School of Education and Psychology, University of Navarra, 31009, Pamplona, Spain.
Department of Medical Physiology and Biophysics, Instituto de Biomedicina de Sevilla (IBiS), HUVR/CSIC/Universidad de Sevilla/CIBERSAM, ISCIII, 41013, Sevilla, Spain.
Sci Rep. 2024 Mar 7;14(1):5646. doi: 10.1038/s41598-024-55130-5.
Brain tumour microstructure is potentially predictive of changes following treatment to cognitive functions subserved by the functional networks in which they are embedded. To test this hypothesis, intra-tumoural microstructure was quantified from diffusion-weighted MRI to identify which tumour subregions (if any) had a greater impact on participants' cognitive recovery after surgical resection. Additionally, we studied the role of tumour microstructure in the functional interaction between the tumour and the rest of the brain. Sixteen patients (22-56 years, 7 females) with brain tumours located in or near speech-eloquent areas of the brain were included in the analyses. Two different approaches were adopted for tumour segmentation from a multishell diffusion MRI acquisition: the first used a two-dimensional four group partition of feature space, whilst the second used data-driven clustering with Gaussian mixture modelling. For each approach, we assessed the capability of tumour microstructure to predict participants' cognitive outcomes after surgery and the strength of association between the BOLD signal of individual tumour subregions and the global BOLD signal. With both methodologies, the volumes of partially overlapped subregions within the tumour significantly predicted cognitive decline in verbal skills after surgery. We also found that these particular subregions were among those that showed greater functional interaction with the unaffected cortex. Our results indicate that tumour microstructure measured by MRI multishell diffusion is associated with cognitive recovery after surgery.
脑肿瘤的微观结构可能可以预测其治疗后对功能网络所服务的认知功能的变化,这些功能网络嵌入在肿瘤中。为了验证这一假设,我们从扩散加权 MRI 中量化了肿瘤内的微观结构,以确定肿瘤的哪些亚区(如果有的话)对手术后患者的认知恢复有更大的影响。此外,我们还研究了肿瘤微观结构在肿瘤与大脑其他部位之间的功能相互作用中的作用。16 名(22-56 岁,7 名女性)脑肿瘤患者被纳入了位于或靠近语言功能区的脑肿瘤分析。从多壳扩散 MRI 采集数据中采用了两种不同的肿瘤分割方法:第一种方法使用二维四组特征空间分区,第二种方法使用高斯混合模型的基于数据的聚类。对于每种方法,我们评估了肿瘤微观结构预测手术后患者认知结果的能力,以及个体肿瘤亚区的 BOLD 信号与整体 BOLD 信号之间的关联强度。在这两种方法中,肿瘤内部分重叠亚区的体积显著预测了手术后言语技能的认知下降。我们还发现,这些特定的亚区与未受影响的皮层之间存在更强的功能相互作用。我们的研究结果表明,MRI 多壳扩散测量的肿瘤微观结构与手术后的认知恢复有关。