Classification of patients with migraine and healthy subjects using gross brain volume changes
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作者:
De Fonseka, Irushi
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
De Fonseka, Irushi
[1
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Lawanya, Dewmi
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Lawanya, Dewmi
[1
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Amarasinghe, Dhilki
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Amarasinghe, Dhilki
[1
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Wijewickrama, Irusha
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Wijewickrama, Irusha
[1
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Wishwanthi, Dineesha
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Wishwanthi, Dineesha
[1
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Fernando, Nikesha
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Fernando, Nikesha
[1
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Senanayake, Gayani
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机构:
Gen Sir John Kotelawala Def Univ, Univ Hosp, Dept Radiol, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Senanayake, Gayani
[2
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Pushpakumara, Saman
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机构:
Gen Sir John Kotelawala Def Univ, Univ Hosp, Dept Neurol & Neurosurg, Ratmalana, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Pushpakumara, Saman
[3
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Arachchi, Wasana Ediri
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Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
Gen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Kandawala Rd, Rathmalana 10390, Sri LankaGen Sir John Kotelawala Def Univ, Fac Allied Hlth Sci, Dept Radiog & Radiotherapy, Ratmalana, Sri Lanka
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
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.
机构:
Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R China
Chen, Xiao-Yan
Chen, Zhi-Ye
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Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Radiol, Beijing, Peoples R China
Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Hainan Hosp, Dept Radiol, Sanya, Hainan, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R China
Chen, Zhi-Ye
Dong, Zhao
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Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R China
Dong, Zhao
Liu, Meng-Qi
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Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Radiol, Beijing, Peoples R China
Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Hainan Hosp, Dept Radiol, Sanya, Hainan, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R China
Liu, Meng-Qi
Yu, Sheng-Yuan
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Chinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Med Ctr 1, Dept Neurol, Beijing, Peoples R China
机构:
Department of Neurology, First Medical Center of Chinese PLA General HospitalDepartment of Neurology, First Medical Center of Chinese PLA General Hospital
Xiao-Yan Chen
Zhi-Ye Chen
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Department of Radiology, First Medical Center of Chinese PLA General Hospital
Department of Radiology, Hainan Hospital of First Medical Center of Chinese PLA General HospitalDepartment of Neurology, First Medical Center of Chinese PLA General Hospital
Zhi-Ye Chen
Zhao Dong
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Department of Neurology, First Medical Center of Chinese PLA General HospitalDepartment of Neurology, First Medical Center of Chinese PLA General Hospital
Zhao Dong
Meng-Qi Liu
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Department of Radiology, First Medical Center of Chinese PLA General Hospital
Department of Radiology, Hainan Hospital of First Medical Center of Chinese PLA General HospitalDepartment of Neurology, First Medical Center of Chinese PLA General Hospital
Meng-Qi Liu
Sheng-Yuan Yu
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Department of Neurology, First Medical Center of Chinese PLA General HospitalDepartment of Neurology, First Medical Center of Chinese PLA General Hospital
机构:
Toyama Univ, Dept Neuropsychiat, Toyama 930, Japan
Tokyo Metropolitan Matsuzawa Hosp, Dept Psychiat, Tokyo, Japan
Tokyo Inst Psychiat, Tokyo, JapanToyama Univ, Dept Neuropsychiat, Toyama 930, Japan
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Tokyo Metropolitan Matsuzawa Hosp, Dept Psychiat, Tokyo, Japan
Univ Tokyo, Dept Neuropsychiat, Grad Sch Med, Tokyo, JapanToyama Univ, Dept Neuropsychiat, Toyama 930, Japan
机构:
Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Univ Toyama, Res Ctr Idling Brain Sci, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Sasabayashi, Daiki
Takayanagi, Yoichiro
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Arisawabashi Hosp, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Takayanagi, Yoichiro
Kobayashi, Haruko
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Univ Toyama, Res Ctr Idling Brain Sci, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Kobayashi, Haruko
Torigoe, Misako
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Univ Toyama, Res Ctr Idling Brain Sci, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Torigoe, Misako
Sakamoto, Kazumi
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Sakamoto, Kazumi
Yuasa, Yusuke
论文数: 0引用数: 0
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Univ Toyama, Res Ctr Idling Brain Sci, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Yuasa, Yusuke
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Tsujii, Noa
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Noguchi, Kyo
Suzuki, Michio
论文数: 0引用数: 0
h-index: 0
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Univ Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan
Univ Toyama, Res Ctr Idling Brain Sci, Toyama, JapanUniv Toyama, Grad Sch Med & Pharmaceut Sci, Dept Neuropsychiat, Toyama, Japan