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喉源性咳嗽证型临床特征相关性分析与局部特征AI分析

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目的:分析喉源性咳嗽(喉咳)临床症状与中医证型的相关性,探究人工智能(AI)对咽部图像特征分类的分析情况,以期完善临床证候客观信息收集,扩大望诊范围,将精细化局部辨证为完善整体辨证服务。方法:收集2022年8月至2023年2月于上海中医药大学附属岳阳中西医结合医院门诊就诊的喉咳患者142例,记录其相关临床资料及内窥镜下咽后壁图像信息,分析喉咳临床特征与中医证型的相关性,并将所有咽部图像分类标注后交由AI进行局部特征学习,以探究局部特征人工分类的准确率。结果:在单因素Logistic回归模型中,中度咽干(OR=2。630)、中度咽痒(OR=3。290)与痰饮证呈正相关;重度咽干(OR=5。786)、中度咽黏膜充血(OR=7。360)及中度咽后壁淋巴滤泡增生(OR=4。200)与火热证呈正相关;重度咽异物感(OR=5。353)及重度咽黏膜充血(OR=5。194)与瘀血证呈正相关;其余症状与三证型均无明显相关性。将有意义的结果进行多因素Logistic回归分析得出:相对无咽痒,中度咽痒增加痰饮证发生的风险,差异有统计学意义[OR=3。269,95%CI(1。060,10。079),P=0。039);相对于无咽干,中度咽干增加痰饮证发生的风险,差异有统计学意义[OR=2。649,95%CI(1。041,6。745),P=0。041];相对无咽干,重度咽干增加火热证发生的风险,差异有统计学意义[OR=24。615,95%CI(2。774,218。403),P=0。004];相对于无咽黏膜充血,中度咽黏膜充血增加火热证发生的风险,差异有统计学意义[OR=21。819,95%CI(3。526,135。027),P=0。001];相对于轻度咽后壁淋巴滤泡增生,中度咽后壁淋巴滤泡增生增加火热证发生的风险,差异有统计学意义[OR=11。657,95%CI(1。942,69。99),P=0。007];而咽异物感及咽黏膜充血与瘀血证无明显相关性(P>0。05)。AI分析得出此次整体分类的准确率为74。8%。结论:喉咳部分临床特征与证型间具有相关性,可为全身辨证提供参考;其余部分咽喉部特征与全身情况不一定相符,须全身辨证与局部辨证相结合论治;AI图像分析技术与延伸望诊相结合,可拓宽辨证思路,为精细化辨证提供参考。
Correlation Analysis between Syndrome of TCM and Clinical Features and AI Analysis of Local Features of"Laryngeal Cough"
Objective:To analyze the correlation between clinical symptoms and traditional Chinese medicine(TCM)syndromes of"laryngeal cough"and explore the application of artificial intelligence(Al)in the classification of pharyngeal image features,so as to improve the objective information collection of clinical symptoms,expand the scope of TCM inspection,and service for improving the systemic syndrome differentiation by the refined local syndrome differentiation.Methods:142 patients with laryngeal cough who were admitted to the outpatient department of Yueyang Hospital of Integrated Traditional Chinese and Western Medicine from August 2022 to February 2023 were collected,and their related clinical data and endoscopic image information of the posterior pharyngeal wall were recorded,then the correlation between clinical symptoms and TCM syndromes of"laryngeal cough"were analyzed.Furthermore,classify and label all pharyngeal images and hand over them to AI for local features learning to explore the accuracy of manual classification of the local features.Results:The results of the logistic model analysis showed that correlation exists between different clinical symptoms and different TCM syndromes of"laryngeal cough".In the univariate regression model,moderate pharyngeal dryness(OR=2.630)and moderate itchy throat(OR=3.290)are positively correlated with phlegm deficiency syndrome;Severe pharyngeal dryness(OR=5.786),moderate pharyngeal mucosal congestion(OR=7.360)and moderate lymphoid follicular hyperplasia of posterior pharyngeal wall(OR=4.200)are positively correlated with fire-heat syndrome;severe abnormal sensation of throat(OR=5.353)and severe pharyngeal mucosal congestion(OR=5.194)are positively correlated with blood stasis syndrome;the remaining symptoms did not correlate significantly with any of the three syndromes.Multi-factor logistic regression analysis of the meaningful results yielded:relative to no itchy throat,moderate itchy throat increased the risk of phlegm evidence,and the difference was statistically significant[OR=3.269,95%CI(1.060,10.079),P=0.039];relative to no dry throat,moderate dry throat increased the risk of phlegm evidence,and the difference was statistically significant[OR=2.649,95%CI(1.041,6.745),P=0.041];relative to no dry throat,severe dry throat increased the risk of fire-heat evidence,and the difference was statistically significant[OR=24.615,95%CI(2.774,218.403),P=0.004];relative to the absence of pharyngeal mucosal congestion,moderate pharyngeal mucosal congestion increased the risk of fiery evidence,and the difference was statistically significant[OR=21.819,95%CI(3.526,135.027),P=0.001];relative to mild posterior pharyngeal wall lymphoid follicular hyperplasia,moderate posterior pharyngeal wall lymphoid follicular hyperplasia increased the risk of pyrogenic evidence,and the difference was statistically significant[OR=11.657,95%CI(1.942,69.99),P=0.007];however there was no significant significance in pharyngeal foreign body sensation,pharyngeal mucosal congestion and blood stasis.AI analysis showed that the overall classification accuracy was 74.8%.Conclusion:Some clinical features of laryngeal cough are correlated with different TCM syndromes which could be used as a reference for systemic syndrome differentiation;the others are not necessarily correspond to the systemic condition,and we could treate the laryngeal cough from a combination of systemic syndrome differentiation and local syndrome differentiation;the combination of AI image analysis technology and extended inspection could broaden the thinking of syndrome differentiation and provide reference for fine syndrome differentiation.

laryngeal coughsyndrome of TCMlocal featurecorrelation analysisartificial intelligence

吴静妍、朱丹丹、黄平、史晓、路建伟、郑伟、刘广宇、王柳蕴、冯小玲、张敏

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上海中医药大学附属岳阳中西医结合医院,上海 200437

华东师范大学上海智能教育研究院,上海 200333

上海中医药大学中医智能康复教育部工程研究中心,上海 201203

上海市静安区彭浦镇社区卫生服务中心,上海 200437

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喉源性咳嗽 中医证型 局部特征 相关性分析 人工智能

上海市进一步加快中医药传承创新发展三年行动计划

ZY2021-2023-0213

2024

中医药导报
湖南省中医药学会 湖南省中医管理局

中医药导报

CSTPCD
影响因子:0.952
ISSN:1672-951X
年,卷(期):2024.30(1)
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