基于独立成分分析的锰暴露焊工脑动态功能连接网络研究OA
Independent component-based dynamic functional connectivity network analysis in manganese-exposed welders
目的 通过独立成分分析提取大脑动态功能连接网络(dynamic functional connectivity network,dFNC),并探讨锰暴露焊工脑网络功能连接强度及其时间特性的变化.材料与方法 本研究前瞻性纳入25名锰焊工与29名人口资料学与锰焊工相匹配的健康志愿者,两组均进行3.0 T静息态脑功能磁共振扫描.首先采用独立成分分析提取静态网络,同时采用滑动窗口法生成dFNC矩阵,使用K-means算法将其聚类到不同的动态状态中,并比较组间动态功能连接状态及其时间特性的差异,最后分析影像特征指标与锰焊工临床指标的相关性.结果 与对照组相比,锰焊工组在特定状态下表现出突显网络-执行控制网络、默认模式网络-语言网络及突显网络-默认模式网络之间的功能连接显著降低(t=-3.18、-3.31、-3.11,FDR校正,P<0.05).但两组间dFNC指标的差异无统计学意义(P>0.05).结论 与对照组相比,锰焊工的突显网络、执行控制网络与默认模式网络之间的动态功能连接显著降低,这为理解锰暴露的相关神经病理机制以及锰中毒早期诊疗提供了一定的参考价值.
Objective:To investigate alterations in dynamic functional connectivity network(dFNC)and its temporal properties among welders with occupational manganese(Mn)exposure.Materials and Methods:We conducted a study on 25 Mn-exposed welders and 29 healthy control group matched with welders.Both groups underwent resting-state functional magnetic resonance imaging(rs-fMRI)scan on a 3.0 T MRI scanner.Following standard preprocessing,group independent component analysis(ICA)was performed to identify resting-state networks.dFNC was computed using a sliding window correlation approach,and the resulting connectivity matrices were clustered into recurring brain states via the K-means algorithm.Group differences in state-specific dFNC patterns and temporal metrics were then evaluated.Furthermore,correlations between aberrant dFNC features and clinical indicators were examined in the welder group.Results:Compared with HCs,Mn-exposed welders showed significantly reduced dynamic functional connectivity between the salience network(SN)-executive control network(ECN),the default mode network(DMN)-language network(LAN),and the SN-DMN(t=-3.18、-3.31、-3.11,false discovery rate correction,P<0.05).However,no significant between-group differences were found in other dFNC features(P>0.05).Conclusions:The dFNC between the SN,ECN and DMN of Mn-exposed welders were significantly reduced,which provided evidence value for understanding the neuropathological mechanisms related to Mn overexposure and early prevention of Mn poisoning.
茹旭颖;吴佳昱;范思佳;孙梦雪;曹艺馨;高明;邬小平
延安大学,延安 716000||西安交通大学附属西安市中心医院放射科,西安 710003西安交通大学附属西安市中心医院放射科,西安 710003延安大学,延安 716000||西安交通大学附属西安市中心医院放射科,西安 710003延安大学,延安 716000||西安交通大学附属西安市中心医院放射科,西安 710003延安大学,延安 716000||西安交通大学附属西安市中心医院放射科,西安 710003西安交通大学附属西安市中心医院放射科,西安 710003西安交通大学附属西安市中心医院放射科,西安 710003
医药卫生
锰暴露磁共振成像独立成分分析动态功能连接脑网络
manganese exposuremagnetic resonance imagingindependent component analysisdynamic functional connectivitybrain network
《磁共振成像》 2026 (4)
41-46,61,7
陕西省重点研发计划项目(编号:2023-YBSF-673)陕西省自然科学基金项目(编号:2023-JC-QN-0841)西安市科技计划项目(编号:23YXYJ0004、23YXYJ0078)西安市英才计划项目(编号:XAYC240059)西安市卫生健康委员会科研项目(编号:2026qn04)Shaanxi Provincial Key R&D Program(No.2023-YBSF-673)Shaanxi Provincial Natural Science Foundation for Youths of China(No.2023-JC-QN-0841)Xi'an Science and Technology Plan Project(No.23YXYJ0004,23YXYJ0078)Talent Program of Xi'an(No.XAYC240059)Xi'an Health Commission Science Foundation(No.2026qn04).
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