中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Evaluation of a Clustering Approach to Define Distinct Subgroups of Patients With Migraine to Select Electroacupuncture Treatments

文献类型:期刊论文

作者Liu, Jixin1; Quan, Shilan1; Zhao, Ling2; Yuan, Kai1; Wang, Yanan2; Zhang, Yutong; Wang, Ziwen2; Sun, Mingsheng2; Hu, Li3,4
刊名NEUROLOGY
出版日期2023-08-15
卷号101期号:7页码:E699-E709
通讯作者邮箱huli@psych.ac.cn (l. hu)
ISSN号0028-3878
DOI10.1212/WNL.0000000000207484
产权排序3
文献子类实证研究
英文摘要

Background and ObjectivesThe objective of this study was to propose a clustering approach to identify migraine subgroups and test the clinical usefulness of the approach by providing prognostic information for electroacupuncture treatment selection.MethodsParticipants with migraine without aura (MWoA) were asked to complete a daily headache diary, self-rating depression and anxiety, and quality-of-life questionnaires. Whole-brain functional connectivities (FCs) were assessed on resting-state functional MRI (fMRI). By integrating clinical measurements and fMRI data, partial least squares correlation and hierarchical clustering analysis were used to cluster participants with MWoA. Multivariate pattern analysis was applied to validate the proposed subgrouping strategy. Some participants had an 8-week electroacupuncture treatment, and the response rate was compared between different MWoA subgroups.ResultsIn study 1, a total of 97 participants (age of 28.2 & PLUSMN; 1.0 years, 70 female participants) with MWoA and 77 healthy controls (HCs) (age of 26.8 & PLUSMN; 0.1 years, 61 female participants) were enrolled (dataset 1), and 2 MWoA subgroups were defined. The participants in subgroup 1 had a significantly lower headache frequency (times/month of 4.4 & PLUSMN; 1.1) and significantly higher self-ratings of depression (depression score of 49.5 & PLUSMN; 2.3) when compared with participants in subgroup 2 (times/month of 7.0 & PLUSMN; 0.6 and depression score of 43.4 & PLUSMN; 1.2). The between-group differences of FCs were predominantly related to the amygdala, thalamus, hippocampus, and parahippocampal area. In study 2, 33 participants with MWoA (age of 30.9 & PLUSMN; 2.0 years, 28 female participants) and 23 HCs (age of 29.8 & PLUSMN; 1.1 years, 13 female participants) were enrolled as an independent dataset (dataset 2). The classification analysis validated the effectiveness of the 2-cluster solution of participants with MWoA in datasets 1 and 2. In study 3, 58 participants with MWoA were willing to receive electroacupuncture treatment and were assigned to different subgroups. Participants in different subgroups exhibited different response rates (p = 0.03, OR CI 0.086-0.93) to electroacupuncture treatment (18% and 44% for subgroups 1 and 2, respectively).DiscussionOur study proposed a novel clustering approach to define distinct MWoA subgroups, which could be useful for refining the diagnosis of participants with MWoA and guiding individualized strategies for pain prophylaxis and analgesia.

收录类别SCI
WOS关键词CHRONIC PAIN ; ACUPUNCTURE ; BIOMARKERS
资助项目National Key Research and Development Project[2019YFC1709701] ; National Natural Science Foundation of China[81973962] ; National Natural Science Foundation of China[81871330] ; National Natural Science Foundation of China[32071061] ; National Natural Science Foundation of China[31822025] ; First-Class Disciplines Development - Chengdu University of Traditional Chinese Medicine[CZYJC1901] ; Fundamental Research Funds for the Central Universities[JB211203] ; Innovation Team and Talents Cultivation Program of the National Administration of Traditional Chinese Medicine[ZYYCXTD-D-202003]
WOS研究方向Neurosciences & Neurology
语种英语
出版者LIPPINCOTT WILLIAMS & WILKINS
WOS记录号WOS:001047146600013
资助机构National Key Research and Development Project ; National Natural Science Foundation of China ; First-Class Disciplines Development - Chengdu University of Traditional Chinese Medicine ; Fundamental Research Funds for the Central Universities ; Innovation Team and Talents Cultivation Program of the National Administration of Traditional Chinese Medicine
源URL[http://ir.psych.ac.cn/handle/311026/45867]  
专题心理研究所_中国科学院心理健康重点实验室
通讯作者Hu, Li
作者单位1.Xidian Univ, Sch Life Sci & Technol, Xian Key Lab Intelligent Sensing & Regulat transsc, Xian, Shaanxi, Peoples R China
2.Chengdu Univ Tradit Chinese Med, Acupuncture & Tuina Sch, Chengdu, Peoples R China
3.Chinese Acad Sci, Inst Psychol, CAS Key Lab Mental Hlth, Beijing, Peoples R China
4.Univ Chinese Acad Sci, Dept Psychol, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Liu, Jixin,Quan, Shilan,Zhao, Ling,et al. Evaluation of a Clustering Approach to Define Distinct Subgroups of Patients With Migraine to Select Electroacupuncture Treatments[J]. NEUROLOGY,2023,101(7):E699-E709.
APA Liu, Jixin.,Quan, Shilan.,Zhao, Ling.,Yuan, Kai.,Wang, Yanan.,...&Hu, Li.(2023).Evaluation of a Clustering Approach to Define Distinct Subgroups of Patients With Migraine to Select Electroacupuncture Treatments.NEUROLOGY,101(7),E699-E709.
MLA Liu, Jixin,et al."Evaluation of a Clustering Approach to Define Distinct Subgroups of Patients With Migraine to Select Electroacupuncture Treatments".NEUROLOGY 101.7(2023):E699-E709.

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来源:心理研究所

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