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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

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

Characterizing Hearing Outcomes Following Treatment of Cerebellopontine Angle Meningiomas

Papazian, Michael; Cottrell, Justin; Pan, Lydia; Kay-Rivest, Emily; Friedmann, David R.; Jethanamest, Daniel; Kondziolka, Douglas; Pacione, Donato; Sen, Chandranath; Golfinos, John G.; Roland, J. Thomas; McMenomey, Sean O.
Objectives To characterize treatment and hearing outcomes for cerebellopontine angle (CPA) meningiomas with inherent risks of hearing loss and identify predictors of hearing loss for surgically treated lesions. Design Retrospective chart review. Setting Tertiary care medical center. Participants Adult patients with CPA meningiomas impinging upon cranial nerve VIII and/or pretreatment hearing loss managed with microsurgery or stereotactic radiosurgery (SRS) with Gamma Knife at our center between 2012 and 2023. Main Outcome Measures Hearing preservation rate was determined from analysis of patients with pretreatment serviceable hearing for whom hearing-preserving treatment was attempted. Surgical patients were further analyzed using multivariable Cox proportional hazards regression models to identify factors predictive of postoperative hearing loss. Results We identified 80 patients with CPA meningiomas meeting inclusion criteria who were managed with either microsurgery (43, 54%) or radiosurgery (37, 46%). Following SRS, hearing was preserved in 88% of cases. Following microsurgery, hearing was preserved in 71% of patients-all patients who lost hearing had tumors involving the internal auditory canal (IAC). Among surgical patients only, multivariable analysis accounting for preoperative hearing, recurrence status, lesion size, and patient age, the preoperative imaging finding that the CPA meningioma surrounded the vestibulocochlear nerve was significantly associated with hearing loss (hazard ratio: 10.3, 95% confidence interval: 1.3-81.4, p = 0.02). Conclusion Most patients with meningiomas of the CPA can experience preservation of hearing, even when there is risk of hearing loss based on pretreatment evaluation. IAC invasion and surrounding of eighth nerve by tumor may portend poorer hearing outcomes in surgically managed patients.
SCOPUS:85204132363
ISSN: 2193-6331
CID: 5716162

Localization of protoporphyrin IX during glioma-resection surgery via paired stimulated Raman histology and fluorescence microscopy

Nasir-Moin, Mustafa; Wadiura, Lisa Irina; Sacalean, Vlad; Juros, Devin; Movahed-Ezazi, Misha; Lock, Emily K; Smith, Andrew; Lee, Matthew; Weiss, Hannah; Müther, Michael; Alber, Daniel; Ratna, Sujay; Fang, Camila; Suero-Molina, Eric; Hellwig, Sönke; Stummer, Walter; Rössler, Karl; Hainfellner, Johannes A; Widhalm, Georg; Kiesel, Barbara; Reichert, David; Mischkulnig, Mario; Jain, Rajan; Straehle, Jakob; Neidert, Nicolas; Schnell, Oliver; Beck, Jürgen; Trautman, Jay; Pastore, Steve; Pacione, Donato; Placantonakis, Dimitris; Oermann, Eric Karl; Golfinos, John G; Hollon, Todd C; Snuderl, Matija; Freudiger, Christian W; Heiland, Dieter Henrik; Orringer, Daniel A
The most widely used fluorophore in glioma-resection surgery, 5-aminolevulinic acid (5-ALA), is thought to cause the selective accumulation of fluorescent protoporphyrin IX (PpIX) in tumour cells. Here we show that the clinical detection of PpIX can be improved via a microscope that performs paired stimulated Raman histology and two-photon excitation fluorescence microscopy (TPEF). We validated the technique in fresh tumour specimens from 115 patients with high-grade gliomas across four medical institutions. We found a weak negative correlation between tissue cellularity and the fluorescence intensity of PpIX across all imaged specimens. Semi-supervised clustering of the TPEF images revealed five distinct patterns of PpIX fluorescence, and spatial transcriptomic analyses of the imaged tissue showed that myeloid cells predominate in areas where PpIX accumulates in the intracellular space. Further analysis of external spatially resolved metabolomics, transcriptomics and RNA-sequencing datasets from glioblastoma specimens confirmed that myeloid cells preferentially accumulate and metabolize PpIX. Our findings question 5-ALA-induced fluorescence in glioma cells and show how 5-ALA and TPEF imaging can provide a window into the immune microenvironment of gliomas.
PMID: 38987630
ISSN: 2157-846x
CID: 5699002

Racial distribution of molecularly classified brain tumors

Fang, Camila S; Wang, Wanyi; Schroff, Chanel; Movahed-Ezazi, Misha; Vasudevaraja, Varshini; Serrano, Jonathan; Sulman, Erik P; Golfinos, John G; Orringer, Daniel; Galbraith, Kristyn; Feng, Yang; Snuderl, Matija
BACKGROUND/UNASSIGNED:In many cancers, specific subtypes are more prevalent in specific racial backgrounds. However, little is known about the racial distribution of specific molecular types of brain tumors. Public data repositories lack data on many brain tumor subtypes as well as diagnostic annotation using the current World Health Organization classification. A better understanding of the prevalence of brain tumors in different racial backgrounds may provide insight into tumor predisposition and development, and improve prevention. METHODS/UNASSIGNED:We retrospectively analyzed the racial distribution of 1709 primary brain tumors classified by their methylation profiles using clinically validated whole genome DNA methylation. Self-reported race was obtained from medical records. Our cohort included 82% White, 10% Black, and 8% Asian patients with 74% of patients reporting their race. RESULTS/UNASSIGNED: < .001). CONCLUSIONS/UNASSIGNED:Molecularly classified brain tumor groups and subgroups show different distributions among the three main racial backgrounds suggesting the contribution of race to brain tumor development.
PMCID:11362849
PMID: 39220243
ISSN: 2632-2498
CID: 5687592

Prognostic value of DNA methylation subclassification, aneuploidy, and CDKN2A/B homozygous deletion in predicting clinical outcome of IDH mutant astrocytomas

Galbraith, Kristyn; Garcia, Mekka; Wei, Siyu; Chen, Anna; Schroff, Chanel; Serrano, Jonathan; Pacione, Donato; Placantonakis, Dimitris G; William, Christopher M; Faustin, Arline; Zagzag, David; Barbaro, Marissa; Eibl, Maria Del Pilar Guillermo Prieto; Shirahata, Mitsuaki; Reuss, David; Tran, Quynh T; Alom, Zahangir; von Deimling, Andreas; Orr, Brent A; Sulman, Erik P; Golfinos, John G; Orringer, Daniel A; Jain, Rajan; Lieberman, Evan; Feng, Yang; Snuderl, Matija
BACKGROUND:Isocitrate dehydrogenase (IDH) mutant astrocytoma grading, until recently, has been entirely based on morphology. The 5th edition of the Central Nervous System World Health Organization (WHO) introduces CDKN2A/B homozygous deletion as a biomarker of grade 4. We sought to investigate the prognostic impact of DNA methylation-derived molecular biomarkers for IDH mutant astrocytoma. METHODS:We analyzed 98 IDH mutant astrocytomas diagnosed at NYU Langone Health between 2014 and 2022. We reviewed DNA methylation subclass, CDKN2A/B homozygous deletion, and ploidy and correlated molecular biomarkers with histological grade, progression free (PFS), and overall (OS) survival. Findings were confirmed using 2 independent validation cohorts. RESULTS:There was no significant difference in OS or PFS when stratified by histologic WHO grade alone, copy number complexity, or extent of resection. OS was significantly different when patients were stratified either by CDKN2A/B homozygous deletion or by DNA methylation subclass (P value = .0286 and .0016, respectively). None of the molecular biomarkers were associated with significantly better PFS, although DNA methylation classification showed a trend (P value = .0534). CONCLUSIONS:The current WHO recognized grading criteria for IDH mutant astrocytomas show limited prognostic value. Stratification based on DNA methylation shows superior prognostic value for OS.
PMCID:11145445
PMID: 38243818
ISSN: 1523-5866
CID: 5664582

T2-FLAIR mismatch sign predicts DNA methylation subclass and CDKN2A/B status in IDH-mutant astrocytomas

Lee, Matthew D; Jain, Rajan; Galbraith, Kristyn; Chen, Anna; Lieberman, Evan; Patel, Sohil H; Placantonakis, Dimitris G; Zagzag, David; Barbaro, Marissa; Guillermo Prieto Eibl, Maria Del Pilar; Golfinos, John G; Orringer, Daniel A; Snuderl, Matija
PURPOSE/OBJECTIVE:DNA methylation profiling stratifies isocitrate dehydrogenase (IDH)-mutant astrocytomas into methylation low-grade and high-grade groups. We investigated the utility of the T2-FLAIR mismatch sign for predicting DNA methylation grade and cyclin-dependent kinase inhibitor 2A/B (CDKN2A/B) homozygous deletion, a molecular biomarker for grade 4 IDH-mutant astrocytomas, according to the 2021 World Health Organization (WHO) classification. EXPERIMENTAL DESIGN/METHODS:Preoperative MRI scans of IDH-mutant astrocytomas subclassified by DNA methylation profiling (n=71) were independently evaluated by two radiologists for the T2-FLAIR mismatch sign. The diagnostic utility of T2-FLAIR mismatch in predicting methylation grade, CDKN2A/B status, copy number variation, and survival was analyzed. RESULTS:The T2-FLAIR mismatch sign was present in 21 of 45 (46.7%) methylation low-grade and 1 of 26 (3.9%) methylation high-grade cases (p<0.001), resulting in 96.2% specificity, 95.5% positive predictive value, and 51.0% negative predictive value for predicting low methylation grade. The T2-FLAIR mismatch sign was also significantly associated with intact CDKN2A/B status (p=0.028) with 87.5% specificity, 86.4% positive predictive value, and 42.9% negative predictive value. Overall multivariable Cox analysis showed that retained CDKN2A/B status remained significant for PFS (p=0.01). Multivariable Cox analysis of the histologic grade 3 subset, which was nearly evenly divided by CDKN2A/B status, CNV, and methylation grade, showed trends toward significance for DNA methylation grade with OS (p=0.045) and CDKN2A/B status with PFS (p=0.052). CONCLUSIONS:The T2-FLAIR mismatch sign is highly specific for low methylation grade and intact CDKN2A/B in IDH-mutant astrocytomas.
PMID: 38829583
ISSN: 1557-3265
CID: 5664982

Auditory brainstem implantation: surgical experience and audiometric outcomes in the pediatric population

Dastagirzada, Yosef M; Eremiev, Alexander; Wisoff, Jeffrey H; Kay-Rivest, Emily; Shapiro, William H; Unterberger, Ansley; Waltzman, Susan B; Roland, J Thomas; Golfinos, John G; Harter, David H
OBJECTIVE:Pediatric data regarding treatment via an auditory brainstem implant (ABI) remains sparse. The authors aimed to describe their experience at their institution and to delineate associated demographic data, audiometric outcomes, and surgical parameters. METHODS:An IRB-approved, retrospective chart review was conducted among the authors' pediatric patients who had undergone auditory brainstem implantation between 2012 and 2021. Demographic information including sex, age, race, coexisting syndrome(s), history of cochlear implant placement, average duration of implant use, and follow-up outcomes were collected. Surgical parameters collected included approach, intraoperative findings, number of electrodes activated, and complications. RESULTS:A total of 19 pediatric patients had an ABI placed at the authors' institution, with a mean age at surgery of 4.7 years (range 1.5-17.8 years). A total of 17 patients (89.5%) had bilateral cochlear nerve aplasia/dysplasia, 1 (5.3%) had unilateral cochlear nerve aplasia/dysplasia, and 1 (5.3%) had a hypoplastic cochlea with ossification. A total of 11 patients (57.9%) had a history of cochlear implants that were ineffective and required removal. The mean length of implant use was 5.31 years (0.25-10 years). Two patients (10.5%) experienced CSF-related complications requiring further surgical intervention. The most recent audiometric outcomes demonstrated that 15 patients (78.9%) showed improvement in their hearing ability: 5 with sound/speech awareness, 5 able to discriminate among speech and environmental sounds, and 5 able to understand common phrases/conversation without lip reading. Nine patients (47.4%) are in a school for the deaf and 7 (36.8%) are in a mainstream school with support. CONCLUSIONS:The authors' surgical experience with a multidisciplinary team demonstrates that the retrosigmoid approach for ABI placement in children with inner ear pathologies and severe sensorineural hearing loss is a safe and effective treatment modality. Audiometric outcome data showed that nearly 79% of these patients had an improvement in their environmental and speech awareness. Further multicenter collaborations are necessary to improve these outcomes and potentially standardize/enhance electrode placement.
PMID: 38427998
ISSN: 1933-0715
CID: 5657112

Repeat Radiosurgery for Sporadic Vestibular Schwannoma After Primary Radiosurgical Failure: An International Multi-institutional Investigation

Khandalavala, Karl R; Herberg, Hans A; Kay-Rivest, Emily; Moore, Lindsay S; Yancey, Kristen L; Marinelli, John P; Lund-Johansen, Morten; Kosaraju, Nikitha; Lohse, Christine M; Kutz, Walter; Santa Maria, Peter L; Golfinos, John G; Kondziolka, Douglas; Carlson, Matthew L; Tveiten, Øystein V; Link, Michael J
OBJECTIVE:To describe outcomes of patients with sporadic vestibular schwannoma (VS) who underwent repeat stereotactic radiosurgery (SRS) after primary SRS failure. STUDY DESIGN/METHODS:Multi-institutional historical cohort study. SETTING/METHODS:Five tertiary care referral centers. PATIENTS/METHODS:Adults ≥18 years old with sporadic VS. INTERVENTION/METHODS:Primary and repeat treatment with SRS. MAIN OUTCOME MEASURE/METHODS:Microsurgery-free survival after repeat SRS. RESULTS:Across institutions, 32 patients underwent repeat SRS after primary SRS. Most patients (74%) had tumors with cerebellopontine angle extension at primary SRS (median size, 13.5 mm [interquartile range, 7.5-18.8] mm). After primary SRS, patients underwent repeat SRS at a median of 4.8 years (interquartile range, 3.2-5.7 yr). For treatment modality, 30 (94%) patients received gamma knife for primary treatment and 31 (97%) patients received gamma knife as their repeat treatment. Median tumor volume increased from 0.970 cm3 at primary SRS to 2.200 cm3 at repeat SRS. Facial nerve function worsened in two patients after primary SRS and in two patients after repeat SRS. There were no instances of intracranial complications after repeat SRS. Microsurgery-free survival rates (95% confidence interval; number still at risk) at 1, 3, and 5 years after repeat SRS were 97% (90-100%, 24), 84% (71-100%, 13), and 68% (48-96%, 6), respectively. There was one occurrence of malignancy diagnosed after repeat radiosurgery. CONCLUSION/CONCLUSIONS:Overall, repeat SRS for sporadic VS has comparable risk profile, but lower rates of tumor control, compared with primary SRS.
PMID: 38728563
ISSN: 1537-4505
CID: 5656062

Improved outcomes for triple negative breast cancer brain metastases patients after stereotactic radiosurgery and new systemic approaches

Mashiach, Elad; Alzate, Juan Diego; De Nigris Vasconcellos, Fernando; Adams, Sylvia; Santhumayor, Brandon; Meng, Ying; Schnurman, Zane; Donahue, Bernadine R; Bernstein, Kenneth; Orillac, Cordelia; Bollam, Rishitha; Kwa, Maryann J; Meyers, Marleen; Oratz, Ruth; Novik, Yelena; Silverman, Joshua S; Harter, David H; Golfinos, John G; Kondziolka, Douglas
PURPOSE/OBJECTIVE:Although ongoing studies are assessing the efficacy of new systemic therapies for patients with triple negative breast cancer (TNBC), the overwhelming majority have excluded patients with brain metastases (BM). Therefore, we aim to characterize systemic therapies and outcomes in a cohort of patients with TNBC and BM managed with stereotactic radiosurgery (SRS) and delineate predictors of increased survival. METHODS:We used our prospective patient registry to evaluate data from 2012 to 2023. We included patients who received SRS for TNBC-BM. A competing risk analysis was conducted to assess local and distant control. RESULTS:Forty-three patients with 262 tumors were included. The median overall survival (OS) was 16 months (95% CI 13-19 months). Predictors of increased OS after initial SRS include Breast GPA score > 1 (p < 0.001) and use of immunotherapy such as pembrolizumab (p = 0.011). The median time on immunotherapy was 8 months (IQR 4.4, 11.2). The median time to new CNS lesions after the first SRS treatment was 17 months (95% CI 12-22). The cumulative rate for development of new CNS metastases after initial SRS at 6 months, 1 year, and 2 years was 23%, 40%, and 70%, respectively. Thirty patients (70%) underwent multiple SRS treatments, with a median time of 5 months (95% CI 0.59-9.4 months) for the appearance of new CNS metastases after second SRS treatment. CONCLUSIONS:TNBC patients with BM can achieve longer survival than might have been previously anticipated with median survival now surpassing one year. The use of immunotherapy is associated with increased median OS of 23 months.
PMID: 38630386
ISSN: 1573-7373
CID: 5655852