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A General Framework for Characterizing Inaccuracy in Stereotactic Systems
Jensen, Michael A; Neimat, Joseph S; Kerezoudis, Panagiotis; Ali, Rushna; Richardson, R Mark; Halpern, Casey H; Ojemann, Steven; Ponce, Francisco A; Lee, Kendall H; Haugen, Laura M; Klassen, Bryan T; Kondziolka, Douglas; Miller, Kai J
BACKGROUND AND OBJECTIVES/OBJECTIVE:Identifying and characterizing sources of targeting error in stereotactic procedures is essential to maximizing accuracy, potentially improving surgical outcomes. We aim to describe a generic framework which characterizes sources of stereotactic inaccuracy. METHODS:We assembled a list of stereotactic systems: ROSA, Neuromate, Mazor Renaissance, ExcelsiusGPS, Cirq, STarFix (FHC), Nexframe, ClearPoint, CRW, and Leksell. We searched the literature for qualitative and quantitative work identifying and quantifying potential sources of inaccuracy and describing each system's implementation using Standards for Reporting Qualitative Research guidelines. Our literature search spanned 1969 to 2024, and various studies were included, with formats ranging from phantom studies to systematic reviews. Keyword searches were conducted, and the details about each system were used to create a framework for identifying and describing the unique targeting error profile of each system. RESULTS:We describe and illustrate the details of various sources of stereotactic inaccuracies and generate a framework to unify these sources into a single framework. This framework entails 5 domains: imaging, registration, mechanical accuracy, target planning and adjustment, and trajectory planning and adjustment. This framework was applied to 10 stereotactic systems. CONCLUSION/CONCLUSIONS:This framework provides a rubric to analyze the sources of error for any stereotactic system. Illustrations allow the reader to understand sources of error conceptually so that they may apply them to their practice.
PMID: 39627169
ISSN: 2332-4260
CID: 5780152
Outcomes of Radiosurgery for WHO Grade 2 Meningiomas: The Role of Ki-67 Index in Guiding the Tumor Margin Dose
Meng, Ying; Bernstein, Kenneth; Mashiach, Elad; Santhumayor, Brandon; Kannapadi, Nivedha; Gurewitz, Jason; Snuderl, Matija; Pacione, Donato; Sen, Chandra; Donahue, Bernadine; Silverman, Joshua S; Sulman, Erik; Golfinos, John; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:The management of World Health Organization (WHO) grade 2 meningiomas is complicated by their diverse clinical behaviors. Stereotactic radiosurgery (SRS) can be an effective management option. Literature on SRS dose selection is limited but suggests that a higher dose is better for tumor control. We characterize the predictors of post-SRS outcomes that can help guide planning and management. METHODS:We reviewed a cohort of consecutive patients with pathologically-proven WHO grade 2 meningiomas who underwent SRS at a single institution between 2011 and 2023. RESULTS:Ninety-nine patients (median age 62 years) underwent SRS, 11 of whom received hypofractionated SRS in 5 fractions. Twenty-two patients had received previous irradiation. The median follow-up was 49 months. The median overall survival was 119 months (95% CI 92-NA) with estimated 5- and 10-year survival of 83% and 27%, respectively. The median progression-free survival (PFS) was 40 months (95% CI 32-62), with 3- and 5-year rates at 54% and 35%, respectively. The median locomarginal PFS was 63 months (95% CI 51.8-NA) with 3- and 5-year rates at 65% and 52%. Nine (9%) patients experienced adverse events, 2 Common Terminology Criteria for Adverse Events grade 3 and 7 grade 2, consisting of worsening neurologic deficit from edema. In the single-session cohort, Ki-67 significantly predicted both overall survival and intracranial PFS. Tumors with Ki-67 >10% had 2.17 times the risk of locomarginal progression compared with Ki-67 ≤10% (P = .018) adjusting for covariates. Sex, prescription dose, tumor volume, and location also predicted tumor control. In tumors with Ki-67 >10%, margin dose ≥14 Gy was associated with significantly better tumor control but not for tumors with Ki-67 ≤10%. CONCLUSION/CONCLUSIONS:The management of WHO grade 2 meningiomas requires a multimodality approach. This study demonstrates the value of a targeted SRS approach in patients with limited disease and further establishes predictive biomarkers that can guide planning through a personalized approach.
PMID: 39526756
ISSN: 1524-4040
CID: 5752612
Outcomes Associated With Stereotactic Radiosurgery After Multiple Resections of Nonfunctioning Pituitary Macroadenomas: An International, Multicenter Case Series
Grogan, Dayton; Dumot, Chloe; Mantziaris, Georgios; Tos, Salem M; Tewari, Anant; Dayawansa, Sam; Sheehan, Kimball; Sheehan, Darrah; 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; Vasconcellos, Fernando De Nigris; Bernstein, Kenneth; Kondziolka, Douglas; Speckter, Herwin; Mota, Ruben; Brito, Anderson; Bindal, Shray Kumar; Niranjan, Ajay; Lunsford, L Dade; Benjamin, Carolina Gesteira; Almeida, Timoteo Abrantes de Lacerda; Mathieu, David; Tourigny, Jean-Nicolas; Tripathi, Manjul; Palmer, Joshua David; Mao, Jennifer; Matsui, Jennifer; Crooks, Joseph; Wegner, Rodney E; Shepard, Matthew J; Sheehan, Jason
BACKGROUND AND OBJECTIVES/OBJECTIVE:Stereotactic radiosurgery (SRS) represents an effective treatment for nonfunctioning pituitary adenomas (NFPAs). However, no data have yet been published regarding results of SRS on NFPAs after multiple previous resections. METHODS:Retrospective multicentric data of patients diagnosed with NFPA and who underwent multiple resections (≥2) before SRS were reviewed and analyzed. The treatment interval spanned the period of 1992 to 2022. Cox regression and Kaplan-Meier curves were used to assess predictive factors and the probability of tumor control and hypopituitarism. RESULTS:Among the 311 patients (median age: 50.2 [IQR: 18.0] years), 226 (72.7%) had undergone ≥2 previous resections. The median margin dose was 14 Gy (IQR: 4.0 Gy), and the median tumor volume 3.6 cm3 (IQR: 4.8). Overall, the probability of tumor control after SRS was 93.3% (CI 95%: 89.9-96.9) and 86.7% (CI 95%: 81.1-92.6) at 5 and 10 years, respectively. A margin dose >14 Gy was associated with a decreased risk of tumor progression (hazard ratio = 0.33, CI 95% = 0.15-0.75, P = .008). At a last clinical follow-up of 4.1 (IQR 6.1) years, 10.1% (30/296) developed at least 1 new hormone deficiency after SRS. The cumulative probability of new hormone deficiency was 6.1% (95% CI: 3.0-9.1), 10.3% (95% CI: 5.8-14.6), and 18.9% (95% CI: 11.5-25.8) at 3, 5, and 10 years after SRS, respectively. The average latency between SRS and development of new hormone deficiencies was 3.3 years (IQR 4.1). A maximum point dose to the pituitary stalk >10 Gy was associated with a new deficiency (hazard ratio = 4.06, CI 95% = 1.57-10.5, P-value = .004). CONCLUSION/CONCLUSIONS:For patients with NFPA with multiple previous resections, SRS offers effective local tumor control and a low risk of delayed hypopituitarism for managing these challenging adenomas. SRS should be strongly considered in patients with NFPA with 2 previous resections compared with considering a third resection.
PMID: 39508579
ISSN: 1524-4040
CID: 5752032
Long-Term Outcomes of Stereotactic Radiosurgery for Pineocytomas: An International Multicenter Study
Hamel, Andréanne; Tourigny, Jean-Nicolas; Niranjan, Ajay; Lunsford, L Dade; Wei, Zhishuo; Srinivasan, Priyanka N; Liscak, Roman; May, Jaromir; MartÃnez Moreno, Nuria; MartÃnez Ãlvarez, Roberto; Lee, Cheng-Chia; Yang, Huai-Che; Tripathi, Manjul; Kumar, Narendra; Mashiach, Elad; Kondziolka, Douglas; Briggs, Robert G; Yu, Cheng; Zada, Gabriel; Franzini, Andrea; Pecchioli, Guido; Bowden, Gregory N; Dayawansa, Samantha; Sheehan, Jason; Mathieu, David
BACKGROUND AND OBJECTIVES/OBJECTIVE:Pineocytomas are grade 1 tumors arising from the pineal parenchyma. Gross total resection can potentially cure these benign lesions but can be associated with morbidity. This study was designed to provide multi-institutional data to evaluate the results of stereotactic radiosurgery (SRS) for pineocytomas. METHODS:Centers participating in the International Radiosurgery Research Foundation were asked to review their database and provide data for patients who had SRS for histology confirmed grade 1 pineocytomas, for whom clinical and imaging follow-up of at least 6 months was available. RESULTS:In total, 38 patients underwent SRS as part of the management of a pineocytoma. The median age at SRS was 39 years (range 8-76). SRS was performed as primary approach in 68%, adjuvant after partial resection 19%, and at recurrence in 13% of patients. The median margin dose was 15 Gy (range 11-25 Gy). The median treatment volume was 3.35 cc (range 0.1-17.9 cc). Local tumor control was achieved in 92% of patients, with a mean actuarial progression-free survival of 21.6 years (median not reached). At last follow-up, 82% were still controlled, 8% had local recurrence, and 10% had cerebrospinal fluid dissemination. Tumor control was significantly better when SRS was used as primary care compared with the adjuvant or recurrent setting (P = .016). Five patients (13%) died during follow-up, all from tumor progression. The actuarial mean survival duration was 24.3 years, with a 5-year survival rate of 91%, and an estimated rate of 76% at 29 years. Larger tumor volume at SRS was found to be correlated to increased risk of death (P = .045). Transient symptomatic adverse radiation effects were observed in 4 patients (11%). CONCLUSION/CONCLUSIONS:SRS appears safe and effective for the management of pineocytomas. Long-term tumor control is achieved in most cases. SRS can be offered to selected patients as an alternative to surgical resection.
PMID: 39508591
ISSN: 1524-4040
CID: 5752042
Characterization of Pediatric Infratentorial Arteriovenous Malformations: A Retrospective, Multicenter Cohort Study
Calafiore, Rebecca; Burke, Rebecca M; Becerril-Gaitan, Andrea; Chen, Ching-Jen; Oravec, Chesney S; Belanger, Katherine; Ding, Dale; Yang, Huai-Che; Kondziolka, Douglas; Mathieu, David; Iorio-Morin, Christian; Grills, Inga S; Feliciano, Caleb; Barnett, Gene; Starke, Robert M; Lunsford, L Dade; Sheehan, Jason P
BACKGROUND AND OBJECTIVES/OBJECTIVE:Infratentorial arteriovenous malformations (AVMs) harbor different characteristics compared with supratentorial AVMs. This study aims to explore the unique characteristics of pediatric infratentorial AVMs and their response to single session stereotactic radiosurgery (SRS). METHODS:The International Radiosurgery Research Foundation database of pediatric patients with AVM (age <18 years) who underwent SRS was retrospectively reviewed. Baseline demographics, AVM characteristics, outcomes, and complications post-SRS were compared between infratentorial and supratentorial pediatric AVMs. Unfavorable outcome was defined as the absence of AVM obliteration, post-SRS hemorrhage, or permanent radiation-induced changes at last follow-up. RESULTS:A total of 535 pediatric AVMs managed with SRS with a median follow-up of 67 months (IQR 29.0-130.6) were included, with 69 being infratentorial and 466 supratentorial. The infratentorial group had a higher proportion of deep location (58.4% vs 30.3%, P = <.001), deep venous drainage (79.8% vs 61.8%, P = .004), and prior embolization (26.1% vs 15.7%, P = .032). There was a higher proportion of hemorrhagic presentation in the infratentorial group (79.7% vs 71.3%, P = .146). There was no statistically significant difference in the odds of an unfavorable outcome (odds ratio [OR] = 1.36 [0.82-2.28]), AVM obliteration (OR = 0.85 [0.5-1.43]), post-SRS hemorrhage (OR = 0.83 [0.31-2.18]), or radiologic radiation-induced changes (OR = 1.08 [0.63-1.84]) between both cohorts. No statistically significant difference on the rates of outcomes of interest and complications were found in the adjusted model. CONCLUSION/CONCLUSIONS:Despite baseline differences between infratentorial and supratentorial pediatric AVMs, SRS outcomes, including AVM obliteration and post-SRS hemorrhage rates, were comparable amongst both groups. SRS appears to have a similar risk profile and therapeutic benefit to infratentorial pediatric AVMs as it does for those with a supratentorial location.
PMID: 38700839
ISSN: 1524-4040
CID: 5734292
Stereotactic radiosurgery (SRS) for patients with brainstem cerebral cavernous malformations (CCMs): an international, multicentric study
Dayawansa, Sam; Dumot, Chloe; Mantziaris, Georgios; Xu, Zhiyuan; Pikis, Stylianos; Peker, Selcuk; Samanci, Yavuz; Ardor, Gokce D; Nabeel, Ahmed M; Reda, Wael A; Tawadros, Sameh R; Abdelkarim, Khaled; El-Shehaby, Amr M N; Eldin, Reem M Emad; Elazzazi, Ahmed H; Moreno, Nuria MartÃnez; Ãlvarez, Roberto MartÃnez; Liscak, Roman; May, Jaromir; Mathieu, David; Tourigny, Jean-Nicolas; Tripathi, Manjul; Rajput, Akshay; Kumar, Narendra; Kaur, Rupinder; Picozzi, Piero; Franzini, Andrea; Speckter, Herwin; Hernandez, Wenceslao; Brito, Anderson; Warnick, Ronald E; Alzate, Juan; Kondziolka, Douglas; Bowden, Greg N; Patel, Samir; Sheehan, Jason P
Brainstem cerebral cavernous malformations (CCM) are clinically more aggressive compared to superficial CCMs. Due to their location, resection can be challenging, making stereotactic radiosurgery (SRS) an attractive alternative for symptomatic patient. Brainstem CCM patients (n = 170) were treated with Gamma Knife SRS at 11 radiosurgical centers. Hemorrhagic risk reduction, risk factors of post-SRS hemorrhage, and clinical outcomes were retrospectively analyzed. Most patients had a single (165/170 patients) brainstem CCMs treated; the majority of CCMs (165/181) presented with bleeding. Single-session SRS decreased the risk of repeat hemorrhage in patients with hemorrhagic brainstem CCM (HR: 0.17, p < 0.001) using recurrent multivariate analysis. The annual hemorrhage rate decreased from 14.8 per 100 CCM-years before SRS to 2.3 after treatment. Using univariate Cox-analysis, the probability of a new hemorrhages after SRS was reduced for patient older than 35 years (HR = 0.21, p = 0.002) and increased with a margin dose > 13 Gy (HR = 2.57, p = 0.044). Adverse radiation effect (ARE) occurred in 9 patients (5.3%) and was symptomatic in four (2.4%). At a median follow-up of 3.4 years (Inter-quartile range: 5.4), 13 patients (8.0%) had a worsened clinical status, with the treated CCM being the cause in 5.6% (10) of the patients. Single-session SRS decreased the risk of repeat hemorrhage in patients with hemorrhagic brainstem CCM and conveyed this benefit with a low risk of advrse radiation effects (ARE) and worsening clinical status.
PMCID:11522693
PMID: 39472707
ISSN: 2045-2322
CID: 5746952
Efficacy and safety of a third stereotactic radiosurgery for recurrent trigeminal neuralgia: an international, multicenter study
De Nigris Vasconcellos, Fernando; Alzate, Juan Diego; Mashiach, Elad; Meng, Ying; Santhumayor, Brandon; Bernstein, Kenneth; Pichardo-Rojas, Pavel; Dono, Antonio; Damron, Ethan P; Blanco, Angel I; Esquenazi, Yoshua; Urgosik, Dusan; May, Jaromir; Lee, Cheng-Chia; Yang, Huai-Che; Kawalec, Philip; Kaufmann, Anthony M; Mathieu, David; Iorio-Morin, Christian; Picozzi, Piero; Franzini, Andrea; Tripathi, Manjul; Peker, Selcuk; Samanci, Yavuz; Almeida, Timoteo; Benjamin, Carolina; Kondziolka, Douglas; Sheehan, Jason
BACKGROUND AND OBJECTIVES/OBJECTIVE:Trigeminal Neuralgia (TN) is a debilitating facial pain disorder, often necessitating surgical interventions when medication proves insufficient. Stereotactic Radiosurgery (SRS) is an established therapeutic option. Limited studies explored the feasibility of a third SRS procedure. Our study investigates the safety and efficacy of a third SRS procedure for recurrent TN. METHODS:We performed a retrospective analysis across multiple centers using databases collected prospectively. Pain status was evaluated utilizing the BNI Pain Intensity Scales. The Kaplan-Meier method was employed to estimate the time to recurrence, with group comparisons conducted using log-rank tests. Associations were explored using Chi-square and logistic regression models. RESULTS:Ten institutions contributed with a total of 35 patients. A third SRS revealed sustained effectiveness with a pain control rate of 82.7%. The median time to recurrence was 35.5 months. New sensory dysfunction following the third procedure occurred in 22% of patients who had preserved sensory function after the second procedure. When considering those who developed sensory dysfunction after the second procedure, 40% of the entire cohort was affected. There were no significant differences in pain recurrence intervals among the three procedures. A meta-analysis, combining data from previous studies, showed that 89.6% of patients achieved some degree of pain control after a third SRS, with 27.4% experiencing new sensory dysfunction and a median time to recurrence of 31.6 months. CONCLUSION/CONCLUSIONS:Our study, the largest on the topic, affirms the sustained effectiveness of a third SRS for TN, providing comparable pain relief to initial procedures. Notably, an extended pain-free interval after the third SRS session was observed. Facial sensory dysfunction emerged as the primary side effect. Larger studies are warranted to explore correlations with demographics and treatment parameters for a comprehensive understanding of repeat SRS in managing recurrent TN.
PMID: 39441236
ISSN: 0942-0940
CID: 5739932
Comparison of Repeat Versus Initial Stereotactic Radiosurgery for Intracranial Arteriovenous Malformations: A Retrospective Multicenter Matched Cohort Study
Orrego Gonzalez, Eduardo; Mantziaris, Georgios; Shaaban, Ahmed; Starke, Robert M; Ding, Dale; Lee, John Y K; Mathieu, David; Kondziolka, Douglas; Feliciano, Caleb; Grills, Inga S; Barnett, Gene H; Lunsford, L Dade; LiÅ¡Äák, Roman; Lee, Cheng-Chia; Martinez Ãlvarez, Roberto; Peker, Selcuk; Samanci, Yavuz; Cockroft, Kevin M; Tripathi, Manjul; Palmer, Joshua D; Zada, Gabriel; Cifarelli, Christopher P; Nabeel, Ahmed M; Pikis, Stylianos; Sheehan, Jason P
BACKGROUND AND OBJECTIVES/OBJECTIVE:Studies comparing neurological and radiographic outcomes of repeat to initial stereotactic radiosurgery (SRS) intracranial arteriovenous malformations are scarce. Our aim was to perform a retrospective matched comparison of patients initially treated with SRS with those undergoing a second radiosurgical procedure. METHODS:We collected data from arteriovenous malformations managed in 21 centers that underwent initial and repeated radiosurgery from 1987 to 2022. Based on arteriovenous malformations volume, margin dose, deep venous drainage, deep, and critical location, we matched 1:1 patients who underwent an initial SRS for treatment-naive arteriovenous malformations and a group with repeated SRS treatment. RESULTS:After the selection process, our sample consisted of 328 patients in each group. Obliteration in the initial SRs group was 35.8% at 3 and 56.7% at 5 years post-SRS, while the repeat SRS group showed obliteration rates of 33.9% at 3 years and 58.6% at 5 years, without statistically significant differences (P = .75 and P = .88, respectively). There were no statistically significant differences between the 2 groups for obliteration rates (hazard ratio = 0.93; 95% CI, 0.77-1.13; P = .5), overall radiation-induced changes (RIC) (OR = 1.1; 95% CI, 0.75-1.6; P = .6), symptomatic RIC (OR = 0.78; 95% CI, 0.4-1.5; P = .4), and post-SRS hemorrhage (OR = 0.68; 95% CI; P = .3). CONCLUSION/CONCLUSIONS:In matched cohort analysis, a second SRS provides comparable outcomes in obliteration and RIC compared with the initial SRS. Dose reduction on repeat SRS may not be warranted.
PMID: 39283113
ISSN: 1524-4040
CID: 5719972
Vestibular Schwannoma International Study of Active Surveillance Versus Stereotactic Radiosurgery: The VISAS Study
Bin-Alamer, Othman; 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; Dayawansa, Samantha; Mashiach, Elad; Vasconcellos, Fernando De Nigris; Bernstein, Kenneth; Schnurman, Zane; Alzate, Juan; Kondziolka, Douglas; Sheehan, Jason P
PURPOSE/OBJECTIVE:The present study assesses the safety and efficacy of stereotactic radiosurgery (SRS) versus observation for Koos grade 1 and 2 vestibular schwannoma (VS), benign tumors affecting hearing and neurological function. METHODS AND MATERIALS/METHODS:This multicenter study analyzed data from Koos grade 1 and 2 VS patients managed with SRS (SRS group) or observation (observation group). Propensity score matching balanced patient demographics, tumor volume, and audiometry. Outcomes measured were tumor control, serviceable hearing preservation, and neurological outcomes. RESULTS:In 125 matched patients in each group with a 36-month median follow-up (P = .49), SRS yielded superior 5- and 10-year tumor control rates (99% CI, 97.1%-100%, and 91.9% CI, 79.4%-100%) versus observation (45.8% CI, 36.8%-57.2%, and 22% CI, 13.2%-36.7%; P < .001). Serviceable hearing preservation rates at 5 and 9 years were comparable (SRS 60.4% CI, 49.9%-73%, vs observation 51.4% CI, 41.3%-63.9%, and SRS 27% CI, 14.5%-50.5%, vs observation 30% CI, 17.2%-52.2%; P = .53). SRS were associated with lower odds of tinnitus (OR = 0.39, P = .01), vestibular dysfunction (OR = 0.11, P = .004), and any cranial nerve palsy (OR = 0.36, P = .003), with no change in cranial nerves 5 or 7 (P > .05). Composite endpoints of tumor progression and/or any of the previous outcomes showed significant lower odds associated with SRS compared with observation alone (P < .001). CONCLUSIONS:SRS management in matched cohorts of Koos grade 1 and 2 VS patients demonstrated superior tumor control, comparable hearing preservation rates, and significantly lower odds of experiencing neurological deficits. These findings delineate the safety and efficacy of SRS in the management of this patient population.
PMID: 38588868
ISSN: 1879-355x
CID: 5657262
Longitudinal deep neural networks for assessing metastatic brain cancer on a large open benchmark
Link, Katherine E; Schnurman, Zane; Liu, Chris; Kwon, Young Joon Fred; Jiang, Lavender Yao; Nasir-Moin, Mustafa; Neifert, Sean; Alzate, Juan Diego; Bernstein, Kenneth; Qu, Tanxia; Chen, Viola; Yang, Eunice; Golfinos, John G; Orringer, Daniel; Kondziolka, Douglas; Oermann, Eric Karl
The detection and tracking of metastatic cancer over the lifetime of a patient remains a major challenge in clinical trials and real-world care. Advances in deep learning combined with massive datasets may enable the development of tools that can address this challenge. We present NYUMets-Brain, the world's largest, longitudinal, real-world dataset of cancer consisting of the imaging, clinical follow-up, and medical management of 1,429 patients. Using this dataset we developed Segmentation-Through-Time, a deep neural network which explicitly utilizes the longitudinal structure of the data and obtained state-of-the-art results at small (<10 mm3) metastases detection and segmentation. We also demonstrate that the monthly rate of change of brain metastases over time are strongly predictive of overall survival (HR 1.27, 95%CI 1.18-1.38). We are releasing the dataset, codebase, and model weights for other cancer researchers to build upon these results and to serve as a public benchmark.
PMCID:11408643
PMID: 39289405
ISSN: 2041-1723
CID: 5720652