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Singh, Olivia

Mayo Clinic

University Health Network

Citations 8

Establishing the Utility of Deep Learning for H&E-Based Meningioma Molecular Classification and Outcome Prediction
Landry, Alex, Nassiri, Farshad, Yefet, Leeor S. , Lalchungnunga, H., Wang, Justin Z, Chloe, Gui, Ajisebutu, Andrew, Patil, Vikas, Wei, Qingxia , Singh, Olivia, Sosa, Julio , Ma, Shihao , Wang, B. Q., Raghunathan, Aditya, Gao, Andrew, Ruppin, Eytan, Aldape, Kenneth, Zadeh, Gelareh, Gao, Andrew , Landry, Alexander , Nassiri, Farshad , Lalchungnunga, H. , Shulman, Eldad David , Ellenbogen, Yosef , Gui, Chloe , Patil, Vikas, Liu, Jeff , Singh, Olivia , Mansouri, Sheila , Raghunathan, Aditya , Ruppin, Eytan

Journal of Neurological Surgery Part B: Skull Base | February 27, 2026 | Volume: 87 | Issue: No issue available | Pages: No page available

10.1055/s-0046-1818691 Get It

Single-cell transcriptomic profiling of malignant peripheral nerve sheath tumors
Chloe, Gui, Bunda, Severa, Li, Mira , Singh, Olivia, Zadeh, Gelareh, Suppiah, Suganth , Gui, Chloe , Gui, Chloe , Singh, Olivia , Zadeh, Gelareh

Neuro-Oncology Advances | November 27, 2025 | Volume: 8 | Issue: Supplement_1 | Pages: i43-i50

10.1093/noajnl/vdaf243 Get It

Abstract Malignant peripheral nerve sheath tumors (MPNSTs) are aggressive sarcomas arising from Schwann cells and characterized by marked cellular and molecular heterogeneity. Although bulk multi-omic studies have provided valuable insights into MPNST biology, recent advances in single-cell profiling have deepened our understanding of the tumor microenvironment and molecular mechanisms underlying malignant transformation. Single cell analyses have revealed distinct Schwann cell-like, malignant neural crest-like, immune, and stromal cellular subpopulations within MPNSTs and their precursor lesions. Comparative profiling of MPNSTs, neurofibromas, and atypical neurofibromatous neoplasms of uncertain biologic potential, suggest that MPNST progression involves Schwann cell dedifferentiation into a more primitive, stem-like state. In this review, we summarize key discoveries from single-cell characterization studies, and discuss how these findings illuminate MPNST tumorigenesis, cellular plasticity, and potential therapeutic vulnerabilities.
A framework for using DNA methylation-based modelling for the clinical management of cranial meningioma
Landry, Alexander , Wang, Justin Z. , Patil, Vikas, Ajisebutu, Andrew, Gui, Chloe , Yefet, Leeor, Mamatjan, Yasin , Wei, Qingxia , Singh, Olivia, Mansouri, Sheila , Ehret, Felix , Capper, David , Cohen-Gadol, Aaron A, Behling, Felix , Sloan, Andrew E. , Chambless, Lola B. , Makarenko, Serge , Yip, Stephen , Tsang, Derek S. , Gao, Andrew , Aldape, Kenneth , Nassiri, Farshad , Zadeh, Gelareh , Santarius, Thomas , Selman, Warren R., Couce, Marta , Wen, Patrick Y. , Walbert, Tobias , Felicella, Michelle M. , Brodie, Chaya , Snyder, James P., Saladino, Andrea , Schichor, Christian , Tonn, Jörg‐Christian, Goldbrunner, Roland , Timmer, Marco , Schimdt, Nils Ole, Jenkinson, Michael D. , Millward, Christopher P. , Islim, Abdurrahman I. , Fl, Behling, Santacroce, Antonio , Schittenhelm, Jens , Raleigh, David R. , Butowski, Nicholas , Westphal, Manfred , Lamszus, Katrin , Mawrin, Christian , Kurz, Sylvia C. , Zada, Gabriel , Yip, Stephen, Zherebitskiy, Viktor, Hnenny, Luke, Dunn, Ian F. , Moliterno, Jennifer , McDermott, Michael , Vogelbaum, Michael A. , Aldape, Kenneth, Alkividias, Tzannis, Short, Susan , Bos, Eelke M. , Dincer, Alper , Paßlack, Peter, Ehret, Felix, Lopez, Clara, Arvaniti, Christina , Benjamin, Carolina , Jackson, Christina , Jeyaretna, Sanjeeva, Scartoni, Daniele , Amelio, Dante , Ivanidze, Jana , Kien, Duong Trung, Millareschavez, Miguel, AlThgafi, Malak, LeRhun, Emilie, Smee, Robert, Muirhead, William , Molina, Eric Suero, Julius, Vitowanu, Chen, J., Mrugała, Maciej M. , Castro, Ana Valeria , Mamatjan, Yasin , Capper, David , Tatagiba, Marcos , Barnholtz-Sloan, Jill S , Yip, Stephen , Aldape, Kenneth , Zadeh, Gelareh , Short, Susan C , Yefet, Leeor S. , Ellenbogen, Yosef , Liu, Jeff , Singh, Olivia , Tabatabai, Ghazaleh , Tatagiba, Marcos , Barnholtz‐Sloan, Jill S. , Mansouri, Alireza , Brastianos, Priscilla K. , Shih, Helen A. , Bi, Wenya Linda , Huang, Raymond Y. , Wen, Patrick Yung , Lee, Ian , Malta, Tathiane Maistro , Castro, Ana Valéria , Noushmehr, Houtan , DiMeco, Francesco , Pollo, Bianca , Kaufmann, Timothy J. , Lachance, Daniel Honore , Giannini, Caterina , Galanis, Evanthia , Raghunathan, Aditya , Hanemann, C. Oliver , Au, Karolyn , Galldiks, Norbert , Herold‐Mende, Christel C. , Sahm, Felix , Jungk, Christine , Jungwirth, Gerhard , Deimling, Andreas von , Drummond, Katharine Jann , Morokoff, Andrew P. , Renovanz, Mirjam , Fougère, Christian la , Perry, Arie , Ricklefs, Franz , Horbinski, Craig , Ng, Ho‐Keung , Snuderl, Matija , Sulman, Erik P. , Cohen‐Gadol, Aaron , Javadpour, Mohsen , Fountain, Daniel Mark , Mathiesen, Tiit Illimar , Pathmanaban, Omar Nathan , Boutros, Paul C. , Fountas, Konstantinos N. , Walsh, Kyle M. , Carvalho, Bruno , Maas, Sybren L. N. , Deng, Maximilian Y. , Mehta, Minesh P. , Odia, Yazmín , Everson, Richard G. , Balogun, James , Calabrese, Evan , Karschnia, Philipp , Teske, Nico , Fariselli, Laura , Greve, Tobias , Ivan, Michael E , Palmer, Joshua D. , Ostrom, Quinn T. , Youngblood, Mark W. , Emerson, Sam, Weller, Michael , Martínez-Pérez, Rafael , Mukherjee, Raj, Cervio, Andrés , Turner, Clinton P. , Chen, Jiawei, Karmur, Brij S. , Neth, Bryan J.

Neuro-Oncology | November 15, 2025 | Volume: 28 | Issue: 2 | Pages: 430-439

10.1093/neuonc/noaf237 Get It

Abstract Background DNA methylation profiling can be used to robustly predict postsurgical outcomes and response to radiotherapy (RT) for meningioma patients. To allow for seamless integration of these complementary models into clinical practice, a practical framework is needed. Methods We leveraged a cohort of nearly 2000 surgically-treated meningiomas with DNA methylation profiling and clinical outcomes data. Existing methylation-based prediction models were dichotomized to yield four risk groups: low and high recurrent risk, each with RT sensitive and resistant subgroups. Risk groups were correlated with progression-free survival in the context of existing biomarkers including extent of resection and WHO grade. Results We first demonstrated that all risk groups benefit from gross total resection. All “high-risk, RT sensitive” tumors (n = 306, 15.7%) also benefited from adjuvant RT: after GTR, median PFS increased from 4.68 (4.13-9.48) years to not reached (P = .003); after subtotal resection (STR), from 2.12 (1.59-3.02) to 4.09 (3.41-not reached) years (P = .004). “Low-risk, RT sensitive cases” (n = 1207, 61.8%) also benefited from RT after STR (median PFS 7.39 (6.66-12.8) vs. 16.53 (10.35-not reached) years, P = .03), suggesting that RT be considered in these patients. Neither “low-risk RT resistant” (n = 84, 4.3%) nor “high-risk RT resistant” (n = 356, 18.2%) cases benefited from RT, and the latter group was associated with universally poor outcomes. Conclusions We identify methylation-defined risk groups of meningioma for which additional benefit is gained from adjuvant RT, leading to a clinical decision-making framework for straightforward integration of molecular models into clinical practice.
TMOD-26. EGFRvIII overexpression and loss of mouse specific CDKN2A in glial cells leads to spontaneous gliomagenesis in a novel mouse model
Singh, Olivia, Li, Mira , Ali, Hafsah, Wei, Qingxia , Patil, Vikas , Aldape, Kenneth , Gao, Andrew , Zadeh, Gelareh , Singh, Olivia , Voisin, Mathew , Karimi, Shirin , Wilson, Mark, Agnihotri, Sameer

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v479-v479

10.1093/neuonc/noaf201.1900 Get It

Abstract A new mouse model for the classical subtype of human glioblastoma (GBM) has been bred using Cre-mediated EGFRvIII overexpression and homozygous p19-ARF deletion, the mouse homolog of human p14ARF/CDKN2A, in GFAP expressing cells. Transgenic mice develop intraparenchymal and/or leptomeningeal brain lesions with some spinal cord invasion as early as 1 month old and 95% of mice die by 6 months due to hydrocephalus and/or paralysis. Mice with high grade tumors have worse survival and similar features to human classical GBM such as necrosis, high levels of mitosis and infiltration of tumor cells into normal brain. Immunohistochemical analysis confirms EGFRvIII overexpression and p19-ARF loss in Cre-expressing cells, along with patchy positive GFAP and high proliferation by Ki67. Bulk RNA sequencing reveals GEC3 tumors cluster closely with human classical GBM and have significant upregulation of downstream markers in the JAK/STAT and P13K/AKT pathways. Adherent and neurosphere primary culture of dissociated tumors indicate that tumor cells maintain EGFRvIII expression in culture and generate xenograft tumors by 3 weeks after intracranial injections into NODSCID mice. Xenograft tumors are reminiscent of the primary tumor, with similar histopathological features and immunohistochemical staining. Our spontaneous glioma model is a powerful tool for future studies focused on the role of the immune microenvironment on glioma recurrence and resistance.
BIOM-31. PLASMA CELL-FREE DNA METHYLOME PREDICTS RESPONSE TO COMBINED PARP AND IMMUNE CHECKPOINT INHIBITION IN IDH-MUTANT GLIOMA
Landry, Alexander , Wang, Justin Z. , Yefet, Leeor S. , Ajisebutu, Andrew, Persaud, Phooja, Singh, Olivia, Gui, Chloe , Mason, Warren, Nassiri, Farshad , Chen, Eric X. , Zadeh, Gelareh, Ellenbogen, Yosef , Wang, Kevin Y. X. , Patil, Vikas S. , Liu, Jeff , Voisin, Mathew , Zuccato, Jeffrey , Singh, Olivia

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v31-v31

10.1093/neuonc/noaf201.0119 Get It

Abstract INTRODUCTION Recurrent IDH-mutant gliomas pose a significant therapeutic challenge, with limited treatment options following progression after standard therapy. Combining PARP inhibitors with immune checkpoint blockade has been proposed as a synergistic strategy in IDH-mutant high-grade gliomas, leveraging vulnerabilities in homologous recombination repair and increased PD-L1 expression following PARP inhibition. OBJECTIVE This phase II trial (NCT03991832) evaluated the combination of the PARP inhibitor olaparib and the PD-L1 inhibitor durvalumab in patients with recurrent IDH-mutant glioma. We also investigated the potential of the plasma tumor methylome as a non-invasive biomarker of treatment response. METHODS Twenty-nine patients (median age 40.5 years; 41% female) were enrolled between January 2020 and February 2023. All patients received olaparib (300 mg twice daily) and durvalumab (1,500 mg IV every four weeks) until radiographic or clinical progression. Plasma samples were collected at baseline and monthly, and cell-free methylated DNA immunoprecipitation sequencing (cfMeDIP-seq) was performed. RESULTS The objective response rate was 10%, and median overall survival was 9.3 months. Longitudinal cfMeDIP-seq profiling enabled development of a circulating methylome classifier that accurately distinguished responders from non-responders. Integration with matched tumor transcriptomic and methylation data revealed enrichment of immune and DNA repair pathways in responders. Whole-exome sequencing identified no consistent mutational correlates. Spatial transcriptomic analysis demonstrated a more interactive, immune-rich tumor microenvironment and reduced malignant cell state diversity in responders. CONCLUSION This study supports the safety of combined PARP and PD-L1 blockade in recurrent IDH-mutant glioma and highlights the plasma methylome as a promising non-invasive biomarker of therapeutic response.
BIOM-113. TERT EXPRESSION IN MENINGIOMAS PREDICTS PROGRESSION-FREE SURVIVAL INDEPENDENT OF TERT PROMOTER MUTATION
Gui, Chloe , Wang, Justin , Landry, Alexander , Singh, Olivia, Aldape, Kenneth , Behling, Felix , Ajisebutu, Andrew, Patel, Zeel , Yakubov, Rebeca, Kaloti, Ramneet, Wilson, C. W. , Tatagiba, Marcos, Sloan, Andrew E. , Chambless, Lola B. , Gao, Andrew , Chotai, Silky , Makarenko, Serge , Yip, Stephen, Nassiri, Farshad , Zadeh, Gelareh, Patil, Vikas S. , Singh, Olivia , Castelo‐Branco, Pedro , Tabori, Uri , Barnholtz‐Sloan, Jill S. , Horbinski, Craig , Tabatabai, Ghazaleh , Liu, Jeff , Ellenbogen, Yosef , Wilson, Christopher, Cohen‐Gadol, Aaron , Holland, Eric C.

Neuro-Oncology | November 11, 2025 | Volume: 27 | Issue: Supplement_5 | Pages: v51-v51

10.1093/neuonc/noaf201.0201 Get It

Abstract INTRODUCTION While TERT promoter mutation (TPM) has been established as a marker of clinically aggressive meningiomas, this alteration is rare and found in less than 5% of all cases. However, a larger subset of meningiomas may exhibit aberrant TERT expression in the absence of TPMs. This study investigated the effect of TERT gene expression on clinical outcome in meningioma patients. METHODS Clinical and molecular data were retrospectively collected on 1241 meningiomas, split into a Toronto discovery cohort and a multi-institutional validation cohort. Sanger sequencing and bulk RNA sequencing were used to determine TPM status and TERT gene expression. The effect of TERT expression on progression-free survival (PFS) was assessed using Kaplan-Meier and Cox regression analysis. RESULTS While meningiomas with TPM showed expectedly higher TERT gene expression compared to wildtype (TP-WT) cases (p<0.0001), TERT expression was still detected in 28.7% (157/547) of TP-WT meningiomas. Meningiomas with TERT expression showed significantly worse PFS compared to meningiomas without any TERT expression. In fact, WHO grade 1 meningiomas with TERT expression had PFS outcomes resembling WHO grade 2 meningiomas lacking TERT expression (p=0.59). In turn, WHO grade 2 meningiomas with TERT expression had clinical outcomes similar to WHO grade 3 meningiomas without TERT expression (p=0.42). Furthermore, the proportion of meningiomas expressing TERT as well as overall TERT expression levels increased with increasing WHO grade. Multivariable analysis showed that TERT expression was significantly associated with worse PFS even when controlling for other known predictors of clinical outcome including TPM, CDKN2A/B loss, 1p/22q status and WHO grade (HR 1.85 [95% CI 1.33-2.57], p=0.00024). CONCLUSION TERT expression is a novel independent biomarker of outcome for meningiomas identifiable in up to one-third of cases that may be utilized to reclassify tumours to a higher WHO grade.
Assessment of molecular tools in pediatric, adolescent, and young adult meningioma highlights the need for lifespan precision in neuro-oncology
Yefet, Leeor, Landry, Alexander , Wang, Justin Z. , Patil, Vikas , Gui, Chloe , Ajisebutu, Andrew, Ellenbogen, Yosef , Mamatjan, Yasin , Yakubov, Rebecca, Kaloti, Ramneet, Persaud, Phooja, Wei, Qingxia , Singh, Olivia, Mansouri, Sheila , Bunda, Severa, Tatagiba, Marcos, Behling, Felix , Sloan, Andrew E. , Chotai, Silky , Chambless, Lola B. , Makarenko, Serge , Yip, Stephen, Tsang, Derek S. , Aldape, Kenneth, Gao, Andrew , Nassiri, Farshad , Zadeh, Gelareh , Gui, Chloe , Ellenbogen, Yosef , Mamatjan, Yasin , Tatagiba, Marcos , Barnholtz-Sloan, Jill S , Aldape, Kenneth , Yefet, Leeor S. , Liu, Jeff , Singh, Olivia , Cohen‐Gadol, Aaron , Tabatabai, Ghazaleh , Barnholtz‐Sloan, Jill S. , Mansouri, Alireza , Agnihotri, Sameer

Neuro-Oncology | November 6, 2025 | Volume: 28 | Issue: 3 | Pages: 765-775

10.1093/neuonc/noaf252 Get It

Abstract Background Adolescent and young adult (AYA) patients remain underrepresented in neuro-oncology research. Despite being the second most common primary brain tumor in this population, meningiomas have not been studied using age-specific molecular analyses. DNA methylation-based classification and prognostic tools have transformed meningioma care. This study aimed to evaluate the performance of these tools across age groups. Methods We analyzed 1,568 meningiomas with DNA methylation and clinical data, including 18 pediatric patients (<15 years), 195 AYA patients (15-39 years), and 1,355 adult patients (>39 years). Pediatric and AYA (P/AYA) tumors were combined and compared with adult tumors. The performance of established molecular classifiers and recurrence predictors, as well as differences in chromosomal copy number alterations were compared across age groups. Results While histologic grading was comparable between cohorts, P/AYA tumors displayed significantly fewer aggressive molecular groups and lower frequencies of chromosomal arm losses, including 1p, 6q, and 14q. The adult-trained recurrence predictor failed in the P/AYA population (AUC 0.57), despite similar score distributions. Retraining the model on an age-specific cohort using an identical analytic framework improved performance (AUC 0.79) and enabled effective stratification of progression-free survival (P = 0.00054). Importantly, 1p loss retained prognostic significance within the P/AYA group, supporting its clinical utility. Conclusions Molecular tools developed in adult-dominant cohorts do not generalize to younger patients due to both biological divergence and exclusion from model development. These findings underscore the need for age-specific molecular frameworks and highlight the imperative of including P/AYA populations in precision neuro-oncology research to ensure lifespan-equitable care.