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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
ISI:001377390900013
CID: 5765662
Effect of cerebral arteriovenous malformation location on outcomes of repeat, single-fraction stereotactic radiosurgery: a matched-cohort analysis
Mantziaris, Georgios; Pikis, Stylianos; Dumot, Chloe; Dayawansa, Sam; Liscak, Roman; May, Jaromir; Lee, Cheng-Chia; Yang, Huai-Che; MartÃnez Moreno, Nuria; Martinez Ãlvarez, Roberto; Lunsford, L Dade; Niranjan, Ajay; Wei, Zhishuo; Srinivasan, Priyanka; Tang, Lilly W; Nabeel, Ahmed M; Reda, Wael A; Tawadros, Sameh R; Abdel Karim, Khaled; El-Shehaby, Amr M N; Emad Eldin, Reem M; Elazzazi, Ahmed Hesham; Peker, Selcuk; Samanci, Yavuz; Padmanaban, Varun; Jareczek, Francis J; McInerney, James; Cockroft, Kevin M; Mathieu, David; Aldakhil, Salman; Alzate, Juan Diego; Kondziolka, Douglas; Tripathi, Manjul; Palmer, Joshua D; Upadhyay, Rituraj; Lin, Michelle; Zada, Gabriel; Yu, Cheng; Cifarelli, Christopher P; Cifarelli, Daniel T; Shaaban, Ahmed; Xu, Zhiyuan; Sheehan, Jason P
OBJECTIVE:Patients with deep-seated arteriovenous malformations (AVMs) have a higher rate of unfavorable outcome and lower rate of nidus obliteration after primary stereotactic radiosurgery (SRS). The aim of this study was to evaluate and quantify the effect of AVM location on repeat SRS outcomes. METHODS:This retrospective, multicenter study involved 505 AVM patients managed with repeat, single-session SRS. The endpoints were nidus obliteration, hemorrhage in the latency period, radiation-induced changes (RICs), and favorable outcome. Patients were split on the basis of AVM location into the deep (brainstem, basal ganglia, thalamus, deep cerebellum, and corpus callosum) and superficial cohorts. The cohorts were matched 1:1 on the basis of the covariate balancing score for volume, eloquence of location, and prescription dose. RESULTS:After matching, 149 patients remained in each cohort. The 5-year cumulative probability rates for favorable outcome (probability difference -18%, 95% CI -30.9 to -5.8%, p = 0.004) and AVM obliteration (probability difference -18%, 95% CI -30.1% to -6.4%, p = 0.007) were significantly lower in the deep AVM cohort. No significant differences were observed in the 5-year cumulative probability rates for hemorrhage (probability difference 3%, 95% CI -2.4% to 8.5%, p = 0.28) or RICs (probability difference 1%, 95% CI -10.6% to 11.7%, p = 0.92). The median time to delayed cyst formation was longer with deep-seated AVMs (deep 62 months vs superficial 12 months, p = 0.047). CONCLUSIONS:AVMs located in deep regions had significantly lower favorable outcomes and obliteration rates compared with superficial lesions after repeat SRS. Although the rates of hemorrhage in the latency period and RICs in the two cohorts were comparable, delayed cyst formation occurred later in patients with deep-seated AVMs.
PMID: 38134430
ISSN: 1933-0693
CID: 5611892
Clinical outcomes following stereotactic radiosurgery for cerebral cavernous malformations of the basal ganglia and thalamus
Singh, Raj; Dumot, Chloe; Mantziaris, Georgios; Dayawansa, Sam; Xu, Zhiyuan; Pikis, Stylianos; Peker, Selcuk; Samanci, Yavuz; Ardor, Gokce D; Nabeel, Ahmed M; Reda, Wael A; Tawadros, Sameh R; Abdel Karim, Khaled; El-Shehaby, Amr M N; Emad Eldin, Reem M; Sheehan, Darrah; Sheehan, Kimball; Elazzazi, Ahmed H; MartÃnez Moreno, Nuria; MartÃnez Ãlvarez, Roberto; 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 Diego; Kondziolka, Douglas; Bowden, Greg N; Patel, Samir; Sheehan, Jason P
OBJECTIVE:There are few reports of outcomes following stereotactic radiosurgery (SRS) for the management of cerebral cavernous malformations (CCMs) of the basal ganglia or thalamus. Therefore, the authors aimed to clarify these outcomes. METHODS:Centers participating in the International Radiosurgery Research Foundation were queried for CCM cases managed with SRS from October 2001 to February 2021. The primary outcome of interest was hemorrhage-free survival (HFS) with a secondary outcome of symptomatic adverse radiation events (AREs). Assessment of the association of prognostic factors with HFS was conducted via Kaplan-Meier analysis and log-rank test. Chi-square tests were conducted to assess potential factors associated with the incidence of AREs. RESULTS:Seventy-three patients were identified. The median patient age was 43.5 years (range 4.4-79.5 years). Fifty-nine (80.8%) patients had hemorrhage prior to SRS. The median treatment volume was 0.9 cm3 (range 0.07-10.1 cm3) with a median margin prescription dose (MPD) of 12 Gy (range 10-20 Gy). One-, 3-, 5-, and 10-year HFS were 93.0%, 89.9%, 89.9%, and 83.0%, respectively, with one hemorrhage-related death approximately 1 year after SRS and nearly 60% and 30% of patients having improvement or stability of symptoms, respectively. There was no correlation between lesion size or MPD and HFS. Seven (9.6%) patients experienced AREs (MPDs > 12 Gy in all cases). Lesion size > 1.0 cm3 was correlated with the incidence of an ARE (p = 0.019). Forty-two (93.3%) of 45 patients treated with an MPD ≤ 12 Gy experienced neither hemorrhage nor AREs following SRS versus 17 (60.7%) of 28 patients treated with an MPD > 12 Gy (p = 0.0006). CONCLUSIONS:SRS is a reasonable treatment strategy and confers clinical stability or improvement and hemorrhage avoidance in patients harboring CCMs of the basal ganglia or thalamus. An MPD of approximately 12 Gy is recommended for the management of CCM.
PMID: 38064704
ISSN: 1933-0693
CID: 5591552
Developing an Automated Registry (Autoregistry) of Spine Surgery Using Natural Language Processing and Health System Scale Databases
Cheung, Alexander T M; Kurland, David B; Neifert, Sean; Mandelberg, Nataniel; Nasir-Moin, Mustafa; Laufer, Ilya; Pacione, Donato; Lau, Darryl; Frempong-Boadu, Anthony K; Kondziolka, Douglas; Golfinos, John G; Oermann, Eric Karl
BACKGROUND AND OBJECTIVES/OBJECTIVE:Clinical registries are critical for modern surgery and underpin outcomes research, device monitoring, and trial development. However, existing approaches to registry construction are labor-intensive, costly, and prone to manual error. Natural language processing techniques combined with electronic health record (EHR) data sets can theoretically automate the construction and maintenance of registries. Our aim was to automate the generation of a spine surgery registry at an academic medical center using regular expression (regex) classifiers developed by neurosurgeons to combine domain expertise with interpretable algorithms. METHODS:We used a Hadoop data lake consisting of all the information generated by an academic medical center. Using this database and structured query language queries, we retrieved every operative note written in the department of neurosurgery since our transition to EHR. Notes were parsed using regex classifiers and compared with a random subset of 100 manually reviewed notes. RESULTS:A total of 31 502 operative cases were downloaded and processed using regex classifiers. The codebase required 5 days of development, 3 weeks of validation, and less than 1 hour for the software to generate the autoregistry. Regex classifiers had an average accuracy of 98.86% at identifying both spinal procedures and the relevant vertebral levels, and it correctly identified the entire list of defined surgical procedures in 89% of patients. We were able to identify patients who required additional operations within 30 days to monitor outcomes and quality metrics. CONCLUSION/CONCLUSIONS:This study demonstrates the feasibility of automatically generating a spine registry using the EHR and an interpretable, customizable natural language processing algorithm which may reduce pitfalls associated with manual registry development and facilitate rapid clinical research.
PMID: 37345933
ISSN: 1524-4040
CID: 5542832
Silent Corticotroph Staining Pituitary Neuroendocrine Tumors: Prognostic Significance in Radiosurgery
Maragkos, Georgios A; Mantziaris, Georgios; Pikis, Stylianos; Chytka, Tomas; Liscak, Roman; Peker, Selcuk; Samanci, Yavuz; Bindal, Shray K; Niranjan, Ajay; Lunsford, L Dade; Kaur, Rupinder; Madan, Renu; Tripathi, Manjul; Pangal, Dhiraj J; Strickland, Ben A; Zada, Gabriel; Langlois, Anne-Marie; Mathieu, David; Warnick, Ronald E; Patel, Samir; Minier, Zayda; Speckter, Herwin; Kondziolka, Douglas; Lee, Cheng-Chia; Vance, Mary Lee; Sheehan, Jason P
BACKGROUND AND OBJECTIVES:There is conflicting evidence on the significance of adrenocorticotrophic hormone (ACTH) staining in the prognosis of nonfunctioning pituitary neuroendocrine tumors (NFpitNETs). The objective of this study was to define the effect of ACTH immunostaining on clinical and radiographic outcomes of stereotactic radiosurgery (SRS) for NFpitNETs. METHODS:This retrospective, multicenter study included patients managed with SRS for NFpitNET residuals. The patients were divided into 2 cohorts: (1) silent corticotroph (SC) for NFpitNETs with positive ACTH immunostaining and (2) non-SC NFpitNETs. Rates of local tumor control and the incidence of post-treatment pituitary and neurological dysfunction were documented. Factors associated with radiological and clinical outcomes were also analyzed. RESULTS:The cohort included 535 patients from 14 centers with 84 (15.7%) patients harboring silent corticotroph NFpitNETs (SCs). At last follow-up, local tumor progression occurred in 11.9% of patients in the SC compared with 8.1% of patients in the non-SC cohort (P = .27). No statistically significant difference was noted in new-onset hypopituitarism rates (10.7% vs 15.4%, P = .25) or visual deficits (3.6% vs 1.1%, P = .088) between the 2 cohorts at last follow-up. When controlling for residual tumor volume, maximum dose, and patient age and sex, positive ACTH immunostaining did not have a significant correlation with local tumor progression (hazard ratio = 1.69, 95% CI = 0.8-3.61, P = .17). CONCLUSION:In contemporary radiosurgical practice with a single fraction dose of 8-25 Gy (median 15 Gy), ACTH immunostaining in NFpitNETs did not appear to confer a significantly reduced rate of local tumor control after SRS.
PMID: 37966247
ISSN: 1524-4040
CID: 5610172
A Century of Evolution in Spine Surgery Publications: A Bibliometric Analysis of the Field From 1900 to 2023
Kurland, David B; Cheung, Alexander T M; Kim, Nora C; Ashayeri, Kimberly; Hidalgo, Teresa; Frempong-Boadu, Anthony; Oermann, Eric Karl; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:Spine surgery has advanced in concert with our deeper understanding of its elements. Narrowly focused bibliometric analyses have been conducted previously, but never on the entire corpus of the field. Using big data and bibliometrics, we appraised the entire corpus of spine surgery publications to study the evolution of the specialty as a scholarly field since 1900. METHODS:We queried Web of Science for all contents from 13 major publications dedicated to spine surgery. We next queried by topic [topic = (spine OR spinal OR vertebrae OR vertebral OR intervertebral OR disc OR disk)]; these results were filtered to include articles published by 49 other publications that were manually determined to contain pertinent articles. Articles, along with their metadata, were exported. Statistical and bibliometric analyses were performed using the Bibliometrix R package and various Python packages. RESULTS:Eighty-five thousand five hundred articles from 62 journals and 134 707 unique authors were identified. The annual growth rate of publications was 2.78%, with a surge after 1980, concurrent with the growth of specialized journals. International coauthorship, absent before 1970, increased exponentially with the formation of influential spine study groups. Reference publication year spectroscopy allowed us to identify 200 articles that comprise the historical roots of modern spine surgery and each of its subdisciplines. We mapped the emergence of new topics and saw a recent lexical evolution toward outcomes- and patient-centric terms. Female and minority coauthorship has increased since 1990, but remains low, and disparities across major publications persist. CONCLUSION/CONCLUSIONS:The field of spine surgery was borne from pioneering individuals who published their findings in a variety of journals. The renaissance of spine surgery has been powered by international collaboration and is increasingly outcomes focused. While spine surgery is gradually becoming more diverse, there is a clear need for further promotion and outreach to under-represented populations.
PMID: 37610208
ISSN: 1524-4040
CID: 5883402
Low-Dose Radiosurgery for Brain Metastases in the Era of Modern Systemic Therapy
Alzate, Juan Diego; Mashiach, Elad; Berger, Assaf; Bernstein, Kenneth; Mullen, Reed; Nigris Vasconcellos, Fernando De; Qu, Tanxia; Silverman, Joshua S; Donahue, Bernadine R; Cooper, Benjamin T; Sulman, Erik P; Golfinos, John G; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:Dose selection for brain metastases stereotactic radiosurgery (SRS) classically has been based on tumor diameter with a reduction of dose in the settings of prior brain irradiation, larger tumor volumes, and critical brain location. However, retrospective series have shown local control rates to be suboptimal with reduced doses. We hypothesized that lower doses could be effective for specific tumor biologies with concomitant systemic therapies. This study aims to report the local control (LC) and toxicity when using low-dose SRS in the era of modern systemic therapy. METHODS:We reviewed 102 patients with 688 tumors managed between 2014 and 2021 who had low-margin dose radiosurgery, defined as ≤14 Gy. Tumor control was correlated with demographic, clinical, and dosimetric data. RESULTS:The main primary cancer types were lung in 48 (47.1%), breast in 31 (30.4%), melanoma in 8 (7.8%), and others in 15 patients (11.7%). The median tumor volume was 0.037cc (0.002-26.31 cm3), and the median margin dose was 14 Gy (range 10-14). The local failure (LF) cumulative incidence at 1 and 2 years was 6% and 12%, respectively. On competing risk regression analysis, larger volume, melanoma histology, and margin dose were predictors of LF. The 1-year and 2-year cumulative incidence of adverse radiation effects (ARE: an adverse imaging-defined response includes increased enhancement and peritumoral edema) was 0.8% and 2%. CONCLUSION/CONCLUSIONS:It is feasible to achieve acceptable LC in BMs with low-dose SRS. Volume, melanoma histology, and margin dose seem to be predictors for LF. The value of a low-dose approach may be in the management of patients with higher numbers of small or adjacent tumors with a history of whole brain radio therapy or multiple SRS sessions and in tumors in critical locations with the aim of LC and preservation of neurological function.
PMID: 37326435
ISSN: 1524-4040
CID: 5613932
Causes of Death in Patients With Brain Metastases
Schnurman, Zane; Mashiach, Elad; Link, Katherine E; Donahue, Bernadine; Sulman, Erik; Silverman, Joshua; Golfinos, John G; Oermann, Eric Karl; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:Advances in targeted therapies and wider application of stereotactic radiosurgery (SRS) have redefined outcomes of patients with brain metastases. Under modern treatment paradigms, there remains limited characterization of which aspects of disease drive demise and in what frequencies. This study aims to characterize the primary causes of terminal decline and evaluate differences in underlying intracranial tumor dynamics in patients with metastatic brain cancer. These fundamental details may help guide management, patient counseling, and research priorities. METHODS:Using NYUMets-Brain-the largest, longitudinal, real-world, open data set of patients with brain metastases-patients treated at New York University Langone Health between 2012 and 2021 with SRS were evaluated. A review of electronic health records allowed for the determination of a primary cause of death in patients who died during the study period. Causes were classified in mutually exclusive, but collectively exhaustive, categories. Multilevel models evaluated for differences in dynamics of intracranial tumors, including changes in volume and number. RESULTS:Of 439 patients with end-of-life data, 73.1% died secondary to systemic disease, 10.3% died secondary to central nervous system (CNS) disease, and 16.6% died because of other causes. CNS deaths were driven by acute increases in intracranial pressure (11%), development of focal neurological deficits (18%), treatment-resistant seizures (11%), and global decline driven by increased intracranial tumor burden (60%). Rate of influx of new intracranial tumors was almost twice as high in patients who died compared with those who survived (P < .001), but there was no difference in rates of volume change per intracranial tumor (P = .95). CONCLUSION/CONCLUSIONS:Most patients with brain metastases die secondary to systemic disease progression. For patients who die because of neurological disease, tumor dynamics and cause of death mechanisms indicate that the primary driver of decline for many may be unchecked systemic disease with unrelenting spread of new tumors to the CNS rather than failure of local growth control.
PMID: 37255296
ISSN: 1524-4040
CID: 5543262
Stereotactic Radiosurgery for Meningiomas in Children and Adolescents: An International Multi-Institutional Study
Samanci, Yavuz; Askeroglu, M Orbay; Nabeel, Ahmed M; Reda, Wael A; Tawadros, Sameh R; Abdelkarim, Khaled; El-Shehaby, Amr M N; Emad, Reem M; Legarreta, Andrew; Fernandes Cabral, David; Anand, Sharath; Niranjan, Ajay; Lunsford, L Dade; Tripathi, Manjul; Kumar, Narendra; Liščák, Roman; May, Jaromir; Lee, Cheng-Chia; Yang, Huai-Che; Martínez Moreno, Nuria; Martínez Álvarez, Roberto; Douri, Keiss; Mathieu, David; Pikis, Stylianos; Mantziaris, Georgios; Sheehan, Jason P; Bernstein, Kenneth; Kondziolka, Douglas; Peker, Selcuk
BACKGROUND AND OBJECTIVES/OBJECTIVE:Meningiomas in children are uncommon, with distinct characteristics that set them apart from their adult counterparts. The existing evidence for stereotactic radiosurgery (SRS) in this patient population is limited to only case series. The objective of this study was to evaluate the safety and efficacy of SRS in managing pediatric meningiomas. METHODS:Children and adolescents who had been treated for meningioma with single-fraction SRS were included in this retrospective, multicenter study. The assessment included local tumor control, any complications related to the tumor or SRS, and the emergence of new neurological deficits after SRS. RESULTS:The cohort included 57 patients (male-to-female ratio 1.6:1) with a mean age of 14.4 years who were managed with single-fraction SRS for 78 meningiomas. The median radiological and clinical follow-up periods were 69 months (range, 6-268) and 71 months (range, 6-268), respectively. At the last follow-up, tumor control (tumor stability and regression) was achieved in 69 (85.9%) tumors. Post-SRS, new neurological deficits occurred in 2 (3.5%) patients. Adverse radiation effects occurred in 5 (8.8%) patients. A de novo aneurysm was observed in a patient 69 months after SRS. CONCLUSION/CONCLUSIONS:SRS seems to be a safe and effective up-front or adjuvant treatment option for surgically inaccessible, recurrent, or residual pediatric meningiomas.
PMID: 37235980
ISSN: 1524-4040
CID: 5508672
Quantitative Analysis of Parenchymal Effects and Flow of Large Arteriovenous Malformations Managed With Stereotactic Radiosurgery
Alzate, Juan Diego; Mashiach, Elad; Bernstein, Kenneth; De Nigris Vasconcellos, Fernando; Qu, Tanxia; Silverman, Joshua S; Shapiro, Maksim; Nelson, Peter K; Raz, Eytan; Riina, Howard A; Kondziolka, Douglas
BACKGROUND AND OBJECTIVES/OBJECTIVE:Stereotactic radiosurgery (SRS) of larger arteriovenous malformations (AVM) is associated with an elevated incidence of adverse radiation effects (ARE). To date, volume-response and dose-response models have been used to predict such effects. To understand radiological outcomes and their hemodynamic effects on the regional brain. METHODS:A retrospective analysis was conducted at our institution using a prospective registry of patients managed between 2014 and 2020. We included patients with AVM with a nidus larger than 5 cc who received either single-session or volume-staged Gamma Knife radiosurgery. AVM volume changes, volumes of parenchymal response, and obliteration were analyzed and correlated with transit times and diameters of feeding arteries and draining veins. RESULTS:Sixteen patients underwent single-session SRS, and 9 patients underwent volume-staged SRS. The average AVM volume was 12.6 cc (5.5-23). The AVM locations were predominantly lobar (80%) and 17 (68%) were in critical locations. The mean margin dose was 17.2 Gy (15-21), and the median V12Gy was 25.5 cc. Fourteen (56%) AVMs had a transit time shorter than 1 second. The median vein-artery ratio (sum diameter of the veins/sum diameter of feeding arteries) was 1.63 (range, 0.60-4.19). Asymptomatic parenchymal effects were detected in 13 (52%) patients and were symptomatic in 4 (16%) patients. The median time to ARE was 12 months (95% CI 7.6-16.4). On univariate analysis, significant predictors of ARE were lower vein-artery ratio (P = .024), longer transit time (P = .05), higher mean dose (P = .028), and higher D95 (P = .036). CONCLUSION/CONCLUSIONS:Transit times and vessel diameters are valuable predictors of the subsequent parenchymal response after SRS. A more quantitative understanding of blood flow is critical for predicting the effects on the regional brain after AVM radiosurgery.
PMID: 37235978
ISSN: 1524-4040
CID: 5508662