The use of canonical correlation analysis for the evaluation of correlation strength between clinical and biological parameters

被引:0
|
作者
Brusov, O. S. [1 ]
Koliaskina, G. I. [1 ]
Kaleda, V. G. [1 ]
Sekirina, T. P. [1 ]
Kushner, S. G. [1 ]
Vasilyeva, E. F. [1 ]
机构
[1] Russian Acad Med Sci, Mental Hlth Res Ctr, Moscow 109801, Russia
关键词
evidence-based medicine; canonical correlation analysis; psychiatry; inherent immunity;
D O I
暂无
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
We studied correlations between factors of inherent immunity and the effectiveness of therapy in patients with endogenous psychosis using the method of canonical correlations. There were strong significant (canonical R>0,8; p=0,02) positive correlations between the therapeutic effectiveness of neuroleptics (haloperidol and clozapine) and values of factors of inherent immunity in the group of 34 men with schizophrenia, aged from 16 to 34 years, with the first episode of psychosis. The effectiveness of treatment was assessed by the percentage reduction of total scores on the PANSS scale or scores on PANSS subscales (positive, negative and general psychopathology) at the beginning and the end (after 60 days) of the treatment. Initial parameters of factors of inherent immunity (levels of gamma-interferon production by T-lymphocytes, proportion of phagocytosing neutrophils and monocytes, and cytotoxic activity of lymphocytes - natural killers) contributed to 67,3%, or more than two thirds, of the variance of treatment effects. The contribution of inherent immunity factors was determined mainly by their similar effects on the reduction of positive and general psychopathological symptoms, with the minimal effect on the reduction of negative symptoms. The maximum correlation was found for weighting coefficients for inherent immunity factors estimated as 0,567 for the proportion of phagocytosing neutrophils and monocytes; 0,518 - for the levels of gamma interferon production by T-lymphocytes and 0,334 - for cytotoxic activity of lymphocytes - natural killers. The authors suggest that the reduction of activity of the cell branch of inherent immunity develops before the disease manifestation. It creates conditions for the activation of latently persistent infections (the cytomegalovirus infection, in our case) in a patient's organism, with the formation of therapeutic resistance. The method described may be widely used in clinical and biological psychiatry and neurology.
引用
收藏
页码:11 / 19
页数:9
相关论文
共 50 条
  • [21] Cluster Canonical Correlation Analysis
    Rasiwasia, Nikhil
    Mahajan, Dhruv
    Mahadevan, Vijay
    Aggarwal, Gaurav
    ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 33, 2014, 33 : 823 - 831
  • [23] Canonical Concordance Correlation Analysis
    Lipovetsky, Stan
    MATHEMATICS, 2023, 11 (01)
  • [24] Parametric Canonical Correlation Analysis
    Chen, Shangyu
    Wang, Shuo
    Sinnott, Richard O.
    11TH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGY AND SCIENCE (CLOUDCOM 2019), 2019, : 347 - 353
  • [25] Bayesian Canonical Correlation Analysis
    Klami, Arto
    Virtanen, Seppo
    Kaski, Samuel
    JOURNAL OF MACHINE LEARNING RESEARCH, 2013, 14 : 965 - 1003
  • [26] A Survey on Canonical Correlation Analysis
    Yang, Xinghao
    Liu, Weifeng
    Liu, Wei
    Tao, Dacheng
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2021, 33 (06) : 2349 - 2368
  • [27] Longitudinal canonical correlation analysis
    Lee, Seonjoo
    Choi, Jongwoo
    Fang, Zhiqian
    Bowman, F. DuBois
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 2023, 72 (03) : 587 - 607
  • [28] INFERENCE IN CANONICAL CORRELATION ANALYSIS
    GLYNN, WJ
    MUIRHEAD, RJ
    JOURNAL OF MULTIVARIATE ANALYSIS, 1978, 8 (03) : 468 - 478
  • [29] Tensor canonical correlation analysis
    Min, Eun Jeong
    Chi, Eric C.
    Zhou, Hua
    STAT, 2019, 8 (01):
  • [30] Tensor canonical correlation analysis
    Yang, Hui-Jun
    Jing, Zhong-Liang
    Zhao, Hai-Tao
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2008, 42 (07): : 1124 - 1128