Kesler Shelli R, Noll Kyle, Cahill Daniel P, Rao Ganesh, Wefel Jeffrey S
Department of Neuro-Oncology, University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Unit 431, Houston, TX, 77030, USA.
Department of Neurosurgery, Massachusetts General Hospital, Harvard Neurosurgical Service, Boston, MA, USA.
J Neurooncol. 2017 Feb;131(3):565-574. doi: 10.1007/s11060-016-2328-1. Epub 2016 Nov 15.
Mutation of the IDH1 gene is associated with differences in malignant astrocytoma growth characteristics that impact phenotypic severity, including cognitive impairment. We previously demonstrated greater cognitive impairment in patients with IDH1 wild type tumor compared to those with IDH1 mutant, and therefore we hypothesized that brain network organization would be lower in patients with wild type tumors. Volumetric, T1-weighted MRI scans were obtained retrospectively from 35 patients with IDH1 mutant and 32 patients with wild type malignant astrocytoma (mean age = 45 ± 14 years) and used to extract individual level, gray matter connectomes. Graph theoretical analysis was then applied to measure efficiency and other connectome properties for each patient. Cognitive performance was categorized as impaired or not and random forest classification was used to explore factors associated with cognitive impairment. Patients with wild type tumor demonstrated significantly lower network efficiency in several medial frontal, posterior parietal and subcortical regions (p < 0.05, corrected for multiple comparisons). Patients with wild type tumor also demonstrated significantly higher incidence of cognitive impairment (p = 0.03). Random forest analysis indicated that network efficiency was inversely, though nonlinearly associated with cognitive impairment in both groups (p < 0.0001). Cognitive reserve appeared to mediate this relationship in patients with mutant tumor suggesting greater neuroplasticity and/or benefit from neuroprotective factors. Tumor volume was the greatest contributor to cognitive impairment in patients with wild type tumor, supporting our hypothesis that greater lesion momentum between grades may cause more disconnection of core neurocircuitry and consequently lower efficiency of information processing.
IDH1基因的突变与恶性星形细胞瘤生长特征的差异相关,这些差异会影响表型严重程度,包括认知障碍。我们之前证明,与IDH1突变型患者相比,IDH1野生型肿瘤患者的认知障碍更严重,因此我们推测野生型肿瘤患者的脑网络组织水平会更低。我们对35例IDH1突变型和32例野生型恶性星形细胞瘤患者(平均年龄 = 45 ± 14岁)的容积性T1加权MRI扫描进行了回顾性分析,并用于提取个体水平的灰质连接组。然后应用图论分析来测量每位患者的效率和其他连接组属性。将认知表现分为受损或未受损,并使用随机森林分类法来探索与认知障碍相关的因素。野生型肿瘤患者在几个内侧额叶、顶叶后部和皮质下区域的网络效率显著更低(p < 0.05,经多重比较校正)。野生型肿瘤患者的认知障碍发生率也显著更高(p = 0.03)。随机森林分析表明,两组患者的网络效率均与认知障碍呈负相关,尽管是非线性相关(p < 0.0001)。在突变型肿瘤患者中,认知储备似乎介导了这种关系,这表明其具有更大的神经可塑性和/或受益于神经保护因素。肿瘤体积是野生型肿瘤患者认知障碍的最大影响因素,支持了我们的假设,即不同级别之间更大的病变进展可能导致核心神经回路更多的断开连接,从而降低信息处理效率。