Study on TCM Syndromes Differentiation of Type 2 Diabetes Based on the Integration of Improved Association Rules and Lo-gistic Regression Algorithm
10.3969/j.issn.1673-6036.2024.11.007
- VernacularTitle:基于改进关联规则与logistic回归算法集成的2型糖尿病中医证型鉴别研究
- Author:
Hongping LIU
1
,
2
;
Jie YANG
;
Guoming PANG
;
Ying XING
;
Penghui LI
;
Min WU
;
Xiaoxiao WEN
;
Hongjiao LI
;
Tiancai WEN
Author Information
1. 中国中医科学院中医药信息研究所 北京 100700
2. 中国中医科学院中医药数据中心 北京 100700
- Keywords:
type 2 diabetes mellitus;
characteristics of traditional Chinese and western medicine;
traditional Chinese medicine(TCM)syndrome types;
association rules;
real world study
- From:
Journal of Medical Informatics
2024;45(11):43-49
- CountryChina
- Language:Chinese
-
Abstract:
Purpose/Significance To analyze the multidimensional interaction between the characteristics of traditional Chinese and western medicine in patients with type 2 diabetes mellitus and its influence on traditional Chinese medicine(TCM)syndrome differentia-tion.Method/Process Based on the real-world electronic medical record(EMR)data,the traditional association rule algorithm is im-proved,and the important TCM syndromes are screened out as dependent variables by increasing the respect index,and the logistic regres-sion algorithm is used to explore the influence of traditional Chinese and western medicine indexes on TCM syndromes.Result/Conclusion Based on 688 patients,112 association rules are obtained,of which 12 includes TCM syndromes.The respect of association rules between middle-earth stagnation syndrome and overweight/obesity is the highest,moreover,overweight/obesity patients have a higher prevalence rate of middle-earth stagnation syndrome.There is a strong correlation between middle-earth stagnation syndrome,peripheral neuropathy or hypertension and overweight/obesity.Patients with diabetic nephropathy are more likely to have qi and yin deficiency syndrome.
