Classification of patients with migraine and healthy subjects using gross brain volume changes

被引:0
|
作者
De Fonseka, Irushi [1 ]
Lawanya, Dewmi [1 ]
Amarasinghe, Dhilki [1 ]
Wijewickrama, Irusha [1 ]
Wishwanthi, Dineesha [1 ]
Fernando, Nikesha [1 ]
Senanayake, Gayani [2 ]
Pushpakumara, Saman [3 ]
Arachchi, Wasana Ediri [1 ,4 ]
机构
[1] Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
[2] Gen Sir John Kotelawala Def Univ, Univ Hosp, Dept Radiol, Ratmalana, Sri Lanka
[3] Gen Sir John Kotelawala Def Univ, Univ Hosp, Dept Neurol & Neurosurg, Ratmalana, Sri Lanka
[4] Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Kandawala Rd, Rathmalana 10390, Sri Lanka
来源
NEUROLOGY AND CLINICAL NEUROSCIENCE | 2024年 / 12卷 / 03期
关键词
classification; gross volume changes; magnetic resonance imaging; migraine; tensor-based morphometry; PATHOPHYSIOLOGY; MORPHOMETRY;
D O I
10.1111/ncn3.12797
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background and PurposeDespite reports of changes in gray matter and white matter in individuals with migraines, research on detecting whole-brain gross volume changes in migraines is very rare. Therefore, we aimed to investigate gross volume changes associated with migraine and test its potential in developing a neuroimaging biomarker for objective diagnosis of migraine.MethodologyIn this study, 45 patients with migraine and 46 healthy controls were scanned using a 3T MRI scanner, and 3D, T1-weighted brain MR images were obtained. First, Tensor-based morphometry and Voxel-based morphometry were performed using Computational Anatomy Toolbox (CAT 12) to compute gross volumes, gray matter volumes, white matter volumes, and cerebrospinal fluid volumes. Univariate analyses were performed using two-sample t-test and the results were corrected for multiple comparisons. Second, multivariate pattern analyses (MVPA) were conducted to classify the patients with migraine and healthy controls.ResultsReduced gross volumes in patients were detected in middle frontal gyrus, superior frontal gyrus, inferior temporal gyrus and middle temporal gyrus of right cerebrum, middle temporal gyrus and angular gyrus of the left cerebrum, cuneus, and left cerebellum. Reduced gray matter volumes were detected in superior frontal, right middle frontal, right inferior temporal, and right middle temporal. The results of MVPA indicated that gross volume changes can improve the classification accuracy (73.63%) than other structural metrics such as gray matter (70%), white matter (66.3%), and cerebrospinal fluid volumes (58.69%).ConclusionWe conclude that the gross volumetric alterations can serve as a better neuroimaging marker for the objective diagnosis of migraine.
引用
收藏
页码:187 / 194
页数:8
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