Department of Radiology, Qilu Hospital of Shandong University, Qilu Medical Imaging Institute of Shandong University, Jinan, China.
Department of Neurosurgery, Traditional Chinese Medicine Hospital of Muping District, Yantai, China.
CNS Neurosci Ther. 2024 Aug;30(8):e14901. doi: 10.1111/cns.14901.
It has been demonstrated that progressive supranuclear palsy (PSP) correlates with structural abnormalities in several distinct regions of the brain. However, whether there are changes in the morphological similarity network (MSN) and the relationship between changes in brain structure and gene expression remain largely unknown.
We used two independent cohorts (discovery dataset: PSP: 51, healthy controls (HC): 82; replication dataset: PSP: 53, HC: 55) for MSN analysis and comparing the longitudinal changes in the MSN of PSP. Then, we applied partial least squares regression to determine the relationships between changes in MSN and spatial transcriptional features and identified specific genes associated with MSN differences in PSP. We further investigated the biological processes enriched in PSP-associated genes and the cellular characteristics of these genes, and finally, we performed an exploratory analysis of the relationship between MSN changes and neurotransmitter receptors.
We found that the MSN in PSP patients was mainly decreased in the frontal and temporal cortex but increased in the occipital cortical region. This difference is replicable. In longitudinal studies, MSN differences are mainly manifested in the frontal and parietal regions. Furthermore, the expression pattern associated with MSN changes in PSP involves genes implicated in astrocytes and excitatory and inhibitory neurons and is functionally enriched in neuron-specific biological processes related to synaptic signaling. Finally, we found that the changes in MSN were mainly negatively correlated with the levels of serotonin, norepinephrine, and opioid receptors.
These results have enhanced our understanding of the microscale genetic and cellular mechanisms responsible for large-scale morphological abnormalities in PSP patients, suggesting potential targets for future therapeutic trials.
已经证实,进行性核上性麻痹(PSP)与大脑多个不同区域的结构异常相关。然而,脑形态相似性网络(MSN)是否存在变化以及脑结构变化与基因表达之间的关系在很大程度上仍然未知。
我们使用了两个独立的队列(发现数据集:PSP:51 例,健康对照组(HC):82 例;复制数据集:PSP:53 例,HC:55 例)进行 MSN 分析,并比较 PSP 患者 MSN 的纵向变化。然后,我们应用偏最小二乘回归来确定 MSN 变化与空间转录特征之间的关系,并确定与 PSP 中 MSN 差异相关的特定基因。我们进一步研究了 PSP 相关基因中富集的生物学过程和这些基因的细胞特征,最后,我们对 MSN 变化与神经递质受体之间的关系进行了探索性分析。
我们发现 PSP 患者的 MSN 主要在前额和颞叶皮质区域减少,但在枕叶皮质区域增加。这种差异是可复制的。在纵向研究中,MSN 的差异主要表现在额顶叶区域。此外,与 PSP 中 MSN 变化相关的表达模式涉及与星形胶质细胞和兴奋性及抑制性神经元相关的基因,并在与突触信号相关的神经元特异性生物学过程中具有功能富集。最后,我们发现 MSN 的变化主要与血清素、去甲肾上腺素和阿片受体的水平呈负相关。
这些结果增强了我们对 PSP 患者大尺度形态异常相关的微观遗传和细胞机制的理解,为未来的治疗试验提供了潜在的靶点。