Beijing Key Laboratory of Mental Disorders, National Clinical Research Center for Mental Disorders & National Center for Mental Disorders, Beijing Anding Hospital, Capital Medical University, 100088 Beijing, China; Advanced Innovation Center for Human Brain Protection, Capital Medical University, 100069 Beijing, China.
Department of Andrology, Xiyuan Hospital of China Academy of Chinese Medical Sciences, 100091 Beijng, China.
Neuroscience. 2023 Oct 1;529:54-61. doi: 10.1016/j.neuroscience.2023.08.015. Epub 2023 Aug 16.
It has been reported that individuals with psychogenic erectile dysfunction (pED) potentially suffer from cognitive declines. Despite that increasing neuroimaging studies have demonstrated abnormalities of cerebral structural changes in pED, the association between altered white matter (WM) structural network and cognitive impairments remains unclear. Hence, this study aimed to explore the relationship between WM structural network connectivity and cognitive performance in patients with pED. Forty pED patients and 33 healthy controls (HCs) were recruited to perform cognitive assessments, and diffusion tensor imaging scans. We firstly constructed the WM structural network and applied the machine learning method to identify the important features. Then, we examined group differences in cognitive assessments, WM structural network connectivity within the identified features, and associations between altered WM structural network connectivity and cognitive scores in pED patients. From 26,896 features of DTI data, 24 important features were identified by K-Nearest Neighbor classification with a satisfactory accuracy (78%). Compared with HCs, we found that pED patients showed higher fractional anisotropy (FA) values between left transverse temporal sulcus and left supramarginal gyrus, and lower FA values between left suborbital sulcus and left para-hippocampal part of the medial occipito-temporal gyrus in pED patients. Furthermore, the increased FA between left transverse temporal sulcus and left supramarginal gyrus was observed to be negatively associated with impaired delayed memory. Overall, our findings provide new insights into WM network alterations associated with impaired cognitive functions in pED, which may unravel the potential neural mechanisms underlying the cognitive impairments of pED patients.
据报道,精神性勃起功能障碍(pED)患者可能存在认知能力下降。尽管越来越多的神经影像学研究表明 pED 患者存在脑结构变化异常,但改变的白质(WM)结构网络与认知障碍之间的关联仍不清楚。因此,本研究旨在探讨 pED 患者 WM 结构网络连接与认知表现之间的关系。招募了 40 名 pED 患者和 33 名健康对照者(HCs)进行认知评估和弥散张量成像扫描。我们首先构建了 WM 结构网络,并应用机器学习方法来识别重要特征。然后,我们检查了认知评估、在识别特征内 WM 结构网络连接的组间差异,以及 pED 患者 WM 结构网络连接改变与认知评分之间的相关性。从 DTI 数据的 26896 个特征中,K-最近邻分类法识别出 24 个重要特征,准确率(78%)令人满意。与 HCs 相比,我们发现 pED 患者左侧横颞回与左侧缘上回之间的各向异性分数(FA)值升高,左侧眶下沟与左侧内侧枕颞叶旁海马部分之间的 FA 值降低。此外,左侧横颞回与左侧缘上回之间 FA 值的增加与延迟记忆受损呈负相关。总之,我们的研究结果提供了 WM 网络改变与 pED 认知功能障碍相关的新视角,这可能揭示了 pED 患者认知障碍的潜在神经机制。