Interaction of Developmental Venous Anomalies with Resting-State Functional MRI Measures

被引:4
|
作者
Sundermann, B. [1 ,2 ,3 ]
Pfleiderer, B. [2 ,3 ]
Minnerup, H. [4 ]
Berger, K. [4 ]
Douaud, G. [1 ]
机构
[1] Univ Oxford, Nuffield Dept Clin Neurosci, Wellcome Ctr Integrat Neuroimaging, Oxford Ctr Funct MRI Brain FMRIB, Oxford, England
[2] Univ Munster, Inst Clin Radiol, Med Fac, Albert Schweitzer Campus 1, D-48149 Munster, Germany
[3] Univ Hosp Munster, Albert Schweitzer Campus 1, D-48149 Munster, Germany
[4] Univ Munster, Dept Epidemiol & Social Med, Munster, Germany
基金
英国医学研究理事会;
关键词
INDEPENDENT COMPONENT ANALYSIS; INCIDENTAL FINDINGS; ARTIFACT REMOVAL; BRAIN MRI; FMRI; CLASSIFICATION; PERFUSION; ROBUST; NOISE; ABNORMALITIES;
D O I
10.3174/ajnr.A5847
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BACKGROUND AND PURPOSE: Functional MR imaging of the brain, used for both clinical and neuroscientific applications, relies on measuring fluctuations in blood oxygenation. Such measurements are susceptible to noise of vascular origin. The purpose of this study was to assess whether developmental venous anomalies, which are frequently observed normal variants, can bias fMRI measures by appearing as true neural signal. MATERIALS AND METHODS: Large developmental venous anomalies (1 in each of 14 participants) were identified from a large neuroimaging cohort (n = 814). Resting-state fMRI data were decomposed using independent component analysis, a data-driven technique that creates distinct component maps representing aspects of either structured noise or true neural activity. We searched all independent components for maps that exhibited a spatial distribution of their signals following the topography of developmental venous anomalies. RESULTS: Of the 14 developmental venous anomalies identified, 10 were clearly present in 17 fMRI independent components in total. While 9 (52.9%) of these 17 independent components were dominated by venous contributions and 2 (11.8%) by motion artifacts, 2 independent components (11.8%) showed partial neural signal contributions and 5 independent components (29.4%) unambiguously exhibited typical neural signal patterns. CONCLUSIONS: Developmental venous anomalies can strongly resemble neural signal as measured by fMRI. They are thus a potential source of bias in fMRI analyses, especially when present in the cortex. This could impede interpretation of local activity in patients, such as in presurgical mapping. In scientific studies with large samples, developmental venous anomaly confounds could be mainly addressed using independent component analysis-based denoising.
引用
收藏
页码:2326 / 2331
页数:6
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