Storey Katie, Leder Kevin, Hawkins-Daarud Andrea, Swanson Kristin, Ahmed Atique U, Rockne Russell C, Foo Jasmine
University of Minnesota Twin Cities, Minneapolis, MN.
Mayo Clinic, Phoenix, AZ.
JCO Clin Cancer Inform. 2019 Feb;3:1-12. doi: 10.1200/CCI.18.00062.
Tumor recurrence in glioblastoma multiforme (GBM) is often attributed to acquired resistance to the standard chemotherapeutic agent, temozolomide (TMZ). Promoter methylation of the DNA repair gene MGMT (O-methylguanine-DNA methyltransferase) has been associated with sensitivity to TMZ, whereas increased expression of MGMT has been associated with TMZ resistance. Clinical studies have observed a downward shift in MGMT methylation percentage from primary to recurrent stage tumors; however, the evolutionary processes that drive this shift and more generally the emergence and growth of TMZ-resistant tumor subpopulations are still poorly understood. Here, we develop a mathematical model, parameterized using clinical and experimental data, to investigate the role of MGMT methylation in TMZ resistance during the standard treatment regimen for GBM-surgery, chemotherapy, and radiation. We first found that the observed downward shift in MGMT promoter methylation status between detection and recurrence cannot be explained solely by evolutionary selection. Next, our model suggests that TMZ has an inhibitory effect on maintenance methylation of MGMT after cell division. Finally, incorporating this inhibitory effect, we study the optimal number of TMZ doses per adjuvant cycle for patients with GBM with high and low levels of MGMT methylation at diagnosis.
多形性胶质母细胞瘤(GBM)中的肿瘤复发通常归因于对标准化疗药物替莫唑胺(TMZ)产生获得性耐药。DNA修复基因MGMT(O-甲基鸟嘌呤-DNA甲基转移酶)的启动子甲基化与对TMZ的敏感性相关,而MGMT表达增加则与TMZ耐药相关。临床研究观察到从原发性肿瘤到复发性肿瘤阶段MGMT甲基化百分比呈下降趋势;然而,驱动这种变化以及更普遍地导致TMZ耐药肿瘤亚群出现和生长的进化过程仍知之甚少。在此,我们开发了一个数学模型,利用临床和实验数据进行参数化,以研究MGMT甲基化在GBM标准治疗方案(手术、化疗和放疗)期间对TMZ耐药性中的作用。我们首先发现,在检测和复发之间观察到的MGMT启动子甲基化状态的下降趋势不能仅通过进化选择来解释。其次,我们的模型表明,TMZ对细胞分裂后MGMT的维持甲基化具有抑制作用。最后,纳入这种抑制作用,我们研究了诊断时MGMT甲基化水平高和低的GBM患者每个辅助周期TMZ最佳给药剂量数。