Neuro-oncology advances最新文献

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The landscape of immune checkpoint inhibitor clinical trials in glioblastoma: A systematic review. 胶质母细胞瘤免疫检查点抑制剂临床试验的现状:系统综述。
IF 3.7
Neuro-oncology advances Pub Date : 2024-11-12 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae174
Ethan Schonfeld, John Choi, Andrew Tran, Lily H Kim, Michael Lim
{"title":"The landscape of immune checkpoint inhibitor clinical trials in glioblastoma: A systematic review.","authors":"Ethan Schonfeld, John Choi, Andrew Tran, Lily H Kim, Michael Lim","doi":"10.1093/noajnl/vdae174","DOIUrl":"https://doi.org/10.1093/noajnl/vdae174","url":null,"abstract":"<p><strong>Background: </strong>Glioblastoma is characterized by rapid tumor growth and high invasiveness. The tumor microenvironment of glioblastoma is highly immunosuppressive with both intrinsic and adaptive resistance mechanisms that result in disease recurrence despite current immunotherapeutic strategies.</p><p><strong>Methods: </strong>In this systematic review of clinical trials involving immunotherapy for glioblastoma using ClinicalTrials.gov and PubMed databases from 2016 and onward, we explore immunotherapeutic modalities involving immune checkpoint blockade (ICB).</p><p><strong>Results: </strong>A total of 106 clinical trials were identified, 18 with clinical outcomes. ICB in glioblastoma has failed to improve overall survival compared to the current standard of care, including those therapies inhibiting multiple checkpoints. Among all immune checkpoint trials, targets included programmed cell death protein-1 (PD-1) (35/48), PD-L1 (12/48), cytotoxic T-lymphocyte-associated protein-4 (6/48), TIGIT (2/48), B7-H3 (2/48), and TIM-3 (1/48). Preliminary results from combination immunotherapies (32.1% of all trials) demonstrated improved treatment efficacy compared to monotherapy, specifically those combining checkpoint therapy with another immunotherapy modality.</p><p><strong>Conclusions: </strong>Clinical trials involving ICB strategies for glioblastoma have not demonstrated improved survival. Comparison of therapeutic efficacy across trials was limited due to heterogeneity in the study population and outcome operationalization. Standardization of future trials could facilitate comparison across immunotherapy modalities for robust meta-analysis. Current immunotherapy trials have shifted focus toward combination strategies; preliminary results suggest that they are more encouraging than mono-modality immunotherapies. Given the intrinsic heterogeneity of glioblastoma, the utilization of immune markers will be key for the development of future immunotherapy approaches.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae174"},"PeriodicalIF":3.7,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11555435/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
International symposium on inheritable central nervous system (CNS) cancer predisposition: A prologue. 遗传性中枢神经系统(CNS)癌症易感性国际研讨会:序言。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-29 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae163
Elaine R Mardis, Jonathan L Finlay
{"title":"International symposium on inheritable central nervous system (CNS) cancer predisposition: A prologue.","authors":"Elaine R Mardis, Jonathan L Finlay","doi":"10.1093/noajnl/vdae163","DOIUrl":"https://doi.org/10.1093/noajnl/vdae163","url":null,"abstract":"","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae163"},"PeriodicalIF":3.7,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11520734/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142549872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Non-small cell lung cancer with synchronous brain metastases: Identification of prognostic factors in a retrospective multicenter study (HOT 1701). 非小细胞肺癌同步脑转移:一项多中心回顾性研究(HOT 1701)的预后因素鉴定。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-05 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae168
Yoshihito Ohhara, Tetsuya Kojima, Osamu Honjo, Noriyuki Yamada, Toshitaka Sato, Hirofumi Takahashi, Kei Takamura, Taichi Takashina, Noriaki Sukoh, Hisashi Tanaka, Yasutaka Kawai, Yuka Fujita, Keiki Yokoo, Fumihiro Hommura, Toshiyuki Harada, Ryoichi Honda, Toraji Amano, Hirotoshi Dosaka-Akita, Satoshi Oizumi, Ichiro Kinoshita
{"title":"Non-small cell lung cancer with synchronous brain metastases: Identification of prognostic factors in a retrospective multicenter study (HOT 1701).","authors":"Yoshihito Ohhara, Tetsuya Kojima, Osamu Honjo, Noriyuki Yamada, Toshitaka Sato, Hirofumi Takahashi, Kei Takamura, Taichi Takashina, Noriaki Sukoh, Hisashi Tanaka, Yasutaka Kawai, Yuka Fujita, Keiki Yokoo, Fumihiro Hommura, Toshiyuki Harada, Ryoichi Honda, Toraji Amano, Hirotoshi Dosaka-Akita, Satoshi Oizumi, Ichiro Kinoshita","doi":"10.1093/noajnl/vdae168","DOIUrl":"10.1093/noajnl/vdae168","url":null,"abstract":"<p><strong>Background: </strong>Non-small-cell lung cancer (NSCLC) is associated with a high incidence of brain metastasis (BM), and the prognosis of patients with NSCLC and BM is poor. This study aimed to identify the prognostic factors and elucidate the survival rates of Japanese patients with NSCLC and BM at initial diagnosis.</p><p><strong>Methods: </strong>HOT 1701 is a retrospective multicenter study of patients with NSCLC and BM at initial diagnosis. The medical records of all consecutive patients diagnosed with advanced or recurrent NSCLC and BM at 14 institutions of the Hokkaido Lung Cancer Clinical Study Group Trial (HOT) in Japan were reviewed. The participants were categorized based on the presence or absence of driver mutations. The Kaplan-Meier method was used to estimate median overall survival (OS). Univariate and multivariate analyses were performed to identify prognostic factors in these patients.</p><p><strong>Results: </strong>Among 566 patients with NSCLC and BM, the median OS was 11.8 months. Patients with driver mutations survived longer than those without driver mutations. The univariate and multivariate analyses revealed 6 independent prognostic factors: age ≥65 years, poor performance status, T factor, absence of driver gene mutations, presence of extracranial metastases, and number of BM. According to the prognostic score based on these 6 factors, the patients were stratified into 3 risk groups: low-, intermediate-, and high-risk, with median OS of 27.8, 12.2, and 2.8 months, respectively.</p><p><strong>Conclusions: </strong>We developed a new prognostic model for patients with NSCLC and BM, which may help determine prognosis at diagnosis.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae168"},"PeriodicalIF":3.7,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11558066/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biological and prognostic relevance of epigenetic regulatory genes in high-grade gliomas. 高级胶质瘤中表观遗传调控基因的生物学和预后相关性。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae169
Sonikpreet Aulakh, Joanne Xiu, Andrew Hinton, Sourat Darabi, Michael J Demeure, Soma Sengupta, Santosh Kesari, David M Ashley, Ashley Love Sumrall, Michael J Glantz, David Spetzler
{"title":"Biological and prognostic relevance of epigenetic regulatory genes in high-grade gliomas.","authors":"Sonikpreet Aulakh, Joanne Xiu, Andrew Hinton, Sourat Darabi, Michael J Demeure, Soma Sengupta, Santosh Kesari, David M Ashley, Ashley Love Sumrall, Michael J Glantz, David Spetzler","doi":"10.1093/noajnl/vdae169","DOIUrl":"10.1093/noajnl/vdae169","url":null,"abstract":"<p><strong>Background: </strong>High-grade gliomas (HGGs) are the most aggressive type of gliomas and have the poorest outcomes. Chromatin remodeling (CR) genes have been implicated in multiple oncogenic pathways in numerous cancer types. In gliomagenesis, CR genes have been implicated in regulating the stemness of glioma cells, the tumor microenvironment (TME), and resistance to therapies.</p><p><strong>Methods: </strong>We performed molecular profiling of 4244 HGGs and evaluated associations of CR mutations with other cancer-related biomarkers, infiltration by immune cells, and immune gene expression. We also evaluated the association between CR mutations and survival in wild-type <i>IDH</i> HGG patients.</p><p><strong>Results: </strong>Nearly 10% of HGGs carry mutations in CR genes, with a higher prevalence (15%) in HGGs with <i>IDH</i> mutations. Analysis of cooccurrence with other biomarkers revealed that CR-mutated HGGs possess favorable genetic alterations which may have prognostic value. CR-mutated HGGs with wild-type <i>IDH</i> demonstrated colder TME and worse OS overall compared to the CR-wild-type HGGs.</p><p><strong>Conclusions: </strong>Our study reveals the prognostic effects of CR mutations in HGG and points to several biomarker candidates that could suggest sensitivity to emerging therapeutic strategies.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae169"},"PeriodicalIF":3.7,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11565242/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142649819","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of the pediatric neuro-oncology services assessment aid: An assessment tool for pediatric neuro-oncology service delivery capacity. 开发儿科神经肿瘤学服务评估辅助工具:儿科神经肿瘤学服务能力评估工具。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae171
Revathi Rajagopal, Rosdali Diaz Coronado, Syed Ahmer Hamid, Regina Navarro Martin Del Campo, Frederick Boop, Asim Bag, Alma Edith Benito Reséndiz, Vasudeva Bhat K, Danny Campos, Kenneth Chang, Ramona Cirt, Ludi Dhyani Rahmartani, Jen Chun Foo, Julieta Hoveyan, John T Lucas, Thandeka Ngcana, Rahat Ul Ain, Nuha Omran, Diana S Osorio, Bilal Mazhar Qureshi, Noah D Sabin, Ernestina Schandorf, Patrick Bankah, Mary-Ann Dadzie, Hafisatu Gbadamos, Hend Sharafeldin, Mahendra Somathilaka, Peiyi Yang, Yao Atteby Jean-Jacques, Anan Zhang, Zeena Salman, Miriam Gonzalez, Paola Friedrich, Carlos Rodriguez-Galindo, Ibrahim Qaddoumi, Daniel C Moreira
{"title":"Development of the pediatric neuro-oncology services assessment aid: An assessment tool for pediatric neuro-oncology service delivery capacity.","authors":"Revathi Rajagopal, Rosdali Diaz Coronado, Syed Ahmer Hamid, Regina Navarro Martin Del Campo, Frederick Boop, Asim Bag, Alma Edith Benito Reséndiz, Vasudeva Bhat K, Danny Campos, Kenneth Chang, Ramona Cirt, Ludi Dhyani Rahmartani, Jen Chun Foo, Julieta Hoveyan, John T Lucas, Thandeka Ngcana, Rahat Ul Ain, Nuha Omran, Diana S Osorio, Bilal Mazhar Qureshi, Noah D Sabin, Ernestina Schandorf, Patrick Bankah, Mary-Ann Dadzie, Hafisatu Gbadamos, Hend Sharafeldin, Mahendra Somathilaka, Peiyi Yang, Yao Atteby Jean-Jacques, Anan Zhang, Zeena Salman, Miriam Gonzalez, Paola Friedrich, Carlos Rodriguez-Galindo, Ibrahim Qaddoumi, Daniel C Moreira","doi":"10.1093/noajnl/vdae171","DOIUrl":"https://doi.org/10.1093/noajnl/vdae171","url":null,"abstract":"<p><strong>Background: </strong>To enhance the quality of care available for children with central nervous system (CNS) tumors across the world, a systematic evaluation of capacity is needed to identify gaps and prioritize interventions. To that end, we created the pediatric neuro-oncology (PNO) resource assessment aid (PANORAMA) tool.</p><p><strong>Methods: </strong>The development of PANORAMA encompassed 3 phases: operationalization, consensus building, and piloting. PANORAMA aimed to capture the elements of the PNO care continuum through domains with weighted assessments reflecting their importance. Responses were ordinally scored to reflect the level of satisfaction. PANORAMA was revised based on feedback at various phases to improve its relevance, usability, and clarity.</p><p><strong>Results: </strong>The operationalization phase identified 14 domains by using 252 questions. The consensus phase involved 15 experts (6 pediatric oncologists, 3 radiation oncologists, 2 neurosurgeons, 2 radiologists, and 2 pathologists). The consensus phase validated the identified domains, questions, and scoring methodology. The PANORAMA domains included national context, hospital infrastructure, organization and service integration, human resources, financing, laboratory, neurosurgery, diagnostic imaging, pathology, chemotherapy, radiotherapy, supportive care, and patient outcomes. PANORAMA was piloted at 13 institutions in 12 countries, representing diverse patient care contexts. Face validity was assessed by examining the correlation between the estimated score by respondents and calculated PANORAMA scores for each domain (<i>r</i> = 0.67, <i>P</i> < .0001).</p><p><strong>Conclusions: </strong>PANORAMA was developed through a systematic, collaborative approach, ensuring its relevance to evaluate core elements of PNO service capacity. Distribution of PANORAMA will enable quantitative service evaluations across institutions, facilitating benchmarking and the prioritization of interventions.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae171"},"PeriodicalIF":3.7,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11555432/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142635183","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of antibiotic drug use on outcome and therapy-related toxicity in patients with glioblastoma-A retrospective cohort study. 抗生素用药对胶质母细胞瘤患者预后和治疗相关毒性的影响--一项回顾性队列研究。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae170
Linda Götz, Tananeh Ansafi, Michael Gerken, Monika Klinkhammer-Schalke, Anna Fischl, Markus J Riemenschneider, Martin Proescholdt, Elisabeth Bumes, Oliver Kölbl, Nils Ole Schmidt, Ralf Linker, Peter Hau, Tareq M Haedenkamp
{"title":"Effect of antibiotic drug use on outcome and therapy-related toxicity in patients with glioblastoma-A retrospective cohort study.","authors":"Linda Götz, Tananeh Ansafi, Michael Gerken, Monika Klinkhammer-Schalke, Anna Fischl, Markus J Riemenschneider, Martin Proescholdt, Elisabeth Bumes, Oliver Kölbl, Nils Ole Schmidt, Ralf Linker, Peter Hau, Tareq M Haedenkamp","doi":"10.1093/noajnl/vdae170","DOIUrl":"10.1093/noajnl/vdae170","url":null,"abstract":"<p><strong>Background: </strong>Glioblastoma (GB) is the most frequent malignant brain tumor and has a dismal prognosis. In other cancers, antibiotic use has been associated with severity of chemotherapy-induced toxicity and outcome. We investigated if these mechanisms are also involved in GB.</p><p><strong>Methods: </strong>We selected a cohort of 78 GB patients who received combined radiochemotherapy. We investigated if exposure to prediagnostic antibiotic use is associated with clinical side effects and laboratory changes during adjuvant therapy as well as overall survival (OS) and progression-free survival (PFS) using chi-square test, binary logistic regression, Kaplan-Meyer analysis, and multivariable Cox regression.</p><p><strong>Results: </strong>Seventeen patients (21.8%) received at least one course of prediagnostic antibiotics and 61 (78.2%) received no antibiotics. We found a higher incidence of loss of appetite (23.5% vs. 4.9%; <i>P</i> = .018) and myelosuppression (41.2% vs. 18.0%; <i>P</i> = .045) in the antibiotic group. Multivariable logistic regression analysis revealed antibiotics to be a predictor for nausea (OR = 6.94, 95% CI: 1.09-44.30; <i>P</i> = .041) and myelosuppression (OR = 9.75, 95% CI: 1.55-61.18; <i>P</i> = .015). Furthermore, lymphocytopenia was more frequent in the antibiotic group (90.0% vs. 56.1%, <i>P</i> = .033). There were no significant differences in OS (<i>P</i> = .404) and PFS (<i>P</i> = .844). Multivariable Cox regression showed a trend toward shorter survival time (<i>P</i> = .089) in the antibiotic group.</p><p><strong>Conclusions: </strong>Our study suggests that antibiotic use affects symptoms and lab values in GB patients. Larger prospective studies are required to investigate if prediagnostic antibiotic use could be a prognostic factor in GB patients.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae170"},"PeriodicalIF":3.7,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11528512/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142570801","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction to: Effect of bevacizumab on refractory meningiomas: 3D volumetric growth rate versus response assessment in neuro-oncology criteria. 更正:贝伐单抗对难治性脑膜瘤的影响:三维体积生长率与神经肿瘤学标准中的反应评估。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae164
{"title":"Correction to: Effect of bevacizumab on refractory meningiomas: 3D volumetric growth rate versus response assessment in neuro-oncology criteria.","authors":"","doi":"10.1093/noajnl/vdae164","DOIUrl":"https://doi.org/10.1093/noajnl/vdae164","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.1093/noajnl/vdae128.].</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae164"},"PeriodicalIF":3.7,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11450400/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142383056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Empowering the next generation in neuro-oncology: Introduction of the EANO Career Boost Initiative. 培养神经肿瘤学的下一代:介绍 EANO 职业促进计划。
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-03 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae167
Philipp Lohmann, Johnny Duerinck, Matthijs van der Meulen, Dan Mitrea, Susan Short, Marjolein Geurts
{"title":"Empowering the next generation in neuro-oncology: Introduction of the EANO Career Boost Initiative.","authors":"Philipp Lohmann, Johnny Duerinck, Matthijs van der Meulen, Dan Mitrea, Susan Short, Marjolein Geurts","doi":"10.1093/noajnl/vdae167","DOIUrl":"https://doi.org/10.1093/noajnl/vdae167","url":null,"abstract":"","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae167"},"PeriodicalIF":3.7,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11497602/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142515558","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Distinction of pseudoprogression from true progression in glioblastomas using machine learning based on multiparametric magnetic resonance imaging and O6-methylguanine-methyltransferase promoter methylation status. 基于多参数磁共振成像和O6-甲基鸟嘌呤甲基转移酶启动子甲基化状态的机器学习区分胶质母细胞瘤的假性进展和真性进展
IF 3.7
Neuro-oncology advances Pub Date : 2024-10-03 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae159
Virendra Kumar Yadav, Suyash Mohan, Sumeet Agarwal, Laiz Laura de Godoy, Archith Rajan, MacLean P Nasrallah, Stephen J Bagley, Steven Brem, Laurie A Loevner, Harish Poptani, Anup Singh, Sanjeev Chawla
{"title":"Distinction of pseudoprogression from true progression in glioblastomas using machine learning based on multiparametric magnetic resonance imaging and O<sup>6</sup>-methylguanine-methyltransferase promoter methylation status.","authors":"Virendra Kumar Yadav, Suyash Mohan, Sumeet Agarwal, Laiz Laura de Godoy, Archith Rajan, MacLean P Nasrallah, Stephen J Bagley, Steven Brem, Laurie A Loevner, Harish Poptani, Anup Singh, Sanjeev Chawla","doi":"10.1093/noajnl/vdae159","DOIUrl":"10.1093/noajnl/vdae159","url":null,"abstract":"<p><strong>Background: </strong>It is imperative to differentiate true progression (TP) from pseudoprogression (PsP) in glioblastomas (GBMs). We sought to investigate the potential of physiologically sensitive quantitative parameters derived from diffusion and perfusion magnetic resonance imaging (MRI), and molecular signature combined with machine learning in distinguishing TP from PsP in GBMs in the present study.</p><p><strong>Methods: </strong>GBM patients (<i>n</i> = 93) exhibiting contrast-enhancing lesions within 6 months after completion of standard treatment underwent 3T MRI. Final data analyses were performed on 75 patients as O<sup>6</sup>-methylguanine-DNA-methyltransferase (MGMT) status was available only from these patients. Subsequently, patients were classified as TP (<i>n</i> = 55) or PsP (<i>n</i> = 20) based on histological features or mRANO criteria. Quantitative parameters were computed from contrast-enhancing regions of neoplasms. PsP datasets were artificially augmented to achieve balanced class distribution in 2 groups (TP and PsP). A random forest algorithm was applied to select the optimized features. The data were randomly split into training and testing subsets in an 8:2 ratio. To develop a robust prediction model in distinguishing TP from PsP, several machine-learning classifiers were employed. The cross-validation and receiver operating characteristic (ROC) curve analyses were performed to determine the diagnostic performance.</p><p><strong>Results: </strong>The quadratic support vector machine was found to be the best classifier in distinguishing TP from PsP with a training accuracy of 91%, cross-validation accuracy of 86%, and testing accuracy of 85%. Additionally, ROC analysis revealed an accuracy of 85%, sensitivity of 70%, and specificity of 100%.</p><p><strong>Conclusions: </strong>Machine learning using quantitative multiparametric MRI may be a promising approach to distinguishing TP from PsP in GBMs.</p>","PeriodicalId":94157,"journal":{"name":"Neuro-oncology advances","volume":"6 1","pages":"vdae159"},"PeriodicalIF":3.7,"publicationDate":"2024-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11535496/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142584923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A phase 1 dose escalation of pritumumab in patients with refractory or recurrent gliomas or brain metastases. 普利单抗治疗难治性或复发性胶质瘤或脑转移瘤患者的一期剂量升级研究。
IF 3.7
Neuro-oncology advances Pub Date : 2024-09-30 eCollection Date: 2024-01-01 DOI: 10.1093/noajnl/vdae166
Jose Carrillo, Jaya Mini Gill, Charles Redfern, Ivan Babic, Natsuko Nomura, Dhaval K Shah, Sean Carrick, Santosh Kesari
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