首页|一种新的评估脑白质纤维形态变化的长度特征构建

一种新的评估脑白质纤维形态变化的长度特征构建

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基于弥散张量成像(DTI)数据可对全脑白质纤维进行三维呈现。当前对脑白质纤维的形态分析已用于研究在发育过程或病理情况下纤维形态的变化。本研究提出了一种新的逐脑白质纤维上点累加的欧氏空间距离表征其长度的特征,并进一步采用人类连接组计划(HCP)数据集中的50例样本从两个方面探究该特征稳定性。其一,不同纤维跟踪算法重建出的脑白质纤维对特征的影响;其二,同一种纤维跟踪算法下不同的脑白质纤维根数对特征的影响。纳入HCP数据集中的254例被试,运用该特征采用基于体素的分析(VBA)方式初步探究性别对脑白质纤维形态的影响。通过类内相关性系数(ICC)模型的计算发现,在两种纤维跟踪算法重建出的总体纤维长度比较接近的情况下,颅内绝大部分体素对应特征值的ICC在0。4以上。此外,同一种纤维跟踪算法下不同的脑白质纤维根数对特征的影响甚微,颅内体素对应特征值的ICC集中在0。8以上。性别对脑白质纤维长度影响的分析结果发现,相比于男性,女性在丘脑、穹窿、小脑中脚和苍白球区域的脑白质纤维长度特征值显著偏高;男性在右侧直回和右侧苍白球区域特征值显著高于女性。所提出的脑白质纤维长度特征丰富了脑白质纤维形态分析方法,可用于研究脑发育和脑相关的疾病。
Construction of a New Length Feature for Evaluating the Morphological Changes of Brain White Matter Fibers
Based on diffusion tensor imaging(DTI)data,whole brain white matter fibers can be presented in three dimensions.At present,morphological analysis of brain white matter fibers has been used to study the changes of fiber morphology in the development process or pathological conditions.In this study,we proposed a new feature to characterize the length of brain white matter fibers by calculating the euclidean space distance accumulated by points along the fiber,and further explored the stability of the feature from two aspects using 50 samples from the human connectome project(HCP)dataset.First,the influence of white matter fibers reconstructed by different fiber tracking algorithms on the feature.Second,under the same fiber tracking algorithm,the influence of different fiber numbers on the feature.Finally,254 subjects from the HCP dataset were included,and we used the feature to preliminarily explore the influence of gender on the morphology of brain white matter fibers by voxel-based analysis(VBA).Through the calculation of intra-class correlation coefficients(ICC)model,it was found that when the overall lengths of white matter fibers reconstructed by the two fiber tracking algorithms were relatively close,the ICCs of the corresponding feature values in most intracranial voxels were above 0.4.In addition,under the same fiber tracking algorithm,different numbers of white matter fibers had little influence on the feature,and the ICCs corresponding to the feature values of intracranial voxels were concentrated above 0.8.The analysis of the influence of gender on the morphology of white matter fibers in the brain showed that compared with males,the length feature values of brain white matter fibers in females were significantly higher in the thalamus,fornix,middle cerebellar peduncle and pallidum.Males had significantly higher feature values in the right rectus and the right pallidum than females.The length feature of brain white matter fibers proposed in this paper is expected to enrich analysis methods of brain white matter fiber morphology for uses in the studies of brain development and brain related diseases.

brain white matter fiberlength featurestabilitygender difference

董卫红、秦姣龙、倪黄晶、罗丹丹、吴烨、姚志剑、卢青

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东南大学生物科学与医学工程学院,南京 210096

南京理工大学计算机科学与工程学院,南京 210094

南京邮电大学计算机学院,南京 210023

南京邮电大学软件学院,南京 210023

南京邮电大学网络空间安全学院,南京 210023

南京医科大学附属脑科医院精神科,南京 210029

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脑白质纤维 长度特征 稳定性 性别差异

2024

中国生物医学工程学报
中国生物医学工程学会

中国生物医学工程学报

CSTPCD北大核心
影响因子:0.614
ISSN:0258-8021
年,卷(期):2024.43(2)