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Veviorskiy A, Mkrtchyan GV, Osipov AN, Izumchenko E, Ozerov IV, Aliper A, Zhavoronkov A, Scheibye-Knudsen M. Variability in radiotherapy outcomes across cancer types: a comparative study of glioblastoma multiforme and low-grade gliomas. Aging (Albany NY) 2025; 17:550-562. [PMID: 40015963 DOI: 10.18632/aging.206212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Accepted: 02/03/2025] [Indexed: 03/01/2025]
Abstract
Radiotherapy is a crucial treatment option for various cancers. However, the results of radiotherapy can vary widely across different cancer types and even among patients with the same type of cancer. This variability presents a major challenge in optimizing treatment strategies and improving patient survival. Here, we collected radiotherapy phenotype and expression data from 32 TCGA cancer datasets and performed overall survival analysis for 32 cancer types. Additionally, we conducted a signaling pathway enrichment analysis to identify key pathways involved in radiotherapy resistance and sensitivity. Our findings show that radiotherapy improves survival outcomes in certain cancer types, such as glioblasoma multiforme (GBM), while worsening outcomes in others, such as low-grade glioma (LGG). Next, we focused on exploring the differences in radiotherapy outcomes between GBM and LGG, focusing on the molecular mechanisms contributing to these variations. We identify differential regulation of pathways related to programmed cell death, DNA repair, telomere maintenance, chromosome condensation, antiviral responses, and interferon signaling between GBM and LGG patients perhaps explaining radiotherapy efficacy. A genetic analysis confirmed the importance of immune response and radiotherapy outcome for LGG patients. These insights underscore the importance of personalized treatment approaches and the need for further research to improve radiotherapy outcomes in cancer patients.
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Affiliation(s)
| | - Garik V Mkrtchyan
- Department of Cellular and Molecular Medicine, Center for Healthy Aging, University of Copenhagen, Denmark
| | | | - Evgeny Izumchenko
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL 60637, USA
| | - Ivan V Ozerov
- Department of Medicine, Section of Hematology and Oncology, University of Chicago, Chicago, IL 60637, USA
| | - Alex Aliper
- Insilico Medicine AI Limited, Abu Dhabi, UAE
| | - Alex Zhavoronkov
- Insilico Medicine AI Limited, Abu Dhabi, UAE
- Insilico Medicine Hong Kong Limited, Hong Kong Science and Technology Park, Hong Kong
- Insilico Medicine Canada Inc., René-Lévesque Blvd W, Montreal, Quebec H3B 4W8, Canada
- Buck Institute for Research on Aging, Novato, CA 94945, USA
| | - Morten Scheibye-Knudsen
- Department of Cellular and Molecular Medicine, Center for Healthy Aging, University of Copenhagen, Denmark
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2
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Batchu S, Diaz MJ, Kleinberg G, Lucke-Wold B. Spatial metabolic heterogeneity of oligodendrogliomas at single-cell resolution. Brain Tumor Pathol 2023; 40:101-108. [PMID: 37041322 DOI: 10.1007/s10014-023-00455-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Accepted: 03/07/2023] [Indexed: 04/13/2023]
Abstract
Oligodendrogliomas are a type of rare and incurable gliomas whose metabolic profiles have yet to be fully examined. The present study examined the spatial differences in metabolic landscapes underlying oligodendrogliomas and should provide unique insights into the metabolic characteristics of these uncommon tumors. Single-cell RNA-sequencing expression profiles from 4044 oligodendroglioma cells derived from tumors resected from four locations frontal, temporal, parietal, and frontotemporoinsular) and in which 1p/19q co-deletion and IDH1 or IDH2 mutations were confirmed were computationally analyzed through a robust workflow to elucidate relative differences in metabolic pathway activities among the different locations. Dimensionality reduction using metabolic expression profiles exhibited clustering corresponding to each location subgroup. From the 80 metabolic pathways examined, over 70 pathways had significantly different activity scores between location subgroups. Further analysis of metabolic heterogeneity suggests that mitochondrial oxidative phosphorylation accounts for considerable metabolic variation within the same locations. Steroid and fatty acid metabolism pathways were also found to be major contributors to heterogeneity. Oligodendrogliomas display distinct spatial metabolic differences in addition to intra-location metabolic heterogeneity.
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Affiliation(s)
- Sai Batchu
- Cooper Medical School, Rowan University, Camden, NJ, USA
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3
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Gupta S, Nawabi NL, Emani S, Medeiros L, Bernstock JD, Duvall J, Ng P, Smith TR, Wen PY, Reardon DA, Arnaout O. An expanded role for surgery in grade 3 1p/19q co-deleted oligodendroglioma. Neurooncol Adv 2023; 5:vdad046. [PMID: 37215951 PMCID: PMC10195195 DOI: 10.1093/noajnl/vdad046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/24/2023] Open
Abstract
Background Grade 3 1p/19q co-deleted oligodendroglioma is an uncommon primary CNS tumor with a high rate of progression and recurrence. This study examines the benefit of surgery after progression and identifies predictors of survival. Methods This is a single-institution retrospective cohort study of consecutive adult patients with anaplastic or grade 3 1p/19q co-deleted oligodendroglioma diagnosed between 2001 and 2020. Results Eighty patients with 1p/19q co-deleted grade 3 oligodendroglioma were included. The median age was 47 years (interquartile range 38-56) and 38.8% were women. All patients underwent surgery, including gross total resection (GTR) for 26.3% of patients, subtotal resection (STR) for 70.0% of patients, and biopsy for 3.8% of patients. Forty-three cases (53.8%) progressed at a median of 5.6 years, and the median overall survival (OS) was 14.1 years. Among 43 cases of progression or recurrence, 21 (48.8%) underwent another resection. Patients who underwent a second operation had improved OS (P = .041) and survival after progression/recurrence (P = .012), but similar time to subsequent progression as patients who did not have repeat surgery (P = .50). Predictors of mortality at initial diagnosis included a preoperative Karnofsky Performance Status (KPS) under 80 (hazard ratio [HR] 5.4; 95% CI 1.5-19.2), an STR or biopsy rather than GTR (HR 4.1; 95% CI 1.2-14.2), and a persistent postoperative neurologic deficit (HR 4.0; 95% CI 1.2-14.1). Conclusions Repeat surgery is associated with increased survival, but not time to subsequent progression for progressing or recurrent 1p/19q co-deleted grade 3 oligodendrogliomas recur. Mortality is associated with a preoperative KPS under 80, lack of GTR, and persistent postoperative neurologic deficits after the initial surgery.
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Affiliation(s)
- Saksham Gupta
- Corresponding Author: Saksham Gupta, MD, Department of Neurosurgery, Brigham and Women’s Hospital, 60 Fenwood Road, BTM 4, Boston, MA 02115, USA ()
| | | | - Siva Emani
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Lila Medeiros
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Joshua D Bernstock
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Julia Duvall
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Patrick Ng
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Timothy R Smith
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Patrick Y Wen
- Center for Neuro-Oncology, Dana-Farber Cancer Center, Brigham and Women’s Hospital, Boston, MA, USA
| | - David A Reardon
- Center for Neuro-Oncology, Dana-Farber Cancer Center, Brigham and Women’s Hospital, Boston, MA, USA
| | - Omar Arnaout
- Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
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Yahanda AT, Patel B, Shah AS, Cahill DP, Sutherland G, Honeycutt J, Jensen RL, Rich KM, Dowling JL, Limbrick DD, Dacey RG, Kim AH, Leuthardt EC, Dunn GP, Zipfel GJ, Leonard JR, Smyth MD, Shah MV, Abram SR, Evans J, Chicoine MR. Impact of Intraoperative Magnetic Resonance Imaging and Other Factors on Surgical Outcomes for Newly Diagnosed Grade II Astrocytomas and Oligodendrogliomas: A Multicenter Study. Neurosurgery 2020; 88:63-73. [DOI: 10.1093/neuros/nyaa320] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Accepted: 05/24/2020] [Indexed: 11/12/2022] Open
Abstract
Abstract
BACKGROUND
Few studies use large, multi-institutional patient cohorts to examine the role of intraoperative magnetic resonance imaging (iMRI) in the resection of grade II gliomas.
OBJECTIVE
To assess the impact of iMRI and other factors on overall survival (OS) and progression-free survival (PFS) for newly diagnosed grade II astrocytomas and oligodendrogliomas.
METHODS
Retrospective analyses of a multicenter database assessed the impact of patient-, treatment-, and tumor-related factors on OS and PFS.
RESULTS
A total of 232 resections (112 astrocytomas and 120 oligodendrogliomas) were analyzed. Oligodendrogliomas had longer OS (P < .001) and PFS (P = .01) than astrocytomas. Multivariate analyses demonstrated improved OS for gross total resection (GTR) vs subtotal resection (STR; P = .006, hazard ratio [HR]: .23) and near total resection (NTR; P = .02, HR: .64). GTR vs STR (P = .02, HR: .54), GTR vs NTR (P = .04, HR: .49), and iMRI use (P = .02, HR: .54) were associated with longer PFS. Frontal (P = .048, HR: 2.11) and occipital/parietal (P = .003, HR: 3.59) locations were associated with shorter PFS (vs temporal). Kaplan-Meier analyses showed longer OS with increasing extent of surgical resection (EOR) (P = .03) and 1p/19q gene deletions (P = .02). PFS improved with increasing EOR (P = .01), GTR vs NTR (P = .02), and resections above STR (P = .04). Factors influencing adjuvant treatment (35.3% of patients) included age (P = .002, odds ratio [OR]: 1.04) and EOR (P = .003, OR: .39) but not glioma subtype or location. Additional tumor resection after iMRI was performed in 105/159 (66%) iMRI cases, yielding GTR in 54.5% of these instances.
CONCLUSION
EOR is a major determinant of OS and PFS for patients with grade II astrocytomas and oligodendrogliomas. Intraoperative MRI may improve EOR and was associated with increased PFS.
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Affiliation(s)
- Alexander T Yahanda
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Bhuvic Patel
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Amar S Shah
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Daniel P Cahill
- Department of Neurological Surgery, Massachusetts General Hospital, Boston, Massachusetts
| | - Garnette Sutherland
- Department of Neurological Surgery, University of Calgary School of Medicine, Calgary, Canada
| | - John Honeycutt
- Department of Neurological Surgery, Cook Children's Medical Center, Fort Worth, Texas
| | - Randy L Jensen
- Department of Neurological Surgery, University of Utah School of Medicine, Salt Lake City, Utah
| | - Keith M Rich
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Joshua L Dowling
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - David D Limbrick
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Ralph G Dacey
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Albert H Kim
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Eric C Leuthardt
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Gavin P Dunn
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Gregory J Zipfel
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Jeffrey R Leonard
- Department of Neurological Surgery, Ohio State University College of Medicine, Columbus, Ohio
| | - Matthew D Smyth
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Mitesh V Shah
- Department of Neurological Surgery, Goodman Campbell Brain and Spine, Indianapolis, Indiana
| | - Steven R Abram
- Department of Neurological Surgery, St. Thomas Hospital, Nashville, Tennessee
| | - John Evans
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
| | - Michael R Chicoine
- Department of Neurosurgery, Washington University School of Medicine in St. Louis, St. Louis, Missouri
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Cayuela N, Jaramillo-Jiménez E, Càmara E, Majós C, Vidal N, Lucas A, Gil-Gil M, Graus F, Bruna J, Simó M. Cognitive and brain structural changes in long-term oligodendroglial tumor survivors. Neuro Oncol 2020; 21:1470-1479. [PMID: 31549152 DOI: 10.1093/neuonc/noz130] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND We identify cognitive impairment and MRI structural brain changes in long-term oligodendroglial tumor survivors treated with radiation therapy (RT) alone (21%) or with chemotherapy (CT) (79%). METHODS Oligodendroglial tumor patients (based on the World Health Organization [WHO] 2007 classification) who completed RT ± CT at least 2 years before the study initiation, were classified into 3 groups according to the time treatment was completed: Group 1 = 2-5 years (n = 22), Group 2 = 6-10 years (n = 13), and Group 3 >10 years (n = 13). All patients had a cross-sectional neuropsychological evaluation (n = 48) and a longitudinal volumetric analysis (gray matter [GM; n = 34]) between postsurgical and last follow-up MRI. White matter (WM) changes on MRI were assessed using a qualitative scale. RESULTS There were no differences regarding tumor or treatment-related characteristics between groups. Six of 22 patients (27.3%) in Group 1; 5/13 (38.5%) in Group 2; and 9/13 (69.2%) in Group 3 had cognitive impairment that was considered severe in 3/22 patients (13.6%) in Group 1; 4/13 (30.8%) in Group 2; and 6/13 (46.2%) in Group 3. Patients in Groups 2 and 3 showed significant GM atrophy and more leukoencephalopathy than Group 1. Cognitive deficits were associated with brain atrophy and WM changes. CONCLUSIONS Long-term oligodendroglial tumor survivors who underwent standard RT ± CT treatment, mainly >5 years of its completion, present cognitive impairment, especially on memory and executive functions, associated with late GM and WM damage, thus highlighting the need of developing future strategies in patients with oligodendroglial tumor and long expected survival.
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Affiliation(s)
- Nuria Cayuela
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain
| | | | - Estela Càmara
- Cognition and Brain Plasticity Group, IDIBELL, Barcelona, Spain
| | - Carles Majós
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain
| | - Noemi Vidal
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain
| | - Anna Lucas
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain
| | - Miguel Gil-Gil
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain
| | - Francesc Graus
- Department of Neurology, August Pi i Sunyer Biomedical Research Institute (IDIBAPS) Hospital Clínic, Barcelona, Spain
| | - Jordi Bruna
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain.,Institute of Neurosciences, Department of Cell Biology, Physiology, and Immunology, Autonomous University of Barcelona, Biomedical Research Networking Center on Neurodegenerative Diseases (CIBERNED), Bellaterra, Spain
| | - Marta Simó
- Neuro-Oncology Unit, Bellvitge University Hospital, Bellvitge Biomedical Research Institute-Catalan Institute of Oncology (IDIBELL) (Oncobell program), Barcelona, Spain.,Cognition and Brain Plasticity Group, IDIBELL, Barcelona, Spain
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Zhao YY, Chen SH, Hao Z, Zhu HX, Xing ZL, Li MH. A Nomogram for Predicting Individual Prognosis of Patients with Low-Grade Glioma. World Neurosurg 2019; 130:e605-e612. [DOI: 10.1016/j.wneu.2019.06.169] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 06/19/2019] [Accepted: 06/20/2019] [Indexed: 01/25/2023]
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