高血压患者静息状态功能连接性变化的改良差异度检验。

IF 2.4 3区 医学 Q3 NEUROSCIENCES
Brain connectivity Pub Date : 2023-11-01 Epub Date: 2023-09-29 DOI:10.1089/brain.2023.0001
William D Reeves, Ishfaque Ahmed, Brooke S Jackson, Wenwu Sun, Michelle L Brown, Celestine F Williams, Catherine L Davis, Jennifer E McDowell, Nathan E Yanasak, Shaoyong Su, Qun Zhao
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引用次数: 0

摘要

引言:高血压影响着全世界超过10亿人,神经影像学的应用可能会阐明这种疾病带来的变化。我们应用图论方法来检查高血压和血压正常参与者之间静息状态功能性磁共振成像(rs-fMRI)数据的组织差异。为了检测这些群体差异,我们使用改进的差异程度检验(DDT)进行了统计检验。方法:从52名参与者(29名高血压患者和23名血压正常的参与者)中收集结构和rs fMRI数据。功能连接图是通过参与者的fMRI数据的部分相关分析获得的。我们修改了DDT零生成算法,并通过不同的模拟方案验证了这种变化,然后将这种修改后的DDT应用于我们的实验数据。结果:通过比较分析,与基础滴滴涕相比,改良滴滴涕显示出更高的真阳性率(TPR),同时在几乎所有分析阈值试验中,假阳性率也保持在5%的标称值以下。将改良的DDT应用于我们的rs fMRI数据显示,高血压组在整个大脑区域(包括默认模式网络)的组织存在差异。这些实验结果与以前的研究一致。结论:虽然我们的发现与以前的研究一致,但所提供的实验结果需要更多的研究来证明它们与高血压的联系。同时,我们对DDT的修改提高了准确性,并增强了辨别rs fMRI数据组间差异的能力。我们期望这在未来的研究中对研究群体组织差异有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Characterization of Resting-State Functional Connectivity Changes in Hypertension by a Modified Difference Degree Test.

Introduction: Hypertension affects over a billion people worldwide, and the application of neuroimaging may elucidate changes brought about by the disease. We have applied a graph theory approach to examine the organizational differences in resting-state functional magnetic resonance imaging (rs-fMRI) data between hypertensive and normotensive participants. To detect these groupwise differences, we performed statistical testing using a modified difference degree test (DDT). Methods: Structural and rs-fMRI data were collected from a cohort of 52 total (29 hypertensive and 23 normotensive) participants. Functional connectivity maps were obtained by partial correlation analysis of participant rs-fMRI data. We modified the DDT null generation algorithm and validated the change through different simulation schemes and then applied this modified DDT to our experimental data. Results: Through a comparative analysis, the modified DDT showed higher true positivity rates (TPR) when compared with the base DDT while also maintaining false positivity rates below the nominal value of 5% in nearly all analytically thresholded trials. Applying the modified DDT to our rs-fMRI data showed differential organization in the hypertension group in the regions throughout the brain including the default mode network. These experimental findings agree with previous studies. Conclusions: While our findings agree with previous studies, the experimental results presented require more investigation to prove their link to hypertension. Meanwhile, our modification to the DDT results in higher accuracy and an increased ability to discern groupwise differences in rs-fMRI data. We expect this to be useful in studying groupwise organizational differences in future studies.

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来源期刊
Brain connectivity
Brain connectivity Neuroscience-General Neuroscience
CiteScore
4.80
自引率
0.00%
发文量
80
期刊介绍: Brain Connectivity provides groundbreaking findings in the rapidly advancing field of connectivity research at the systems and network levels. The Journal disseminates information on brain mapping, modeling, novel research techniques, new imaging modalities, preclinical animal studies, and the translation of research discoveries from the laboratory to the clinic. This essential journal fosters the application of basic biological discoveries and contributes to the development of novel diagnostic and therapeutic interventions to recognize and treat a broad range of neurodegenerative and psychiatric disorders such as: Alzheimer’s disease, attention-deficit hyperactivity disorder, posttraumatic stress disorder, epilepsy, traumatic brain injury, stroke, dementia, and depression.
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