1.Construction of a Diagnostic Model for Traditional Chinese Medicine Syndromes of Chronic Cough Based on the Voting Ensemble Machine Learning Algorithm
Yichen BAI ; Suyang QIN ; Chongyun ZHOU ; Liqing SHI ; Kun JI ; Chuchu ZHANG ; Panfei LI ; Tangming CUI ; Haiyan LI
Journal of Traditional Chinese Medicine 2025;66(11):1119-1127
ObjectiveTo explore the construction of a machine learning model for the diagnosis of traditional Chinese medicine (TCM) syndromes in chronic cough and the optimization of this model using the Voting ensemble algorithm. MethodsA retrospective analysis was conducted using clinical data from 921 patients with chronic cough treated at the Respiratory Department of Dongfang Hospital, Beijing University of Chinese Medicine. After standardized processing, 84 clinical features were extracted to determine TCM syndrome types. A specialized dataset for TCM syndrome diagnosis in chronic cough was formed by selecting syndrome types with more than 50 cases. The synthetic minority over-sampling technique (SMOTE) was employed to balance the dataset. Four base models, logistic regression (LR), decision tree (dt), multilayer perceptron (MLP), and Bagging, were constructed and integrated using a hard voting strategy to form a Voting ensemble model. Model performance was evaluated using accuracy, recall, precision, F1-score, receiver operating characteristic (ROC) curve, area under the curve (AUC), and confusion matrix. ResultsAmong the 921 cases, six syndrome types had over 50 cases each, phlegm-heat obstructing the lung (294 cases), wind pathogen latent in the lung (103 cases), cold-phlegm obstructing the lung (102 cases), damp-heat stagnating in the lung (64 cases), lung yang deficiency (54 cases), and phlegm-damp obstructing the lung (53 cases), yielding a total of 670 cases in the specialized dataset. High-frequency symptoms among these patients included cough, expectoration, odor-induced cough, throat itchiness, itch-induced cough, and cough triggered by cold wind. Among the four base models, the MLP model showed the best diagnostic performance (test accuracy: 0.9104; AUC: 0.9828). Compared with the base models, the Voting ensemble model achieved superior performance with an accuracy of 0.9289 on the training set and 0.9253 on the test set, showing a minimal overfitting gap of 0.0036. It also achieved the highest AUC (0.9836) in the test set, outperforming all base models. The model exhi-bited especially strong diagnostic performance for damp-heat stagnating in the lung (AUC: 0.9984) and wind pathogen latent in the lung (AUC: 0.9970). ConclusionThe Voting ensemble algorithm effectively integrates the strengths of multiple machine learning models, resulting in an optimized diagnostic model for TCM syndromes in chronic cough with high accuracy and enhanced generalization ability.
2.Clinical significance of determining the level of biliary calprotectin in patients with cholangiocarcinoma or choledocholithiasis
Tingting JI ; Bingqing BAI ; Yufang CUI ; Shaofei WANG ; Jianglong HONG ; Yang LI ; Junjun BAO ; Qiao MEI
Journal of Clinical Hepatology 2024;40(3):568-572
ObjectiveTo investigate the difference in the level of biliary calprotectin between patients with cholangiocarcinoma and those with choledocholithiasis. MethodsClinical data and bile samples were collected from 34 patients with cholangiocarcinoma and 78 patients with choledocholithiasis who were diagnosed and treated with endoscopic retrograde cholangiopancreatography in The First Affiliated Hospital of Anhui Medical University from May 2021 to September 2022. Fluorescence lateral flow immunoassay was used to measure the levels of calprotectin, hemoglobin, and lactoferrin in bile. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups; the Spearman correlation test was used for correlation analysis; the DeLong test was used for comparison of the area under the ROC curve (AUC). ResultsCompared with the choledocholithiasis group, the cholangiocarcinoma group had significant increases in the levels of calprotectin [4 795.50 (2 286.79 — 20 179.73) ng/mL vs 411.16 (67.03 — 1 991.88) ng/mL, Z=5.572, P<0.001] and fluoride [115.70 (109.10 — 125.50) mmol/L vs 106.60 (98.60 — 114.40) mmol/L, Z=2.702, P=0.007]. The patients with cholangiocarcinoma were further divided into high cholangiocarcinoma group and low cholangiocarcinoma group, and there was no significant difference between the two groups in the level of calprotectin [3 867.71 (2 235.66 — 26 407.40) ng/mL vs 4 795.50 (2 361.15 — 13 070.53) ng/mL, Z=0.129, P>0.05]. Biliary calprotectin level was correlated with white blood cell count, hemoglobin concentration, and lactoferrin concentration in bile (r=0.316, 0.353, and 0.464, all P<0.05). The ROC curve analysis showed that biliary calprotectin (with a sensitivity of 79.4% and a specificity of 75.6%), blood CA19-9 (with a sensitivity of 82.4% and a specificity of 78.2%), and their combination (with a sensitivity of 88.2% and a specificity of 73.1%) had good sensitivity and specificity in the diagnosis of cholangiocarcinoma. ConclusionThere is an increase in the level of biliary calprotectin in patients with cholangiocarcinoma, and therefore, it might become a biomarker for the diagnosis of cholangiocarcinoma.
3.No Incidence of Liver Cancer Was Observed in A Retrospective Study of Patients with Aristolochic Acid Nephropathy.
Tao SU ; Zhi-E FANG ; Yu-Ming GUO ; Chun-Yu WANG ; Jia-Bo WANG ; Dong JI ; Zhao-Fang BAI ; Li YANG ; Xiao-He XIAO
Chinese journal of integrative medicine 2024;30(2):99-106
OBJECTIVE:
To assess the risk of aristolochic acid (AA)-associated cancer in patients with AA nephropathy (AAN).
METHODS:
A retrospective study was conducted on patients diagnosed with AAN at Peking University First Hospital from January 1997 to December 2014. Long-term surveillance and follow-up data were analyzed to investigate the influence of different factors on the prevalence of cancer. The primary endpoint was the incidence of liver cancer, and the secondary endpoint was the incidence of urinary cancer during 1 year after taking AA-containing medication to 2014.
RESULTS:
A total of 337 patients diagnosed with AAN were included in this study. From the initiation of taking AA to the termination of follow-up, 39 patients were diagnosed with cancer. No cases of liver cancer were observed throughout the entire follow-up period, with urinary cancer being the predominant type (34/39, 87.17%). Logistic regression analysis showed that age, follow-up period, and diabetes were potential risk factors, however, the dosage of the drug was not significantly associated with urinary cancer.
CONCLUSIONS
No cases of liver cancer were observed at the end of follow-up. However, a high prevalence of urinary cancer was observed in AAN patients. Establishing a direct causality between AA and HCC is challenging.
Humans
;
Retrospective Studies
;
Incidence
;
Carcinoma, Hepatocellular
;
Liver Neoplasms/epidemiology*
;
Kidney Diseases/chemically induced*
;
Aristolochic Acids/adverse effects*
4.Fast reconstruction algorithm of magnetic particle imaging based on Kaczmarz algorithm
Ji-Chao SHEN ; Li KE ; Shi BAI
Chinese Medical Equipment Journal 2024;45(1):9-14
Objective To propose a Kaczmarz algorithm-based fast reconstruction method of magnetic particle imaging to solve the problems of magnetic particle tomography in prolonged imaging time and computational complexity.Methods Firstly,the convergence speeds of the classical Kaczmarz algorithm and its variant algorithms were analyzed,and the number of iterations and computational time under arbitrary matrices were calculated.Secondly,the abilities of Euclidean distance and cosine distance in differentiating system data were compared,and the cosine distance-based K-means algorithm was employed to enhance the computational capability of block Kaczmarz algorithm,shorten the system matrix reconstruction time,and ultimately fast reconstruction of magnetic particle imaging was realized.The effectiveness of the proposed algorithm was verified through computer simulation.Results The proposed algorithm reduced greatly the reconstruction time and improved the spatial resolution and quality of the reconstructed images.Conclusion The proposed algorithm enables fast reconstruction of magnetic particle imaging and behaves well in reconstruction of data containing noise.[Chinese Medical Equipment Journal,2024,45(1):9-14]
5.The Association between GLP-1 Receptor-Based Agonists and the Incidence of Asthma in Patients with Type 2 Diabetes and/or Obesity:A Meta-Analysis
Zhang MENGQING ; Lin CHU ; Cai XIAOLING ; Jiao RUOYANG ; Bai SHUZHEN ; Li ZONGLIN ; Hu SUIYUAN ; Lyu FANG ; Yang WENJIA ; Ji LINONG
Biomedical and Environmental Sciences 2024;37(6):607-616
Objective Recent studies have indicated potential anti-inflammatory effects of glucagon-like peptide-1 receptor agonists(GLP-1RAs)on asthma,which is often comorbid with type 2 diabetes mellitus(T2DM)and obesity.Therefore,we conducted a meta-analysis to assess the association between the administration of glucagon-like peptide-1(GLP-1)receptor-based agonists and the incidence of asthma in patients with T2DM and/or obesity. Methods PubMed,Web of Science,Embase,the Cochrane Central Register of Controlled Trials,and Clinicaltrial.gov were systematically searched from inception to July 2023.Randomized controlled trials(RCTs)of GLP-1 receptor-based agonists(GLP-1RA,GLP-1 based dual and triple receptor agonist)with reports of asthma events were included.Outcomes were computed as risk ratios(RR)using a fixed-effects model. Results Overall,39 RCTs with a total of 85,755 participants were included.Compared to non-GLP-1 receptor-based agonist users,a trend of reduced risk of asthma was observed in patients with T2DM or obesity using GLP-1 receptor-based agonist treatments,although the difference was not statistically significant[RR=0.91,95%confidence interval(CI):0.68 to 1.24].Further Subgroup analyses indicated that the use of light-molecular-weight GLP-1RAs might be associated with a reduced the risk of asthma when compared with non-users(RR=0.65,95%CI:0.43 to 0.99,P=0.043).We also performed sensitivity analyses for participant characteristics,study design,drug structure,duration of action,and drug subtypes.However,no significant associations were observed. Conclusion Compared with non-users,a modest reduction in the incidence of asthma was observed in patients with T2DM or obesity using GLP-1 receptor-based agonist treatments.Further investigations are warranted to assess the association between GLP-1 receptor-based agonists and the risk of asthma.
6.A national questionnaire survey on endoscopic treatment for gastroesophageal varices in portal hypertension in China
Xing WANG ; Bing HU ; Yiling LI ; Zhijie FENG ; Yanjing GAO ; Zhining FAN ; Feng JI ; Bingrong LIU ; Jinhai WANG ; Wenhui ZHANG ; Tong DANG ; Hong XU ; Derun KONG ; Lili YUAN ; Liangbi XU ; Shengjuan HU ; Liangzhi WEN ; Ping YAO ; Yunxiao LIANG ; Xiaodong ZHOU ; Huiling XIANG ; Xiaowei LIU ; Xiaoquan HUANG ; Yinglei MIAO ; Xiaoliang ZHU ; De'an TIAN ; Feihu BAI ; Jitao SONG ; Ligang CHEN ; Yingcai MA ; Yifei HUANG ; Bin WU ; Xiaolong QI
Chinese Journal of Digestive Endoscopy 2024;41(1):43-51
Objective:To investigate the current status of endoscopic treatment for gastroesophageal varices in portal hypertension in China, and to provide supporting data and reference for the development of endoscopic treatment.Methods:In this study, initiated by the Liver Health Consortium in China (CHESS), a questionnaire was designed and distributed online to investigate the basic condition of endoscopic treatment for gastroesophageal varices in portal hypertension in 2022 in China. Questions included annual number and indication of endoscopic procedures, adherence to guideline for preventing esophagogastric variceal bleeding (EGVB), management and timing of emergent EGVB, management of gastric and isolated varices, and improvement of endoscopic treatment. Proportions of hospitals concerning therapeutic choices to all participant hospitals were calculated. Guideline adherence between secondary and tertiary hospitals were compared by using Chi-square test.Results:A total of 836 hospitals from 31 provinces (anotomous regions and municipalities) participated in the survey. According to the survey, the control of acute EGVB (49.3%, 412/836) and the prevention of recurrent bleeding (38.3%, 320/836) were major indications of endoscopic treatment. For primary [non-selective β-blocker (NSBB) or endoscopic therapies] and secondary prophylaxis (NSBB and endoscopic therapies) of EGVB, adherence to domestic guideline was 72.5% (606/836) and 39.2% (328/836), respectively. There were significant differences in the adherence between secondary and tertiary hospitals in primary prophylaxis of EGVB [71.0% (495/697) VS 79.9% (111/139), χ2=4.11, P=0.033] and secondary prophylaxis of EGVB [41.6% (290/697) VS 27.3% (38/139), χ2=9.31, P=0.002]. A total of 78.2% (654/836) hospitals preferred endoscopic therapies treating acute EGVB, and endoscopic therapy was more likely to be the first choice for treating acute EGVB in tertiary hospitals (82.6%, 576/697) than secondary hospitals [56.1% (78/139), χ2=46.33, P<0.001]. The optimal timing was usually within 12 hours (48.5%, 317/654) and 12-24 hours (36.9%, 241/654) after the bleeding. Regarding the management of gastroesophageal varices type 2 and isolated gastric varices type 1, most hospitals used cyanoacrylate injection in combination with sclerotherapy [48.2% (403/836) and 29.9% (250/836), respectively], but substantial proportions of hospitals preferred clip-assisted therapies [12.4% (104/836) and 26.4% (221/836), respectively]. Improving the skills of endoscopic doctors (84.2%, 704/836), and enhancing the precision of pre-procedure evaluation and quality of multidisciplinary team (78.9%, 660/836) were considered urgent needs in the development of endoscopic treatment. Conclusion:A variety of endoscopic treatments for gastroesophageal varices in portal hypertension are implemented nationwide. Participant hospitals are active to perform emergent endoscopy for acute EGVB, but are inadequate in following recommendations regarding primary and secondary prophylaxis of EGVB. Moreover, the selection of endoscopic procedures for gastric varices differs greatly among hospitals.
7.The Correlation between Blood Stasis Constitution and Diseases: A Bibliometric Analysis of 135 Clinical Studies
Shunqi CHEN ; Yan ZI ; Wei WEI ; Fan YANG ; Yuyang CAI ; Zhuqing LI ; Minghua BAI ; Ji WANG
Journal of Traditional Chinese Medicine 2024;65(5):529-536
ObjectiveTo explore the correlation between blood stasis constitution (BSC) and diseases based on constitution literature involving “constitution-diseases correlation”. MethodsA comprehensive search was conducted on six Chinese and English electronic databases including CNKI, Wanfang, VIP, SinoMed, PubMed and Embase to find all clinical researches on the correlation between constitution and diseases using the Classification and Identification of Chinese Medicine Constitution standard from April 1st, 2009 to December 31st, 2022, and the participants of the research were BSC related. By analyzing the characteristics of the literature, such as authors, publication institutes, participants, and results, the disease with the highest proportion of BSC distribution or BSC as their risk factors or protective factors were summarized to explore the correlation between BSC and diseases. ResultsTotally 135 clinical studies on diseases highly related to BSC were included, with a total sample size of 71 172 cases.There were 27 keywords in the articles appeared more than 3 times, including the elderly, lumbar disc herniation, coronary heart disease, cardiovascular disease, and endometriosis. In the author's clustering, included studis were mainly from Shenzhen Hospital of Beijing University of Chinese Medicine, Second Affiliated Hospital of Guangzhou University of Chinese Medicine, and Wenzhou Central Hospital. In terms of blood stasis related diseases, 81 studies showed that BSC was the most common type of constitution in the study population, involving 48 disease or morbid states. The diseases and median proportions of BSC with reported literature ≥3 included coronary heart disease (28.8%), endometriosis (31.3%), neurocognitive impairment (26.4%), lumbar disc herniation (26.0%), ischemic stroke (25.0%), adenomyosis (34.7%), and endometrial polyps (25.0%). Fifty-eight studies found that BSC was a risk factor for disease occurrence,and these diseases reported more than 3 times included hypertension (median OR = 2.956), type 2 diabetes (median OR = 3.436),osteoporosis (median OR = 5.171), sudden deafness (median OR = 3.827) and endometriosis (median OR = 5.412). One study indicated BSC as the protective factor of lateral growth tumor of large intestine (median OR = 0.161). ConclusionBSC is closely related to circulatory system diseases, urogenital system diseases, and musculoskeletal system diseases.
8.Construct course of exercise therapy technology for vocational college of rehabilitation therapy techenology based on ICF and RCF
Junwu YU ; Zhongbing DING ; Qinglan FU ; Haizhou LI ; Ji-Won PARK ; Yan WANG ; Jie HU ; Jianjuan BAI ; Zuojun SHI
Chinese Journal of Rehabilitation Theory and Practice 2024;30(12):1400-1406
ObjectiveTo analyze and construct a curriculum framework and content system of the vocational college rehabilitation therapy technology exercise therapy technology course, based on World Health Organization (WHO) International Classification of Functioning, Disability and Health (ICF) and rehabilitation competency framework (RCF). MethodsUsing educational psychology and curriculum theory, and applying the ICF and RCF, the curriculum system for rehabilitation therapy technology curriculum system was constructed. A systematic analysis of the existing exercise therapy technology course content was conducted to identify the core elements related to ICF and RCF. Through the design of course modules, these core elements were integrated into theoretical courses, skills training and practical courses to form a comprehensive curriculum structure. ResultsCombining the ICF and RCF, a curriculum system for rehabilitation therapy technology curriculum system was constructed, covering theoretical courses, skills training and practical courses. This system enabled students to systematically master rehabilitation assessment and treatment techniques and develop clinical decision-making abilities and interdisciplinary collaboration skills. The introduction of the ICF framework allowed students to acquire knowledge, skills and abilities in the field of exercise therapy technology through the course. Developing competency-oriented courses based on RCF framework helped students develop comprehensive professional competencies through learning. ConclusionBy integrating the ICF and RCF, a curriculum for exercise therapy technology course in vocational colleges has been constructed. Based on the ICF framework, the content of the course has been aligned with the bio-psycho-social theory of functioning and health, covering three levels: body function, activity and participation, and environmental factors. The curriculum content should include the analysis, assessment and intervention of these functioning. RCF provides a theoretical structure and methodology for developing competency-oriented courses. When designing the course modules, teaching objectives have been established based on the core competency framework, aiming to develop students' comprehensive professional competence and professionalism through theoretical courses, practical training and clinical internships.
9.Analysis of the System Construction and Differentiation and Treatment Model of"Common Medicines for Various Diseases"
Wenda JI ; Jun MA ; Zheng XIAO ; Min BAI ; Xiaoyi YANG ; Yingcun LI
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(1):13-17
The"common medicines for various diseases"in the preface of Collective Commentaries on the Classic of Materia Medica has been highly praised by medical practitioners for its unique"disease-medicine"outline and clinical practicality,and has continued to be included and developed in later works on materia medica and prescriptions,laying the foundation for the research and develop-ment of"specialized prescriptions for specialized diseases"and"specialized medicines for specialized diseases".Tao Hongjing used"the root of major diseases"in Shen Nong's Classic of the Materia Medica as the basic framework,referred to the prescriptions and med-icines in Treatise on Cold Damage and Miscellaneous Diseases,and expanded his own and other medical experience to create the"com-mon medicines for various diseases"system,relating and summarizing the representative diseases and main therapeutic effects of medi-cines,and creating a"disease-medicine"outline system.The construction of the"common medicines for various diseases"system has opened up the precedent of"specialized prescriptions for specialized diseases"and"specialized medicines for specialized diseases",providing new prescription ideas for clinical differentiation and treatment.
10.Peiminine inhibits viability of human colonic adenocarcinoma SW480 cells by down-regulating expression of CDK2/CDK4/CDK6 and cyclin D1
Xia YANG ; Yaru LI ; Yue LI ; Hongyue MAO ; Bing BAI ; Yiquan LI ; Ji-Cheng HAN ; Yining WAN ; Shimin XIE ; Yilong ZHU ; Ningyi JIN
Chinese Journal of Pathophysiology 2024;40(6):1070-1077
AIM:This study examined the inhibitory effect of peiminine on the human colonic adenocarcino-ma cell line SW480 and explored the underlying mechanisms.METHODS:SW480 and human normal colonic epithelial CCD-841CoN cells were treated with different concentrations of peiminine and subjected to the CCK-8 assay to select the optimal treatment time and concentration of the compound.SW480 cell migration and invasion were evaluated by the wound-healing and Transwell assays.Cell cycle progression was analyzed by flow cytometry.The expression levels of cell cycle-related proteins were examined by Western blot.SW480 xenograft tumor model was established in nude mice to ex-amine the effect of peiminine on tumor growth and the expression of cell cycle-related proteins in vivo.RESULTS:Peimi-nine(110 mg/L)significantly inhibited the proliferation of SW480 cells compared with the control group(P<0.01),caused cell cycle arrest at G1 phase,and significantly downregulated the expression of cyclin dependent kinase 2(CDK2),CDK4,CDK6,cyclin D1,p-Rb/Rb,E2F1,E2F3,and E2F4(P<0.05).Peiminine inhibited SW480 xenograft tumor growth,prolonged the survival of model mice,and affected the expression of CDK2,CDK4,CDK6,and cyclin D1 in tu-mor tissues.CONCLUSION:Peiminine promotes G1 phase arrest by down-regulating the expression of CDK2,CDK4,CDK6,and cyclin D1,thereby inhibiting the proliferation of SW480 cells.

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