Brain structural changes in lifelong premature ejaculation patients: insights from multivariate and neurotransmitter analyses.

IF 3.3 3区 医学 Q1 UROLOGY & NEPHROLOGY
Jiarui Yuan, Pinxiao Wang, Jianyong Feng, Yiwei Liu, Zhuoxi Zhang, Yanzhu Wang, Ming Gao, Junjun Gao
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引用次数: 0

Abstract

Background: Lifelong premature ejaculation (PE) is one of the most commonly reported male sexual dysfunctions, previous studies of lifelong PE-related brain structures used univariate analysis and showed inconsistent results.

Aim: To explore the structural abnormalities and the potential neurotransmitter profile alterations in lifelong PE patients.

Methods: Based on T1-weighted anatomical data derived from 47 lifelong PE patients and 34 healthy controls (HCs), gray matter volume (GMV) maps were decomposed into independent components (ICs) by source-based morphometry technique to investigate the abnormal brain structure between groups. Shapley Additive exPlanations (SHAP) analysis was applied to assess the importance of the identified imaging features. Then, spatial association analyses were applied to explore possible relationships between GMV abnormalities and neurotransmitter profiles.

Outcomes: Study outcomes included GMV by two sample t test between groups, spatial correlation between identified components and neurotransmitter profiles, and the importance of the identified imaging features in SHAP analysis.

Results: GMV abnormalities were mainly located in the default mode network, prefrontal cortex and temporal lobe in lifelong PE. The SHAP analysis revealed that GMV components of IC22, IC25, and IC1 constitute the most critical features for classification prediction. Moreover, GMV abnormalities were correlated with the serotoninergic, dopaminergic, gamma-aminobutric acid, glutamatergic, and noradrenergic systems.

Clinical implications: These findings help to better understanding the underlying pathological mechanisms of lifelong PE and provide a basis for formulating targeted treatment strategies in the future.

Strengths & limitations: This study demonstrated the structure-neurotransmitter associations of lifelong PE by combining multivariate analysis with neurotransmitter profiles. Moreover, SHAP interpretability analysis was used to ensure model accountability in machine learning. The sample size of our study was relatively small. To enhance generalizability, larger-scale cohorts and independent validation datasets will be collected in the future.

Conclusions: These findings provided further evidence of GMV abnormalities in lifelong PE relevant to self-referential information processing and ejaculatory inhibition controlling.

终身早泄患者的脑结构改变:来自多变量和神经递质分析的见解。
背景:终身早泄(PE)是最常见的男性性功能障碍之一,以往对终身早泄相关脑结构的研究采用单变量分析,结果不一致。目的:探讨终身PE患者的结构异常及潜在的神经递质谱改变。方法:基于47例终身PE患者和34例健康对照(hc)的t1加权解剖数据,采用基于源的形态测量技术将脑灰质体积(GMV)图分解为独立分量(ICs),研究组间脑结构异常。应用Shapley加性解释(SHAP)分析来评估所识别的成像特征的重要性。然后,应用空间关联分析来探索GMV异常与神经递质谱之间可能的关系。结果:研究结果包括组间双样本t检验的GMV,识别成分与神经递质谱的空间相关性,以及识别的影像学特征在SHAP分析中的重要性。结果:终身PE的GMV异常主要位于默认模式网络、前额叶皮层和颞叶。SHAP分析显示,IC22、IC25和IC1的GMV分量构成了分类预测的最关键特征。此外,GMV异常与血清素能、多巴胺能、γ -氨基丁酸、谷氨酸能和去甲肾上腺素能系统相关。临床意义:这些发现有助于更好地理解终身PE的潜在病理机制,并为未来制定有针对性的治疗策略提供基础。优势与局限性:本研究通过结合多变量分析和神经递质谱,证明了终身PE的结构-神经递质相关性。此外,使用SHAP可解释性分析来确保机器学习中的模型可问责性。我们研究的样本量相对较小。为了提高通用性,未来将收集更大规模的队列和独立验证数据集。结论:本研究结果进一步证明终身PE患者GMV异常与自我参照信息加工和射精抑制控制有关。
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来源期刊
Journal of Sexual Medicine
Journal of Sexual Medicine 医学-泌尿学与肾脏学
CiteScore
6.20
自引率
5.70%
发文量
826
审稿时长
2-4 weeks
期刊介绍: The Journal of Sexual Medicine publishes multidisciplinary basic science and clinical research to define and understand the scientific basis of male, female, and couples sexual function and dysfunction. As an official journal of the International Society for Sexual Medicine and the International Society for the Study of Women''s Sexual Health, it provides healthcare professionals in sexual medicine with essential educational content and promotes the exchange of scientific information generated from experimental and clinical research. The Journal of Sexual Medicine includes basic science and clinical research studies in the psychologic and biologic aspects of male, female, and couples sexual function and dysfunction, and highlights new observations and research, results with innovative treatments and all other topics relevant to clinical sexual medicine. The objective of The Journal of Sexual Medicine is to serve as an interdisciplinary forum to integrate the exchange among disciplines concerned with the whole field of human sexuality. The journal accomplishes this objective by publishing original articles, as well as other scientific and educational documents that support the mission of the International Society for Sexual Medicine.
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