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基于偏最小二乘法的肝炎后肝硬化患者中医证候分类与建模

[Classification and modeling of traditional Chinese medicine syndromes in patients with post-hepatitic cirrhosis by partial least-squares].

作者信息

Wang Lei, Su Yue, Zhang Qin, Liu Ping, Su Shi-bing

机构信息

Institute of Liver Diseases, E-institute of Shanghai Traditional Chinese Medicine, Key Laboratory for Liver-Kidney Disease Pattern of Ministry of Education, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China.

出版信息

Zhong Xi Yi Jie He Xue Bao. 2008 Nov;6(11):1122-8. doi: 10.3736/jcim20091105.

DOI:10.3736/jcim20091105
PMID:18990337
Abstract

OBJECTIVE

To investigate the classification and modeling of traditional Chinese medicine (TCM) syndromes in post-hepatitic cirrhosis by partial least-squares (PLS) method, and to study the clinical application of PLS method in TCM research.

METHODS

Inclusion criteria, exclusion criteria and criteria for harvesting and inputting of the biological information such as symptoms, signs, tongue, pulse and biological parameters were established. Stepwise regression was used to analyze the clinical information, including clinical symptoms and biological parameters obtained from 278 patients with post-hepatitic cirrhosis by clinical epidemiological approach. TCM syndrome types were set up as dependent variable matrix, and the related clinical information was screened by stepwise regression as independent variable matrix. With the column maximization, all the variables were transformed into the PLS program. Mathematical models were obtained by Leave-One-Out in PLS program.

RESULTS

The determination coefficients R2 of 5 regression equations were above 0.7. The practical accuracy rates of the models in TCM patterns including liver stagnation and spleen asthenia, liver-kidney yin deficiency, spleen-kidney yang deficiency, retention of dampness-heat, and blood stasis-heat accumulation were 74.02%, 68.71%, 92.45%, 84.17% and 70.50% by PLS, respectively.

CONCLUSION

The utilization of clinical information can be improved by PLS, which is definitely useful in the classification and modeling of TCM complicated syndromes.

摘要

目的

采用偏最小二乘法(PLS)研究肝炎后肝硬化中医证候的分类与建模,并探讨PLS法在中医研究中的临床应用。

方法

制定纳入标准、排除标准以及症状、体征、舌象、脉象和生物学参数等生物信息的采集与录入标准。采用逐步回归分析临床信息,包括通过临床流行病学方法从278例肝炎后肝硬化患者获取的临床症状和生物学参数。将中医证型设置为因变量矩阵,通过逐步回归筛选相关临床信息作为自变量矩阵。经列最大化处理后,将所有变量导入PLS程序。在PLS程序中采用留一法得到数学模型。

结果

5个回归方程的决定系数R2均大于0.7。PLS法对肝郁脾虚、肝肾阴虚、脾肾阳虚、湿热蕴结、血瘀热结等中医证型模型的实际准确率分别为74.02%、68.71%、92.45%、84.17%和70.50%。

结论

PLS法可提高临床信息的利用率,对中医复杂证候的分类与建模具有重要作用。

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Zhong Xi Yi Jie He Xue Bao. 2008 Nov;6(11):1122-8. doi: 10.3736/jcim20091105.
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