Functional connectivity analysis on electroencephalography signals reveals potential biomarkers for treatment response in major depression

被引:7
|
作者
Huang, Shiau-Shian [1 ,2 ,3 ,4 ]
Yu, Yu-Hsiang [3 ,5 ]
Chen, His-Han [6 ]
Hung, Chia-Chun [4 ]
Wang, Yao-Ting [4 ]
Chang, Chieh Hsin [4 ]
Peng, Syu-Jyun [7 ]
Kuo, Po-Hsiu [2 ,8 ,9 ]
机构
[1] Taipei Vet Gen Hosp, Dept Med Educ, Taipei, Taiwan
[2] Natl Taiwan Univ, Inst Epidemiol & Prevent Med, Coll Publ Hlth, Taipei, Taiwan
[3] Natl Yang Ming Chiao Tung Univ, Coll Med, Taipei, Taiwan
[4] Minist Hlth & Welf, Bali Psychiat Ctr, New Taipei, Taiwan
[5] Taipei Vet Gen Hosp, Div Neurol, Taipei, Taiwan
[6] Yang Ji Mental Hosp, Dept Psychiat, Keelung, Taiwan
[7] Taipei Med Univ, Coll Med, Program Artificial Intelligence Med, Taipei, Taiwan
[8] Natl Taiwan Univ Hosp, Dept Psychiat, Taipei, Taiwan
[9] Taipei Med Univ, Wan Fang Hosp, Psychiat Res Ctr, Taipei, Taiwan
关键词
Major depression; Electroencephalography; Functional connectivity; Antidepressants; Treatment response; GRAPH-THEORETICAL ANALYSIS; EEG; BRAIN; ANTIDEPRESSANT; NETWORKS; LEPTIN; ALPHA;
D O I
10.1186/s12888-023-04958-8
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
BackgroundThe treatment efficacy varies across individual patients with major depressive disorder (MDD). It lacks robust electroencephalography (EEG) markers for an antidepressant-responsive phenotype.MethodThis is an observational study enrolling 28 patients with MDD and 33 healthy controls (mean age of 40.7 years, and 71.4% were women). Patients underwent EEG exams at baseline (week0) and week1, while controls' EEG recordings were acquired only at week0. A resting eye-closing EEG segment was analyzed for functional connectivity (FC). Four parameters were used in FC analysis: (1) node strength (NS), (2) global efficiency (GE), (3) clustering coefficient (CC), and (4) betweenness centrality (BC).ResultsWe found that controls had higher values in delta wave in the indices of NS, GE, BC, and CC than MDD patients at baseline. After treatment with antidepressants, patients' FC indices improved significantly, including GE, mean CC, and mean NS in the delta wave. The FC in the alpha and beta bands of the responders were higher than those of the non-responders.ConclusionsThe FC of the MDD patients at baseline without treatment was worse than that of controls. After treatment, the FC improved and was close to the values of controls. Responders showed better FC in the high-frequency bands than non-responders, and this feature exists in both pre-treatment and post-treatment EEG.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Functional Connectivity Analysis on Resting-State Electroencephalography Signals Following Chiropractic Spinal Manipulation in Stroke Patients
    Waterstone, Toby Steven
    Niazi, Imran Khan
    Navid, Muhammad Samran
    Amjad, Imran
    Shafique, Muhammad
    Holt, Kelly
    Haavik, Heidi
    Samani, Afshin
    BRAIN SCIENCES, 2020, 10 (09) : 1 - 18
  • [32] Cognitive Control and Neuronal Functioning Biomarkers as Predictors of Treatment Response in Major Depression
    Langenecker, Scott Aaron
    Dawson, Erica L.
    Mickey, Brian J.
    Ransom, Michael T.
    Walker, Sara J.
    Meyers, Kortni K.
    Haxlett, Kathleen E.
    Weldon, Anne L.
    Giordani, Bruno
    Zubieta, Jon-Kar
    BIOLOGICAL PSYCHIATRY, 2014, 75 (09) : 10S - 10S
  • [33] Biomarkers of response to transcranial magnetic stimulation in youth with treatment resistant major depression
    Wilkes, T.
    Jasaui, Y.
    Kirton, A.
    Langevin, L. M.
    Sembo, M.
    MacMaster, F.
    EUROPEAN PSYCHIATRY, 2016, 33 : S136 - S136
  • [34] Multifractal and entropy analysis of resting-state electroencephalography reveals spatial organization in local dynamic functional connectivity
    Frigyes Samuel Racz
    Orestis Stylianou
    Peter Mukli
    Andras Eke
    Scientific Reports, 9
  • [35] Hormones, cytokines, and adipokines in the course of depression - potential biomarkers for treatment response?
    Kloiber, S.
    Hennings, J.
    Uhr, M.
    Lucae, S.
    INTERNATIONAL JOURNAL OF NEUROPSYCHOPHARMACOLOGY, 2012, 15 : 187 - 187
  • [36] Multifractal and entropy analysis of resting-state electroencephalography reveals spatial organization in local dynamic functional connectivity
    Racz, Frigyes Samuel
    Stylianou, Orestis
    Mukli, Peter
    Eke, Andras
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [37] Archetypal Analysis of Visual Fields in Optic Neuritis Reveals Functional Biomarkers Associated with Outcome and Treatment Response
    Solli, Elena
    Doshi, Hiten
    Elze, Tobias
    Pasquale, Louis
    Wall, Michael
    Kupersmith, Mark J.
    INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2021, 62 (08)
  • [38] Archetypal analysis of visual fields in optic neuritis reveals functional biomarkers associated with outcome and treatment response
    Solli, Elena
    Doshi, Hiten
    Elze, Tobias
    Pasquale, Louis R.
    Branco, Joseph
    Wall, Michael
    Kupersmith, Mark
    MULTIPLE SCLEROSIS AND RELATED DISORDERS, 2022, 67
  • [39] Resting state functional connectivity predictors of treatment response to electroconvulsive therapy in depression
    Moreno-Ortega, M.
    Prudic, J.
    Rowny, S.
    Patel, G. H.
    Kangarlu, A.
    Lee, S.
    Grinband, J.
    Palomo, T.
    Perera, T.
    Glasser, M. F.
    Javitt, D. C.
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [40] Resting state functional connectivity predictors of treatment response to electroconvulsive therapy in depression
    M. Moreno-Ortega
    J. Prudic
    S. Rowny
    G. H. Patel
    A. Kangarlu
    S. Lee
    J. Grinband
    T. Palomo
    T. Perera
    M. F. Glasser
    D. C. Javitt
    Scientific Reports, 9