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Deep learning-based recognition of stained tongue coating images
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作者 ZHONG Liqin XIN Guojiang +3 位作者 PENG Qinghua CUI Ji ZHU Lei LIANG Hao 《Digital Chinese Medicine》 CAS CSCD 2024年第2期129-136,共8页
Objective To build a dataset encompassing a large number of stained tongue coating images and process it using deep learning to automatically recognize stained tongue coating images.Methods A total of 1001 images of s... Objective To build a dataset encompassing a large number of stained tongue coating images and process it using deep learning to automatically recognize stained tongue coating images.Methods A total of 1001 images of stained tongue coating from healthy students at Hunan University of Chinese Medicine and 1007 images of pathological(non-stained)tongue coat-ing from hospitalized patients at The First Hospital of Hunan University of Chinese Medicine withlungcancer;diabetes;andhypertensionwerecollected.Thetongueimageswererandomi-zed into the training;validation;and testing datasets in a 7:2:1 ratio.A deep learning model was constructed using the ResNet50 for recognizing stained tongue coating in the training and validation datasets.The training period was 90 epochs.The model’s performance was evaluated by its accuracy;loss curve;recall;F1 score;confusion matrix;receiver operating characteristic(ROC)curve;and precision-recall(PR)curve in the tasks of predicting stained tongue coating images in the testing dataset.The accuracy of the deep learning model was compared with that of attending physicians of traditional Chinese medicine(TCM).Results The training results showed that after 90 epochs;the model presented an excellent classification performance.The loss curve and accuracy were stable;showing no signs of overfitting.The model achieved an accuracy;recall;and F1 score of 92%;91%;and 92%;re-spectively.The confusion matrix revealed an accuracy of 92%for the model and 69%for TCM practitioners.The areas under the ROC and PR curves were 0.97 and 0.95;respectively.Conclusion The deep learning model constructed using ResNet50 can effectively recognize stained coating images with greater accuracy than visual inspection of TCM practitioners.This model has the potential to assist doctors in identifying false tongue coating and prevent-ing misdiagnosis. 展开更多
关键词 Deep learning tongue coating Stained coating Image recognition Traditional Chinese medicine(TCM) Intelligent diagnosis
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Lactiplantibacillus plantarum AR113 alleviates microbiota dysbiosis of tongue coating and cerebral ischemia/reperfusion injury in rat
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作者 Zhiqiang Xiong Gang Liu +5 位作者 Ling Fang Xiuming Li Yongjun Xia Guangqiang Wang Xin Song Lianzhong Ai 《Food Science and Human Wellness》 SCIE CAS CSCD 2024年第4期2132-2140,共9页
Stroke is one of the leading causes of death and disability worldwide.However,information on stroke-related tongue coating microbiome(TCM)is limited,and whether TCM modulation could benefit for stroke prevention and r... Stroke is one of the leading causes of death and disability worldwide.However,information on stroke-related tongue coating microbiome(TCM)is limited,and whether TCM modulation could benefit for stroke prevention and rehabilitation is unknown.Here,TCM from stroke patients(SP)was characterized using molecular techniques.The occurrence of stroke resulted in TCM dysbiosis with significantly reduced species richness and diversity.The abundance of Prevotella,Leptotrichia,Actinomyces,Alloprevotella,Haemophilus,and TM7_[G-1]were greatly reduced,but common infection Streptococcus and Pseudomonas were remarkably increased.Furthermore,an antioxidative probiotic Lactiplantibacillus plantarum AR113 was used for TCM intervention in stroke rats with cerebral ischemia/reperfusion(I/R).AR113 partly restored I/R induced change of TCM and gut microbiota with significantly improved neurological deficit,relieved histopathologic change,increased activities of antioxidant enzymes,and decreased contents of oxidative stress biomarkers.Moreover,the gene expression of antioxidant-related proteins and apoptosis-related factors heme oxygenase-1(HO-1),superoxide dismutase(SOD),glutathione peroxidase(GSH-Px),nuclear factor erythroid 2-related factor 2(Nrf2),NAD(P)H:quinone oxidoreductase-1(NQO-1),and Bcl-2 was significantly increased,but cytochrome C,cleaved caspase-3,and Bax were markedly decreased in the brain by AR113 treatment.The results suggested that AR113 could ameliorate cerebral I/R injury through antioxidation and anti-apoptosis pathways,and AR113 intervention of TCM may have the application potential for stroke prevention and control. 展开更多
关键词 Stroke Cerebral ischemia/reperfusion tongue coating Lactiplantibacillus plantarum AR113 Probiotic intervention
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ISO/TR 20498-5 Traditional Chinese Medicine-Computerized tongue image analysis system-Part 5:Method of acquisition and expression of tongue colour and tongue coating colour 被引量:3
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《Chinese Medicine and Culture》 2022年第3期F0003-F0003,共1页
International Organization for Standardization(ISO)officially released ISO/TR 20498-5 Traditional Chinese medicine-Computerized tongue image analysis system--Part 5:Method of acquisition and expression of tongue colou... International Organization for Standardization(ISO)officially released ISO/TR 20498-5 Traditional Chinese medicine-Computerized tongue image analysis system--Part 5:Method of acquisition and expression of tongue colour and tongue coating colour on January 11,2019.ISO/TR 20498-5 was formulated by the team of Professor Wang Yiqin,from School of Basic Medicine of Shanghai University of TCM and Shanghai Key Laboratory of Health Identification and Evaluation,and jointly completed by East China University of Science and Technology and Suzhou Jingyu Medical Instrument Co.,LTD. 展开更多
关键词 jointly coating tongue
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Study on Tongue Coating Microbiota in Patients with Atrophic Gastritis 被引量:1
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作者 Lingshan Bao Yingcong Yu 《Advances in Microbiology》 2020年第12期681-690,共10页
<b>Aims:</b> To explore the tongue coating microbiota composition in patients with atrophic gastritis by using the 16S rRNA gene sequencing technology. <b>Methods:</b> The study included 29 atr... <b>Aims:</b> To explore the tongue coating microbiota composition in patients with atrophic gastritis by using the 16S rRNA gene sequencing technology. <b>Methods:</b> The study included 29 atrophic gastritis patients and 29 age and gender-matched non-atrophic gastritis controls. By sequencing the V3-V4 region of the 16S rRNA, we investigated the microbial community structure and diversity on the tongue coating. <b>Results:</b> There was no significant difference in the microbial diversity on the tongue coating between the two groups. However, compared with the control, the atrophic gastritis group had a smaller number of operational taxonomic units (OTUs). At the class level, patients with atrophic gastritis had lower relative abundances of <i>Betaproteobacteria</i> and <i>Spirochaetia</i> than the control group. At the gene level, the abundance of <i>Neisseria</i> and <i>Aggregatibacter</i> in atrophic gastritis group had significantly decreased compared with control ones. Furthermore, functional prediction revealed that 24 metabolic pathways significantly differed between the two groups. <b>Conclusions:</b> Our findings provide novel evidence that tongue coating microbiota may be a biomarker for characterizing patient with atrophic gastritis, but its mechanism needs to be further elaborated. 展开更多
关键词 Atrophic Gastritis tongue coating Microbiota 16S rRNA Sequencing
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Application value of tongue coating microflora in integration of traditional Chinese medicine and modern medicine 被引量:3
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作者 Juan Wu Jun Qian +2 位作者 Li-Yun Shi Zhen Zhan Jun-Feng Zhang 《TMR Theory and Hypothesis》 2019年第4期229-240,共12页
Observation of tongue coating is the characteristic content of traditional Chinese medicine syndrome differentiation and treatment. The microflora is the important component of tongue coating besides the desquamated e... Observation of tongue coating is the characteristic content of traditional Chinese medicine syndrome differentiation and treatment. The microflora is the important component of tongue coating besides the desquamated epithelial cells. Tongue coating microflora might be an important linkage between the modern medical research and the classic traditional Chinese medicine theory. Therefore, the present paper summarised the application value of tongue coating microflora in health and disease to enrich the scienti fic connotation of traditional Chinese medicine tongue diagnosis and promote the development of integration of traditional Chinese medicine and modern medicine. 展开更多
关键词 tongue coating MICROFLORA Integration of traditional and western medicine
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Thick tongue coating: diagnostic markers for metastatic colorectal cancer?
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作者 Hao-Ran Zhang Xue Yang +2 位作者 Cui-Hong Zhu Dan Chen Xiong-Zhi Wu 《TMR Cancer》 2020年第4期144-152,共9页
Background:According to World Health Organization,colorectal cancer is the third most common cancer in the world.The prognosis assessment and condition judgment of the colorectal cancer remains a challenge clinically.... Background:According to World Health Organization,colorectal cancer is the third most common cancer in the world.The prognosis assessment and condition judgment of the colorectal cancer remains a challenge clinically.Therefore,identification of diagnostic markers to evaluate the prognosis of colorectal cancer clinically should be urgently developed.We have observed that a lot of cancer patients had thick tongue clinically,but what is the relationship between tongue coating and the tumor?Methods:Seventy-four patients with colorectal carcinoma were collected through the outpatients of Tianjin Medical University Cancer Institute and Hospital from May 2010 to September 2011,in which there were 49 patients confirmed with recurrence or metastasis.All photos of patients’tongue were taken with a SONY camera in the same room and under constant conditions such as brightness or distance.Regression equation predicting thickness of tongue coating was constructed using binary logistic regression analysis.The optimal cut off of probabilities to diagnosis thick tongue coating was determined by receiver operating curve analysis.χ2 test for paired data and kappa test were used to determine the diagnostic value for recurrence and/or metastasis in colorectal cancer patients.Kolmogorov-Smirnov test was used to determine the distribution of ALT,AST,ALP ALB,TP,GLO,TBIL,DBIL,GGT,LDH,GLU,UA,CA724,CA199,CA242 and CEA.Data with the skewed distribution were presented as median(quartile interval).The association between the thickness of tongue coating and clinical-pathological character was evaluated by chi square test and two-independent-sample test.The two-independent-samplesχ2 was used to determine whether there were significant differences in the thin coating and thick coating between patients with recurrence and/or metastasis and patients without recurrence and/or metastasis.Kaplan-Meier method was used to analyze survival time.Statistical analysis was performed by SPSS(version 16.0).Results:Through retrospective clinical study we found that overall survival of colorectal cancer patients with thick greasy tongue coating is less than the patients with less tongue coating.What’s more,the risk for recurrence or/and metastasis overall survival in thick coating group was higher than thin coating group.In addition,the histological staining of the tongue slices of rats showed that EGFR receptors in the tongue root were the most among whole tongue surface.Tongue thick coating may be due to tumor patients with high levels of serum EGF which results in significantly increasing tongue coating.This finding suggested that the tongue coating of cancer patients may reflect the level of serum EGF levels in patients which may be related to shorter survival time.In addition,another study showed that serum lactic dehydrogenase level in patients with thick tongue coating is higher than patients with thin tongue coating.Conclusions:These studies suggest that tongue coating is likely to reflect some of the growth factor and enzyme levels.By observing the tongue coating we could predict the prognosis of patients and the characteristics of tongue coating may be used as new diagnostic markers to patients with colorectal carcinoma. 展开更多
关键词 Colorectal cancer tongue coating thickness PROGNOSIS EGF lactic dehydrogenase Diagnostic markers
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舌诊在慢性肝病中的应用刍议
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作者 李毓秋 沈佳 +1 位作者 王凯 尹训军 《山东中医杂志》 2024年第5期471-475,502,共6页
舌诊作为中医特色诊法之一,在肝病的诊治与预防中具有重要意义。慢性肝病患者在不同的病理阶段有不同的舌象改变。舌色可反映肝病轻重缓急,如缓解期多见淡红舌,发作期多见红绛舌,而严重肝病多见青紫舌;舌形可反映肝病形气神,其中长条舌... 舌诊作为中医特色诊法之一,在肝病的诊治与预防中具有重要意义。慢性肝病患者在不同的病理阶段有不同的舌象改变。舌色可反映肝病轻重缓急,如缓解期多见淡红舌,发作期多见红绛舌,而严重肝病多见青紫舌;舌形可反映肝病形气神,其中长条舌、圆柱舌是慢性肝病的常见舌形,舌缘肿大或者肝积舌多代表慢性肝病中的占位性病变;舌苔与肝病轻重及疾病预后有关,还可辅助诊断慢性肝病的细菌感染情况。此外,舌象在慢性肝病的临床用药指导中也具有重要意义,可多方面、多角度指导临床。 展开更多
关键词 舌诊 舌色 舌形 舌苔 慢性肝病 疏肝祛湿 活血化瘀
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舌苔形成的调控机制及研究新思路
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作者 张军峰 詹瑧 《南京中医药大学学报》 CAS CSCD 北大核心 2024年第2期201-208,共8页
舌苔是舌背黏膜表面的一层苔状物,观察其颜色和性质变化是中医舌诊的重要内容。越来越多的证据显示,舌苔图像及其成分对系统性疾病具有重要的诊断价值,为中医察舌苔辅助临床辨证论治、遣方用药的科学内涵提供了现代科学证据。然而,关于... 舌苔是舌背黏膜表面的一层苔状物,观察其颜色和性质变化是中医舌诊的重要内容。越来越多的证据显示,舌苔图像及其成分对系统性疾病具有重要的诊断价值,为中医察舌苔辅助临床辨证论治、遣方用药的科学内涵提供了现代科学证据。然而,关于舌苔形成的细胞与分子生物学机制依然缺乏系统深入研究。笔者分析了免疫-神经-内分泌系统、生物毒素、物理因素对舌苔形成的调控作用,为探索舌苔微环境(微生物、免疫、内分泌、机械拉伸、温度等)调控舌苔形成的生物学机制提供了新的研究思路和技术体系,有助于推动舌诊原理的现代科学内涵和临床应用研究。 展开更多
关键词 舌苔 免疫-神经-内分泌 微环境 物理因素 调控机制
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NFAT3在充血性心力衰竭气虚血瘀证患者舌苔液中的表达及意义
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作者 张蕾 李小茜 何建成 《辽宁中医杂志》 CAS 北大核心 2024年第6期10-13,共4页
目的研究活化T细胞核因子3(nuclear factor of activated T-cells 3,NFAT3)在充血性心力衰竭(congestive heart failure,CHF)气虚血瘀证患者舌苔液中的表达及与临床指标相关性,初步拟定该证候的诊断界值。方法收集CHF气虚血瘀证患者及... 目的研究活化T细胞核因子3(nuclear factor of activated T-cells 3,NFAT3)在充血性心力衰竭(congestive heart failure,CHF)气虚血瘀证患者舌苔液中的表达及与临床指标相关性,初步拟定该证候的诊断界值。方法收集CHF气虚血瘀证患者及健康对照者各30例,酶联免疫吸附法(enzyme linked immunosorbent assay,ELISA)检测舌苔液中NFAT3的含量。结果NFAT3在CHF气虚血瘀证患者舌苔液的含量为(481.40±103.00)pg/mL,明显高于健康对照者舌苔液的含量[(237.90±156.50)pg/mL](P<0.01);且随着美国纽约心脏协会(New York Heart Association,NYHA)心功能分级的增加,CHF气虚血瘀证患者舌苔液中NFAT3含量不断升高(P<0.01);CHF气虚血瘀证患者舌苔液NFAT3与NYHA心功能分级呈正相关性(r=0.927,P<0.01),与B型脑钠肽(brain natriuretic peptide,BNP)(r=0.806,P<0.01)呈正相关性,与左室射血分数(left ventricular ejection fraction,LVEF)呈负相关性(r=-0.739,P<0.01)。绘制受试者操作特性曲线(receive operating characteristic,ROC)初步拟定舌苔液清中NFAT3诊断CHF气滞血瘀证的界值为363.37 pg/mL,曲线下面积为0.91。结论NFAT3能够反映CHF病情轻重程度,可为CHF气虚血瘀证提供客观化、量化的参考和依据。 展开更多
关键词 充血性心力衰竭 气虚血瘀证 舌苔液 活化T细胞核因子3 诊断界值
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奥密克戎变异株新型冠状病毒感染患者舌象特征与核酸循环阈值等实验室指标的关系
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作者 李楠 郑关毅 林侃 《中医临床研究》 2024年第13期109-116,共8页
目的:探讨奥密克戎变异株新型冠状病毒感染(Corona Virus Disease 2019,COVID-19)普通型患者舌象特征与实验室指标的关系。方法:收集2022年4月-5月在上海城市足迹亚定点医院住院的165例临床确诊COVID-19普通型患者的舌象资料和实验室指... 目的:探讨奥密克戎变异株新型冠状病毒感染(Corona Virus Disease 2019,COVID-19)普通型患者舌象特征与实验室指标的关系。方法:收集2022年4月-5月在上海城市足迹亚定点医院住院的165例临床确诊COVID-19普通型患者的舌象资料和实验室指标。舌象主要包括舌色、舌形、苔色、苔质。舌色分为淡红舌、淡白舌、红舌(包括绛舌)、青紫舌;舌形根据舌体形态分为正常舌、胖大舌(包括齿痕舌)、瘦薄舌;苔质根据舌苔厚薄程度分为薄苔、薄腻苔、厚腻苔,根据舌苔润燥程度分为润苔、燥苔;苔色分为白苔、黄苔。实验室指标包括核酸开放读码框基因(Open Reading Frame,ORF)和核壳蛋白基因(Nucleocapsid,N)的新冠病毒核酸循环阈(Cycle threshold,Ct)值、白细胞计数(White Blood Cell Count,WBC)、中性粒细胞/淋巴细胞值(Neutrophil/Lymphocyte Ratio,NLR)、C反应蛋白(C-reactive Protein,CRP)、降钙素原(Procalcitonin,PCT)、D-二聚体(D-dimer,DD)、丙氨酸氨基转移酶(Alanine Aminotransferase,ALT)、门冬氨酸氨基转移酶(Aspartate Ami-notransferase,AST)、白蛋白(Albumin,ALB)、乳酸脱氢酶(Lactate Dehydrogenase,LDH)、肌酐(Creatinine,Cr),并记录核酸阳性持续天数,分析不同舌象与上述指标的关系。结果:纳入的165例COVID-19普通型患者中淡红舌72例、淡白舌21例、红舌46例、青紫舌26例;正常舌69例、胖大舌64例、瘦薄舌32例;薄苔47例、薄腻苔33例、厚腻苔85例;润苔83例、燥苔82例;白苔88例、黄苔77例。淡白舌、红舌、青紫舌、胖大舌、瘦薄舌、燥苔患者核酸Ct值分别较淡红舌、正常舌、润苔患者降低(P<0.05);淡白舌、青紫舌、瘦薄舌、燥苔患者的核酸阳性持续时间与淡红舌、正常舌、润苔患者相比,分布有差异(P<0.05);胖大舌、瘦薄舌患者的CRP值高于正常舌患者(P<0.05);厚腻苔患者的PCT高于薄苔患者(P<0.05);厚腻苔、黄苔患者的NLR分别高于薄腻苔、薄苔、白苔患者(P<0.05);胖大舌、黄苔患者的ALB值低于及瘦薄舌、正常舌、白苔患者(P<0.05);厚腻苔患者的Cr值高于薄腻苔患者(P<0.05)。结论:不同舌象特征COVID-19普通型患者实验室指标存在差异,舌色、舌形、舌苔润燥程度与核酸Ct值、核酸阳性持续时间关系密切,淡白舌、青紫舌、胖大舌、瘦薄舌及燥苔患者的病毒载量较高,核酸转阴延迟;而不同苔质、苔色、舌形患者炎症指标存在差异,厚腻苔患者的肾功能损害更为严重。 展开更多
关键词 新型冠状病毒感染 舌质 舌苔 核酸循环阈值 核酸阳性持续时间
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结直肠癌患者舌苔变化与舌苔菌群和肠道菌群的相关性研究
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作者 屈德春 吕琨 +3 位作者 朱跃坤 吴海艳 刘雪丽 徐巍 《世界中医药》 CAS 北大核心 2024年第12期1802-1810,共9页
目的:探讨结直肠癌患者腻苔舌苔变化与舌苔菌群和肠道菌群的相关性。方法:选取2022年9月至2023年3月哈尔滨医科大学附属第一医院结直肠外科收治的63例结直肠癌患者,根据其舌象特征分层随机抽样采集其中12例黄腻苔和9例白腻苔患者的舌苔... 目的:探讨结直肠癌患者腻苔舌苔变化与舌苔菌群和肠道菌群的相关性。方法:选取2022年9月至2023年3月哈尔滨医科大学附属第一医院结直肠外科收治的63例结直肠癌患者,根据其舌象特征分层随机抽样采集其中12例黄腻苔和9例白腻苔患者的舌苔、癌组织及癌旁组织样本,同时采集6例肠镜检查无异常的薄白苔健康人舌苔样本。所有样本均行高通量5R 16S rDNA测序分析。结果:结直肠癌患者舌苔变化以黄腻苔和白腻苔为主。舌苔奇异菌属(Atopobium)和肠道颗粒链菌属(Granulicatella)可能是黄腻苔结直肠癌患者的特征性菌属;舌苔孪生球菌属(Gemella)和肠道罗氏菌属(Roseburia)、希瓦氏菌属(Shewanella)可能是白腻苔结直肠癌患者的特征性菌属。具核梭杆菌(Fusobacterium nucleatum)、龋齿放线菌(Actinomyces odontolyticus)和口炎消化链球菌(Peptostreptococcus stomatis)或分别为黄腻苔和白腻苔结直肠癌患者潜在的口-肠相关菌。结论:结直肠癌患者舌苔变化与舌苔、肠道菌群结构和丰度的变化相关,舌苔菌群与癌组织菌群、癌旁组织菌群不同的重叠种类及程度提示中医舌诊腻苔的变化能反映出结直肠癌口-肠菌群的特征性变化,为后期研究中药靶向微生物干预结直肠癌的发展提供客观依据。 展开更多
关键词 结直肠癌 舌苔 舌诊 舌苔菌群 肠道菌群 5R 16S rDNA测序 相关性
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面向早期筛查的血糖失稳态人群“舌象-舌苔微生物组学”特征与机制研究
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作者 雷聪 石康乐 +3 位作者 刘欠欠 于越凡 马伯艳 孟庆刚 《中华中医药学刊》 CAS 北大核心 2024年第8期107-111,I0019,共6页
血糖失稳态是糖尿病、冠心病、脑卒中、痴呆、恶性肿瘤等许多慢性重大性疾病的独立风险因素,临床危害极大,但其高度可逆性的特点也给上述重大疾病的早期防治提供了机会窗口。然而,当前针对血糖失稳态人群早期筛查及干预尚无系统性研究,... 血糖失稳态是糖尿病、冠心病、脑卒中、痴呆、恶性肿瘤等许多慢性重大性疾病的独立风险因素,临床危害极大,但其高度可逆性的特点也给上述重大疾病的早期防治提供了机会窗口。然而,当前针对血糖失稳态人群早期筛查及干预尚无系统性研究,对其中重要组成部分的糖尿病前期人群所用筛查方法在特异性、准确性方面均存在不足,临床应用受限。在中医临床实践中,舌象是反映正邪消长和病情进退的重要依据,特别是在“血糖稳态—血糖失稳态—糖尿病”病程进展中舌象具有一定的动态演化特点,而其舌象变化的潜在机制可能与舌苔微生物密切相关。基于血糖失稳态人群“舌象-舌苔微生态”的临床表观与微生物组学特征构建“舌象-舌苔微生物”宏微观映射模型,有望为血糖失稳态人群的大规模早期筛查和相关疾病早期防治提供新路径,并为阐明中医舌象诊断理论科学内涵、探讨复杂性疾病演化特点与潜在机制提供新视角。 展开更多
关键词 血糖失稳态 早期筛查 舌象 舌苔微生物
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2型糖尿病勃起功能障碍患者舌象特点及舌苔微生物群落关联性分析
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作者 唐威 李秋艳 +3 位作者 张继伟 徐钰莹 孙宁 宋婷婷 《世界中西医结合杂志》 2024年第8期1671-1678,1696,共9页
目的探索2型糖尿病勃起功能障碍(Type 2 diabetes mellitus Erectile dysfunction,T2DMED)患者舌象特点及其舌苔微生物群落结构相关性。方法选取2022年4月18日—2023年6月28日期间就诊于中国中医科学院西苑医院男科门诊的45例T2DMED作... 目的探索2型糖尿病勃起功能障碍(Type 2 diabetes mellitus Erectile dysfunction,T2DMED)患者舌象特点及其舌苔微生物群落结构相关性。方法选取2022年4月18日—2023年6月28日期间就诊于中国中医科学院西苑医院男科门诊的45例T2DMED作为病例组,34例2型糖尿病(Type 2 diabetes mellitus,T2DM)作为对照组,采集舌图、舌苔菌群和血糖及性激素水平。采用16S rRNA基因高通量测序技术检测舌苔菌群,对其进行Alpha多样性、β多样性、组间差异性分析,并利用KEGG数据库进行功能预测。结果发现T2DMED患者暗红舌、黄苔、厚苔、腻苔、胖大舌、裂纹舌、瘀点舌、瘀斑舌出现率均明显高于T2DM组,差异有统计学意义(P<0.05)。T2DMED与T2DM舌苔微生物的物种多样性及物种构成整体上,差异无统计学意义(P>0.05)。但在门和属两个水平上,差异有统计学意义(P<0.05),在门水平上有2个差异物种,分别是变形菌门和蓝细菌;在属水平上有18个差异物种,主要为奈瑟菌属、普雷沃氏菌属等。在舌苔方面隐藏真杆菌属与腻苔呈显著的负相关性,差异有统计学意义(P<0.05);颤螺旋菌属、毛螺菌科NC2004和颤杆菌属与厚苔呈显著的正相关性,差异有统计学意义(P<0.05)。此外,两组患者在脂质代谢、辅因子和维生素代谢等通路上,差异有统计学意义(P<0.05)。结论暗红舌、黄苔、厚苔、腻苔、胖大舌、裂纹舌、瘀点舌、瘀斑舌是T2DMED的特征性舌象。T2DMED与T2DM苔微生物的物种多样性及物种构成整体上不具有显著性的差异,某些特定舌苔菌群可作为T2DMED的生物标志物,T2DMED患者腻苔、厚苔和糖化血红蛋白(Hemoglobin A1C,HbA1c)与部分舌苔菌群有关。 展开更多
关键词 2型糖尿病勃起功能障碍 2型糖尿病 舌象特征 舌苔菌群
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基于持续学习的中医舌色苔色协同分类方法
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作者 卓力 李艳萍 +5 位作者 孙亮亮 张辉 李晓光 张菁 杨洋 魏玮 《北京工业大学学报》 CAS CSCD 北大核心 2024年第9期1077-1088,共12页
中医(traditional Chinese medicine, TCM)舌诊客观化研究中需要分析的舌象特征很多,不同的舌象特征往往采用单独的方法进行分析,导致分析系统的整体实现复杂度大幅增加。为此,基于持续学习的思想,提出一种中医舌色苔色协同分类方法,该... 中医(traditional Chinese medicine, TCM)舌诊客观化研究中需要分析的舌象特征很多,不同的舌象特征往往采用单独的方法进行分析,导致分析系统的整体实现复杂度大幅增加。为此,基于持续学习的思想,提出一种中医舌色苔色协同分类方法,该方法将舌色分类作为旧任务,将苔色分类作为新任务,充分利用2个任务的相似性和相关性,仅通过一个网络结构就同时实现舌色和苔色的准确分类。首先,设计一种基于全局-局部混合注意力机制(global local hybrid attention, GLHA)的双分支网络结构,将网络高层语义特征与低层特征相融合,提升特征的表达能力;然后,提出基于正则化和回放相结合的持续学习策略,使得该网络在学习新任务知识的同时有效防止对旧任务知识的遗忘。在2个自建的中医舌象特征分析数据集上的实验结果表明,提出的协同分类方法可以获得与单个任务相当的分类性能,同时可以将2个分类任务的整体复杂度降低一半左右。其中,舌色分类准确率分别达到93.92%和92.97%,精确率分别达到93.69%和92.87%,召回率分别达到93.96%和93.16%;苔色分类准确率分别达到90.17%和90.26%,精确率分别达到90.05%和90.17%,召回率分别达到90.24%和90.29%。 展开更多
关键词 中医舌色苔色分类 协同分类 深度学习 持续学习 全局-局部混合注意力机制 机器视觉
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大肠进展期腺瘤舌苔菌群微生态分析
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作者 黄朔 王林恒 +2 位作者 江贵 丁玄 张丽杰 《胃肠病学和肝病学杂志》 CAS 2024年第7期837-843,共7页
目的探究大肠进展期腺瘤患者舌苔菌群微生态的特点。方法纳入2023年2月至2023年4月就诊于北京中医药大学东方医院消化内镜中心的大肠进展期腺瘤患者共15例,体检中心健康人共30名,使用口腔咽拭子刮取舌苔,进行16S rRNA扩增并进行高通量测... 目的探究大肠进展期腺瘤患者舌苔菌群微生态的特点。方法纳入2023年2月至2023年4月就诊于北京中医药大学东方医院消化内镜中心的大肠进展期腺瘤患者共15例,体检中心健康人共30名,使用口腔咽拭子刮取舌苔,进行16S rRNA扩增并进行高通量测序,对测序结果进行微生态分析。结果大肠进展期腺瘤组与健康人群组在菌群的Alpha多样性方面差异无统计学意义(P>0.05);Beta多样性方面差异有统计学意义(P<0.05)。大肠进展期腺瘤组中放线菌门(Actinobacteria)、奇异菌属(Atopobium)、放线菌属(Actinomyces)、罗氏菌属(Rothia)的相对丰度显著高于健康人群组(P<0.05)。大肠进展期腺瘤组中巨球形菌属(Megasphaera)、Oribacterium、韦荣氏球菌属(Veillonella)相对丰度显著低于健康人群组(P<0.05)。结论大肠进展期腺瘤患者的舌苔菌群与健康人群相比存在差异,其中主要表现在奇异菌属(Atopobium)、放线菌属(Actinomyces)、罗氏菌属(Rothia)的增加,巨球形菌属(Megasphaera)、Oribacterium、韦荣氏球菌属(Veillonella)丰度的减少。 展开更多
关键词 大肠进展期腺瘤 舌苔 菌群 微生态
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基于高光谱图像的中医舌色分级量化研究
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作者 张冬 庞稳泰 +2 位作者 王可仪 杨丰文 张俊华 《世界科学技术-中医药现代化》 CSCD 北大核心 2024年第7期1925-1930,共6页
目的中医舌诊在疾病临床诊疗中具有重要的作用,但是当前研究结果并不适用于临床疗效评价中。本研究基于高光谱图像技术对舌色进行了特征提取和颜色等级量化研究,使其适用于舌色量化描述。方法制定纳入排除标准,获取400-1000 nm的128个... 目的中医舌诊在疾病临床诊疗中具有重要的作用,但是当前研究结果并不适用于临床疗效评价中。本研究基于高光谱图像技术对舌色进行了特征提取和颜色等级量化研究,使其适用于舌色量化描述。方法制定纳入排除标准,获取400-1000 nm的128个不同光谱波长的舌象高光谱图像,通过中医临床专家对红舌与黄苔进行4种不同颜色程度(轻度、中度、重度、严重)的判别,最后建立基于机器学习模型的红舌与黄苔等级量化预测模型。结果不同颜色程度等级的红舌与黄苔在高光谱曲线特征上存在显著的差异,可以作为颜色等级量化的基础,借助主成分分析+随机森林模型能够实现85.79%和88.34%的红舌与黄苔不同颜色等级的预测。结论借助高光谱图像数据特征与机器学习模型进行舌色的不同颜色等级预测,取得了较好的准确性。 展开更多
关键词 中医舌诊 高光谱特征 红舌黄苔 指标量化 特征提取
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Tongue coating microbiome as a potential biomarker for gastritis including precancerous cascade 被引量:28
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作者 Jiaxing Cui Hongfei Cui +6 位作者 Mingran Yang Shiyu Du Junfeng Li Yingxue Li Liyang Liu Xuegong Zhang Shao Li 《Protein & Cell》 SCIE CAS CSCD 2019年第7期496-509,共14页
The development of gastritis is associated with an increased risk of gastric cancer. Current invasive gastritis diagnostic methods are not suitable for monitoring progressIn this work based on 78 gastritis patients an... The development of gastritis is associated with an increased risk of gastric cancer. Current invasive gastritis diagnostic methods are not suitable for monitoring progressIn this work based on 78 gastritis patients and 50 healthy individuals, we observed that the variation of tongue-coating microbiota was associated with the occurrenee and development of gastritis. Twenty-one microbial species were identified for differentiating tongue-coating microbiomes of gastritis and healthy individuals. Pathways such as microbial metabolism in diverse environments, biosynthesis of antibiotics and bacterial chemotaxis were up-regulated in gastritis patients. The abundance of Campylobacter concisus was found associated with the gastric precancerous cascade. Furthermore, Campylobacter concisus could be detected in tongue coating and gastric fluid in a validation cohort containing 38 gastritis patients. These observations provided biological evidence of tongue diagnosis in traditional Chinese medicine, and indicated that tongue-coating microbiome could be a potential non-invasive biomarker, which might be suitable for long-term monitoring of gastritis. 展开更多
关键词 GASTRITIS tongue coating METAGENOMICS CAMPYLOBACTER concisus non-invasive BIOMARKER
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Automatic Extraction of Tongue Coatings from Digital Images:A Traditional Chinese Medicine Diagnostic Tool 被引量:2
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作者 白云鹿 史云迪 +4 位作者 吴佳 张永红 翁维良 吴煜 白净 《Tsinghua Science and Technology》 SCIE EI CAS 2009年第2期170-175,共6页
In traditional Chinese medicine, the coating on the tongue is considered to be a reflection of various pathologic factors. However, the conventional method to examine the tongue lacks an acceptable standard and does n... In traditional Chinese medicine, the coating on the tongue is considered to be a reflection of various pathologic factors. However, the conventional method to examine the tongue lacks an acceptable standard and does not provide the means for sharing information. This paper describes a segmentation method to extract tongue coatings. First, the tongue body was extracted from the original image using the watershed transform. Then, a threshold method was applied to the image to eliminate the light from the camera flash. Finally, a threshold method using the Otsu model in combination with a splitting-merging method was used in the red, green, and blue (RGB) space to extract the thin coating. The combination of the above two methods is applied in the hue, saturation, and value (HSV) space to extract the thick coating. The feasibility of this method is tested by experiments, and the accuracy of segmentation is 95.9%. 展开更多
关键词 traditional Chinese medicine tongue coating automatic analysis
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Reliability, Accuracy, and Use Frequency of Evaluation Methods for Amount of Tongue Coating
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作者 Su-Ryun Kim Dong-Hyun Nam 《Chinese Journal of Integrative Medicine》 SCIE CAS CSCD 2019年第5期378-385,共8页
Objective: To classify the evaluation methods for amount of tongue coating(TC) and investigate their reliability, accuracy, and frequency of use. Methods: Articles published from 1985 to 2015 were searched for evaluat... Objective: To classify the evaluation methods for amount of tongue coating(TC) and investigate their reliability, accuracy, and frequency of use. Methods: Articles published from 1985 to 2015 were searched for evaluation methods for the amount of TC in PubMed and the Cochrane Library. Only clinical researches were included except protocol articles. The methods were classi?ed according to their characteristics. Results: Finally,113 articles were selected. The evaluation method for the amount of TC from the articles was classi?ed into 4 types: intuitive, specificative, computerized, and weighing TC. The reliability in the intuitive and specificative methods(κ=0.33–0.92) showed varying levels among the studies. In general, the amount of TC calculated by the speci?cative method(Spearman's r=0.68–0.80) was more strongly related to the directly measured value than to the value estimated by the computerized method(Pearson's r=0.442). The number of articles published on this topic has increased consistently, and the speci?cative method was the most frequently used. Despite the higher reliability of the computerized method, it has not been widely used. Conclusions: The high prevalence of the speci?cative method would continue in clinical practice because of its convenience and accuracy. However,to establish higher reliability, the limitation of the subjectivity of the assessors should be overcome through calibration training. In the computerized method, novel algorithms are needed to obtain a higher accuracy so that it can help the practitioners con?dently estimate the amount of TC. 展开更多
关键词 tongue coating evaluation methods RELIABILITY ACCURACY FREQUENCY
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Potential Role of EGF and EGFR in Tongue Coating Formation
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作者 Yi-Shuang Tang Yu-Feng Mao +2 位作者 Yu Zhao Jing-Hua Peng Yi-Yang Hu 《World Journal of Traditional Chinese Medicine》 2016年第4期62-69,共8页
Tongue coating, as a sensitive index of the physiological and pathological changes of human organs, is an important basis for the Traditional Chinese Medicine(TCM) syndrome differentiation and treatment. Mechanism of ... Tongue coating, as a sensitive index of the physiological and pathological changes of human organs, is an important basis for the Traditional Chinese Medicine(TCM) syndrome differentiation and treatment. Mechanism of the formation and change of tongue coating is an important scientific problem. In recent years, researches indicated that in addition to apoptosis related genes, epidermal growth factor(EGF) and epidermal growth factor receptor(EGFR) also contribute to tongue coating formation. In this paper, we summarized recent studies on the potential role of EGF and EGFR in regulating the formation of tongue coating to provide some reference for the further investigations on tongue coating formation mechanisms. 展开更多
关键词 tongue coating epidermal growth factor epidermal growth factor receptor REVIEW
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