首页|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

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

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目的/意义 分析2型糖尿病患者中西医特征间的多维交互关系及其对中医辨证的影响.方法/过程 基于真实世界电子病历数据,改进传统关联规则算法,增加尊重度指标,筛选重要的中医证型作为因变量进入logistic回归算法,分析中西医临床指标与中医证型的关联.结果/结论 基于688例患者得到关联规则112条,其中包含中医证型的有12条.中土壅滞证与超重/肥胖的关联规则尊重度最大,且超重/肥胖患者的中土壅滞证患病率更高.中土壅滞证、合并周围神经病变、合并高血压与超重/肥胖的关联性较强.合并糖尿病肾病患者出现气阴两虚证的可能性更大.
Study on TCM Syndromes Differentiation of Type 2 Diabetes Based on the Integration of Improved Association Rules and Lo-gistic Regression Algorithm
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.

type 2 diabetes mellituscharacteristics of traditional Chinese and western medicinetraditional Chinese medicine(TCM)syndrome typesassociation rulesreal world study

刘红萍、杨杰、庞国明、邢颖、李鹏辉、吴敏、温宵宵、李洪皎、文天才

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中国中医科学院中医药信息研究所 北京 100700

中国中医科学院中医药数据中心 北京 100700

开封市中医院 开封 475000

中国中医科学院中医临床基础医学研究所 北京 100700

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2型糖尿病 中西医特征 中医证型 关联规则 真实世界研究

2024

医学信息学杂志
中国医学科学院

医学信息学杂志

CSTPCD
影响因子:1.348
ISSN:1673-6036
年,卷(期):2024.45(11)