首都医科大学附属北京安定医院/国家精神心理疾病临床医学研究中心,北京市西城区安康胡同5号,100088
jhxlj@ccmu.edu.cn
收稿:2023-07-05,
修回:2023-10-25,
纸质出版:2024-01-02
移动端阅览
刘鑫子,李自艳,郑思思等.基于聚类分析及贝叶斯网络的双相情感障碍抑郁发作中医证候的横断面研究[J].中医杂志,2024,65(01):79-85.
LIU Xinzi,LI Ziyan,ZHENG Sisi,et al.Traditional Chinese Medicine Syndromes in Depressive Episodes of Bipolar Disorder Based on Cluster Analysis and Bayesian Network:A Cross-sectional Study[J].Journal of Traditional Chinese Medicine,2024,65(01):79-85.
刘鑫子,李自艳,郑思思等.基于聚类分析及贝叶斯网络的双相情感障碍抑郁发作中医证候的横断面研究[J].中医杂志,2024,65(01):79-85. DOI: 10.13288/j.11-2166/r.2024.01.015.
LIU Xinzi,LI Ziyan,ZHENG Sisi,et al.Traditional Chinese Medicine Syndromes in Depressive Episodes of Bipolar Disorder Based on Cluster Analysis and Bayesian Network:A Cross-sectional Study[J].Journal of Traditional Chinese Medicine,2024,65(01):79-85. DOI: 10.13288/j.11-2166/r.2024.01.015.
目的
2
探讨双相情感障碍抑郁发作(简称双相抑郁)的中医证候要素、证型分布及证候特点。
方法
2
收集首都医科大学附属北京安定医院门诊293例双相抑郁患者的基本信息、四诊信息,以及汉密尔顿抑郁量表、杨氏躁狂量表评分。保留出现率>12%的四诊信息,使用R语言dist函数,以欧氏距离的方法,计算四诊信息样本之间间距。再以离差平方和法,通过hclust函数对四诊信息进行层次聚类。5位研究者组成工作组,根据聚类结果确定双相抑郁证素的病性及病位,计算患者证素因子分,并使用PC算法构建证素贝叶斯网络模型,工作组参考模型结果对贝叶斯网络中的证素进行组合,进而提取常见证型。再将患者的各证素因子分相加后按照证型内证素个数进行标准化,得到患者证型因子分,按照证型因子分对每个患者进行证型的判定,再由工作组复核,对证型与临床不符的患者进行更正,获得患者最终证型分布。
结果
2
双相抑郁中医症状频次大于12%的四诊信息有77种,出现频率较高的前15个四诊信息分别为脉滑、神疲乏力、脉弦、多思、常独处、烦躁易怒、口舌干燥、心悸、多梦、无故担忧、胸闷、舌苔薄白、善忘、善太息、纳差。四诊信息可聚为11类证候要素,病性类证素涉及火、气虚、血虚、气逆、阴虚、湿、热、郁火、痰;病位类证素涉及心、肝、脾、胃、肾、膀胱经、胆。通过贝叶斯网络模型构建与专家组意见得出双相抑郁的常见证候类型有6种,其中心胃蕴热型占比最高,为27.99%(82例),其次为心脾两虚(55例,18.77%)、心肾不交(49例,16.72%)、肝郁血虚(42例,14.33%)、心气虚(37例,12.63%)、肝胆湿热(28例,9.56%)。
结论
2
双相抑郁的中医病性类证素以火、热类属性为主,病位证素以心、肝、脾居多,证型以心胃蕴热型、心脾两虚占比最高。
Objective
2
To explore the elements, distribution and characteristics of traditional Chinese medicine (TCM) syndromes in depressive episodes of bipolar disorder (BD).
Methods
2
Basic information, along with the four examination information, the Hamilton Depression Scale and Young Mania Rating Scale scores, were collected from 293 outpatients with BD at Beijing Anding Hospital, Capital Medical University. The four examination information with an occurrence rate greater than 12% were retained. The R language “dist” function was used to calculate the distances between samples using the Euclidean distance method. The hierarchical clustering of the four examination information was performed using the “hclust” function and the squared Euclidean distance method. A team of five researchers was formed to determine the nature and location of the essential elements of TCM syndrome in BD based on the clustering results. The PC algorithm was used to construct a Bayesian network model of the essential elements. The working group combined the essential elements of TCM syndromes in the Bayesian network according to the reference model results, and then extracted common TCM syndromes. The score of each patient based on the essential elements was matched with the common TCM syndromes to determine the syndrome type of each patient. The working group then performs conformity and revision based on this, obtaining the final distribution of TCM syndromes for the patients.
Results
2
There were 77 common TCM symptoms in BD with a frequency greater than 12%. The top 15 symptoms with higher frequencies were slippery pulse, mental fatigue and lack of strength, wiry pulse, excessive rumination, preference for solitude, vexation, agitation and irritability, dry mouth, palpitations, profuse dreaming, unwarranted worries, chest oppression, thin white coating, amnesia, frequent sighing, and poor appetite. TCM syndrome elements of BD can be grouped into 11 categories. The nature of disease-related essential elements included fire,
qi
deficiency, blood deficiency,
qi
counterflow,
yin
deficiency, dampness, heat, fire from constraint, and phlegm. The location of disease-related essential elements included heart, liver, spleen, stomach, kidney, bladder channel, and gallbladder. By constructing a Bayesian network model and considering the opinions from the experts, six common syndromes of BD were identified, among which the highest proportion was heart-stomach heat accumulation, accounting for 27.99% (82 cases), followed by heart-spleen deficiency (55 cases, 18.77%), non-interaction between the heart and the kidney (49 cases, 16.72%), liver constraint and blood deficiency (42 cases, 14.33%), heart
qi
deficiency (37 cases, 12.63%), and damp-heat in the liver and gallbladder (28 cases, 9.56%).
Conclusions
2
The nature of disease-related elements of BD are predominantly fire and heat, while the location of disease-related essential elements are primarily associated with the heart, liver, and spleen. The most common TCM syndromes are heart-stomach heat accumulation and heart-spleen deficiency.
GRANDE I , BERK M , BIRMAHER B , et al . Bipolar disorder [J]. Lancet , 2016 , 387 ( 10027 ): 1561 - 1572 .
CORYELL W , FIEDOROWICZ J , et al . Age of onset and the prospectively observed course of illness in bipolar disorder [J]. J Affect Disord , 2013 , 146 ( 1 ): 34 - 38 .
KEEEING LV , WILLER I , ANDERSEN PK , et al . Rate and predictors of conversion from unipolar to bipolar disorder: a systematic review and meta-analysis [J]. Bipolar Disord , 2017 , 19 ( 5 ): 324 - 335 .
美国精神医学学会 . 精神疾病诊断与统计手册(第五版) [M]. 张道龙,译. 北京 : 北京大学医学出版社 , 2015 : 119 - 123 .
张明园 , 何燕玲 . 精神科评定量表手册 [M]. 长沙 : 湖南科学技术出版社 , 2015 .
尹冬青 , 贾竑晓 . 双相情感障碍中医证候辨证分型标准专家共识 [J]. 现代中医临床 , 2021 , 28 ( 6 ): 1 - 8 .
沈渔村 主编. 精神病学 [M]. 北京 : 人民卫生出版社 , 2009 : 146 - 181 .
国家技术监督局 . 中医临床诊疗术语证候部分 [M]. 北京 : 中国标准出版社 , 1997 : 1 - 10 .
朱文锋 . 中医诊断学 [M]. 2版 . 北京 : 中国中医药出版社 , 2007 : 10 - 150 .
赵永厚 , 蔡定芳 . 中医神志病学 [M]. 上海 : 上海中医药大学出版社 , 2009 : 58 - 72 .
赵骅 , 朱莉华 , 刘丹 . Ward系统聚类法在多变量分层抽样技术中的运用 [J]. 统计与决策 , 2006 , 23 ( 12 ): 67 - 68 .
戴晶帼 . 多节点复杂贝叶斯网络结构学习方法研究 [D]. 海口 : 海南大学 , 2020 .
SPIRTES P , GLYMOUR C , et al . An algorithm for fast recovery of sparse causal graphs [J]. Soc Sci Comput Rev , 2016 , 9 ( 1 ): 62 - 72 .
卢恩仕 , 韩明光 , 刘峰 , 等 . 基于贝叶斯网络分析重症肺炎中医证候规律 [J]. 中医学报 , 2022 , 37 ( 1 ): 173 - 179 .
黄文 , 王正林 . 数据挖掘R语言实战 [M]. 北京 : 电子工业出版社 , 2014 : 101 - 102 .
马瑞华 , 王志仁 , 王帆 , 等 . 单相抑郁与双相抑郁差异的研究进展 [J]. 神经疾病与精神卫生 , 2020 , 20 ( 2 ): 137 - 141 .
毕颖斐 , 毛静远 . 证候要素概念刍议 [J]. 中国中医药信息杂志 , 2012 , 19 ( 8 ): 6 - 7 .
尹冬青 , 贾竑晓 , 周方 , 等 . 内生火热与双相情感障碍发病的关系探讨 [J]. 中华中医药学刊 , 2017 , 35 ( 2 ): 482 - 484 .
朱虹 , 尹冬青 , 李自艳 , 等 . 双相情感障碍中医证素特点的初步探索 [J]. 现代中医临床 , 2019 , 26 ( 4 ): 29 - 33 .
李思聪 , 姜涛 , 童俞嘉 , 等 . 482例双相情感障碍患者中医证型比较研究 [J]. 北京中医药 , 2019 , 38 ( 1 ): 12 - 16 .
何新芳 , 刘海静 , 宫育卓 , 等 . 双相抑郁患者中医证候临床观察 [J]. 新中医 , 2010 , 42 ( 6 ): 90 - 91 .
陈鸿雁 , 王健 , 贾竑晓 . 王彦恒治疗抗精神病药物所致“药毒”的临床经验 [J]. 现代中医临床 , 2019 , 26 ( 1 ): 19 - 22 .
0
浏览量
1
下载量
5
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010102007558号