spine disease (OSCO-M) through international consensus among key opinion leaders. METHODS:Members of the AO Spine Knowledge Forum Tumor, an international group of dedicated spine oncology surgeons and oncologists, participated in a modified Delphi process between March 2023 and November 2024. The study was conducted in two parts. The first part aimed on identifying which outcome variables were deemed important to be included in the composite outcome. The second part focused on the definition of a successful outcome with regards to the agreed variables from Part 1. Each part consisted of a questionnaire and a consensus meeting. Consensus was achieved when a threshold of 70% agreement was reached. RESULTS:A total of 42 dedicated spine oncology surgeons and oncologists from North America, Latin America, Europe, and Asia participated. Over 87% of respondents agreed that composite measures reflect the multidimensional aspect of the surgical process more than an individual outcome variable. Most respondents (93%) agreed/strongly agreed that composite measures should be used to assess the quality of surgical care in spine oncology. Through consensus, the following three outcome variables were selected to define the OSCO-M: the absence of SAVES-V2 (Spinal Adverse Events Severity System, Version 2) Grade 3 adverse events or higher within 30 days of surgery, maintaining or improving ECOG (Eastern Cooperative Oncology Group) performance status at 90 days, and being ambulatory (with or without aid) at 90 days. CONCLUSION/CONCLUSIONS:This is the first study defining a composite outcome measure in oncologic surgery for spinal metastases derived from an international group of key opinion leaders in spine oncology. The OSCO-M may be useful for future research in spine tumor patients and serve as a benchmark to optimize outcomes.
PMID: 40851377
ISSN: 1528-1159
CID: 5909872

Augmenting Large Language Models With Automated, Bibliometrics-Powered Literature Search for Knowledge Distillation: A Pilot Study for Common Spinal Pathologies

Kurland, David B; Alber, Daniel A; Palla, Adhith; de Souza, Daniel N; Lau, Darryl; Laufer, Ilya; Frempong-Boadu, Anthony K; Kondziolka, Douglas; Oermann, Eric K
BACKGROUND AND OBJECTIVES/OBJECTIVE:Scholarly output is accelerating in medical domains, making it challenging to keep up with the latest neurosurgical literature. The emergence of large language models (LLMs) has facilitated rapid, high-quality text summarization. However, LLMs cannot autonomously conduct literature reviews and are prone to hallucinating source material. We devised a novel strategy that combines Reference Publication Year Spectroscopy-a bibliometric technique for identifying foundational articles within a corpus-with LLMs to automatically summarize and cite salient details from articles. We demonstrate our approach for four common spinal conditions in a proof of concept. METHODS:Reference Publication Year Spectroscopy identified seminal articles from the corpora of literature for cervical myelopathy, lumbar radiculopathy, lumbar stenosis, and adjacent segment disease. The article text was split into 1024-token chunks. Queries from three knowledge domains (surgical management, pathophysiology, and natural history) were constructed. The most relevant article chunks for each query were retrieved from a vector database using chain-of-thought prompting. LLMs automatically summarized the literature into a comprehensive narrative with fully referenced facts and statistics. Information was verified through manual review, and spine surgery faculty were surveyed for qualitative feedback. RESULTS:Our tandem approach cost less than $1 for each condition and ran within 5 minutes. Generative Pre-trained Transformer-4 was the best-performing model, with a near-perfect 97.5% citation accuracy. Surveys of spine faculty helped refine the prompting scheme to improve the cohesion and accessibility summaries. The final artificial intelligence-generated text provided high-fidelity summaries of each pathology's most clinically relevant information. CONCLUSION/CONCLUSIONS:We demonstrate the rapid, automated summarization of seminal articles for four common spinal pathologies, with a generalizable workflow implemented using consumer-grade hardware. Our tandem strategy fuses bibliometrics and artificial intelligence to bridge the gap toward fully automated knowledge distillation, obviating the need for manual literature review and article selection.
PMID: 40662770
ISSN: 1524-4040
CID: 5897082

Impact of surgery and radiation on radicular pain and myotomic weakness in patients with metastatic spine disease

Bartolozzi, Arthur R; Barzilai, Ori; Laufer, Ilya; Sahgal, Arjun; Rhines, Laurence D; Sciubba, Daniel M; Lazary, Aron; Weber, Michael H; Schuster, James M; Boriani, Stefano; Bettegowda, Chetan; Arnold, Paul M; Clarke, Michelle J; Fehlings, Michael G; Gokaslan, Ziya L; Fisher, Charles G; Bilsky, Mark; Dea, Nicolas
OBJECTIVE:Surgery is typically indicated for mechanical pain in metastatic spine disease or severe neurological compromise, but how radicular pain responds to oncological treatment is not well described. The primary aim of this study was to describe how radicular pain responds to oncological treatment, while secondary aims included pain outcomes between patients with mechanical and tumoral pain and motor improvement in patients with weakness due to nerve root compression. METHODS:Patients treated with surgery and/or radiotherapy for spinal metastases were identified from an international multicenter prospective cohort. The primary outcome was the numeric rating scale (NRS) score for pain at 3 months posttreatment. Motor recovery from radicular compression in patients with myotomic weakness and low-grade epidural compression was also analyzed. RESULTS:Of 284 patients, 129 (45%) had radicular pain ± axial pain and 155 (55%) had axial pain alone. The two groups did not significantly differ in age, comorbidities, tumor characteristics, or treatment. Two hundred two patients (71%) underwent surgery ± radiotherapy, whereas 82 (29%) had radiotherapy alone. The NRS score of patients with radicular pain improved from 6.7 to 3.4 at 3 months, a statistically significantly higher magnitude than in patients with isolated axial pain (p = 0.021). The NRS score at 3 months was similar for both groups (p = 0.876). Patients with radicular pain experienced a larger improvement with surgery compared with radiotherapy alone (p = 0.007) but had higher pretreatment pain (mean NRS score 7.0 vs 5.6, p = 0.013). Twenty-three patients identified with radicular/myotomic weakness (mean American Spinal Injury Association score 96.3 ± 3.2) at baseline improved 2.1 ± 3.8 points at 3 months. CONCLUSIONS:The magnitude of pain improvement for patients with radicular pain following surgery and radiotherapy for metastatic spine disease is higher than for patients with axial pain alone. Surgery is associated with a larger improvement in radicular pain than radiotherapy alone. These results will allow clinicians to tailor treatment options for patients with metastatic spine disease.
PMID: 40311205
ISSN: 1092-0684
CID: 5892292