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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(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;3.开封市中医院 开封 475000;4.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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刘红萍,硕士研究生,发表论文3篇;通信作者:文天才,研究员,博士生导师。〔基金项目〕 国家自然科学基金面上项目(项目编号:82374624);北京市自然科学基金面上项目(项目编号:7232306);中国中医科学院自主选题项目(项目编号:ZZ16-XRZ-107-SJ)。

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基金项目:

国家自然科学基金面上项目(项目编号:82374624);北京市自然科学基金面上项目(项目编号:7232306);中国中医科学院自主选题项目(项目编号:ZZ16-XRZ-107-SJ)。


Study on TCM Syndromes Differentiation of Type 2 Diabetes Based on the Integration of Improved Association Rules and Logistic Regression Algorithm
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(1.Institute of Information on Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing 100700, China;2.Traditional Chinese Medicine Data Center, China Academy of Chinese Medical Sciences, Beijing 100700,China;3.Kaifeng Traditional Chinese Medicine Hospital, Kaifeng 475000, China;4.Institute of Basic Research in Clinical Medicine,China Academy of Chinese Medical Sciences, Beijing 100700, China)

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    摘要:

    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。

    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 differentiation. Method/Process Based on the real-world electronic medical record (EMR) data, the traditional association rule algorithm is improved, and the important TCM syndromes are screened out as dependent variables by increasing the respect index, and the logistic regression 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.

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刘红萍,杨杰,庞国明,等.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[J].医学信息学杂志,2024,45(11):43-49

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  • 最后修改日期:2024-04-11
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  • 在线发布日期: 2024-12-10
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