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A multifeature machine learning and resting-state EEG study reveals differences in beta oscillation in late-life depression with or without mild cognitive impairment.

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Title: A multifeature machine learning and resting-state EEG study reveals differences in beta oscillation in late-life depression with or without mild cognitive impairment.
Authors: Tian S; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Lin G; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Zeng Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Wang Q; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Lin Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Yao K; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Wang Z; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Xiao Z; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Chen J; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Zheng Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Tan H; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Wu Z; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Yang M; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Xu D; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Li X; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Lao J; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Liang S; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Chen Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Liu Q; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Li J; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Gan Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Zeng M; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China., Chen B; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. chenbenpielo@sina.com., Ning Y; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. ningjeny@126.com.; Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, Guangzhou Medical University, Guangzhou, China. ningjeny@126.com., Zhong X; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. lovlaugh@163.com.; Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, Guangzhou Medical University, Guangzhou, China. lovlaugh@163.com.
Source: BMC psychiatry [BMC Psychiatry] 2026 May 07; Vol. 26 (1). Date of Electronic Publication: 2026 May 07.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968559 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-244X (Electronic) Linking ISSN: 1471244X NLM ISO Abbreviation: BMC Psychiatry Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A multifeature machine learning and resting-state EEG study reveals differences in beta oscillation in late-life depression with or without mild cognitive impairment.
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  Data: <searchLink fieldCode="AU" term="%22Tian+S%22">Tian S</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Lin+G%22">Lin G</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Zeng+Y%22">Zeng Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Lin+Y%22">Lin Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Yao+K%22">Yao K</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Wang+Z%22">Wang Z</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Xiao+Z%22">Xiao Z</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Zheng+Y%22">Zheng Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Tan+H%22">Tan H</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Wu+Z%22">Wu Z</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Yang+M%22">Yang M</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Xu+D%22">Xu D</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Li+X%22">Li X</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Lao+J%22">Lao J</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Liang+S%22">Liang S</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Chen+Y%22">Chen Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Liu+Q%22">Liu Q</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Gan+Y%22">Gan Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Zeng+M%22">Zeng M</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China.<br /><searchLink fieldCode="AU" term="%22Chen+B%22">Chen B</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. chenbenpielo@sina.com.<br /><searchLink fieldCode="AU" term="%22Ning+Y%22">Ning Y</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. ningjeny@126.com.; Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, Guangzhou Medical University, Guangzhou, China. ningjeny@126.com.<br /><searchLink fieldCode="AU" term="%22Zhong+X%22">Zhong X</searchLink>; Geriatric Neuroscience Center, the Affiliated Brain Hospital of Guangzhou Medical University, No. 36, Mingxin Road, Liwan District, Guangzhou, China. lovlaugh@163.com.; Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, Guangzhou Medical University, Guangzhou, China. lovlaugh@163.com.
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  Data: <searchLink fieldCode="JN" term="%22100968559%22">BMC psychiatry</searchLink> [BMC Psychiatry] 2026 May 07; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 May 07.
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