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基于图像的侵袭性指标可预测原发性胶质母细胞瘤对辅助替莫唑胺治疗的反应。

Image-based metric of invasiveness predicts response to adjuvant temozolomide for primary glioblastoma.

机构信息

Mathematical NeuroOncology Laboratory, Precision Neurotherapeutics Innovation Program, Mayo Clinic, Phoenix, Arizona, United States of America.

College of Literature, Science and the Arts, University of Michigan, Ann Arbor, Michigan, United States of America.

出版信息

PLoS One. 2020 Mar 27;15(3):e0230492. doi: 10.1371/journal.pone.0230492. eCollection 2020.

Abstract

BACKGROUND

Temozolomide (TMZ) has been the standard-of-care chemotherapy for glioblastoma (GBM) patients for more than a decade. Despite this long time in use, significant questions remain regarding how best to optimize TMZ therapy for individual patients. Understanding the relationship between TMZ response and factors such as number of adjuvant TMZ cycles, patient age, patient sex, and image-based tumor features, might help predict which GBM patients would benefit most from TMZ, particularly for those whose tumors lack O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation.

METHODS AND FINDINGS

Using a cohort of 90 newly-diagnosed GBM patients treated according to the standard of care, we examined the relationships between several patient and tumor characteristics and volumetric and survival outcomes during adjuvant chemotherapy. Volumetric changes in MR imaging abnormalities during adjuvant therapy were used to assess TMZ response. T1Gd volumetric response is associated with younger patient age, increased number of TMZ cycles, longer time to nadir volume, and decreased tumor invasiveness. Moreover, increased adjuvant TMZ cycles corresponded with improved volumetric response only among more nodular tumors, and this volumetric response was associated with improved survival outcomes. Finally, in a subcohort of patients with known MGMT methylation status, methylated tumors were more diffusely invasive than unmethylated tumors, suggesting the improved response in nodular tumors is not driven by a preponderance of MGMT methylated tumors.

CONCLUSIONS

Our finding that less diffusely invasive tumors are associated with greater volumetric response to TMZ suggests patients with these tumors may benefit from additional adjuvant TMZ cycles, even for those without MGMT methylation.

摘要

背景

替莫唑胺(TMZ)作为标准治疗方案已在胶质母细胞瘤(GBM)患者中使用了十余年。尽管应用时间较长,但对于如何为个体患者优化 TMZ 治疗仍存在诸多问题。了解 TMZ 反应与辅助 TMZ 周期数、患者年龄、患者性别和基于图像的肿瘤特征等因素之间的关系,可能有助于预测哪些 GBM 患者将从 TMZ 中获益最大,尤其是对于那些肿瘤缺乏 O6-甲基鸟嘌呤-DNA 甲基转移酶(MGMT)启动子甲基化的患者。

方法和发现

我们使用了一组 90 例新诊断的 GBM 患者,这些患者按照标准治疗进行了治疗,我们检查了几种患者和肿瘤特征与辅助化疗期间的体积和生存结果之间的关系。辅助治疗期间磁共振成像异常的体积变化用于评估 TMZ 反应。T1Gd 体积反应与患者年龄较小、TMZ 周期数增加、达到最低体积的时间延长和肿瘤侵袭性降低有关。此外,只有在结节状肿瘤中,增加辅助 TMZ 周期数才与更好的体积反应相关,并且这种体积反应与更好的生存结果相关。最后,在具有已知 MGMT 甲基化状态的患者亚组中,甲基化肿瘤比未甲基化肿瘤具有更强的弥漫性侵袭性,这表明结节状肿瘤中反应的改善不是由 MGMT 甲基化肿瘤占优势所驱动。

结论

我们发现侵袭性较弱的肿瘤与 TMZ 的体积反应更大相关,这表明这些肿瘤的患者可能受益于更多的辅助 TMZ 周期,即使对于那些没有 MGMT 甲基化的患者也是如此。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2513/7100932/b845467935cb/pone.0230492.g001.jpg

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