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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
Description
ISSN:1471-244X
DOI:10.1186/s12888-026-08126-6