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.Effects of sinomenine on LPS-induced apoptosis and autophagy of lung epithelial cells in JNK/c-Jun signaling pathway
Li LI ; Yingying SUN ; Ying BAI ; Luowen HU ; Qingqing WEI ; Yupeng YAN ; Ji WANG
Chinese Journal of Immunology 2024;40(4):731-735
Objective:To explore the effect of sinomenine(SIN)on LPS-induced apoptosis and autophagy of lung epithelial cells through the JNK/c-Jun signaling pathway.Methods:MLE-12 lung epithelial cells were cultured,and the toxicity of SIN was detected by CCK-8.Apoptosis was detected by flow cytometry,the number of autophagosomes was detected by immunofluorescence,and the expression levels of apoptosis,autophagy and JNK/c-Jun signaling pathway-related proteins were detected by Western blot.Results:After LPS modeling,apoptosis rate and the number of autophagosomes were increased,the protein levels of Cleaved caspase-3,Bax,and Beclin-1,and LC3Ⅱ/LC3Ⅰ,p-JNK/JNK and p-c-Jun/c-Jun were increased(P<0.05);Bcl-2 and P62 protein levels were decreased(P<0.05).SIN treatment can significantly improve the effects of LPS on apoptosis and autophagy,as well as the regulation of the JNK/c-Jun signaling pathway(P<0.05).Treatment with the autophagy inhibitor 3-MA or the JNK agonist ANISO could partially reverse the protective effect of SIN on LPS-induced lung epithelial cells(P<0.05).Conclusion:SIN may increase autophagy and pro-tect lung epithelial cells damaged by LPS by regulating proteins related to the JNK/c-Jun signaling pathway.
3.Advances on the mechanisms of metformin in improving cognitive impairment in schizophrenia
Houming ZHU ; Cuicui CUI ; Weili XIA ; Jiacui JI ; Hongchang ZHANG ; Xianbiao SU ; Zhongbao WANG ; Jiashu MA ; Haoran CHU ; Yunshao ZHENG ; Ludong BAI ; Ranran LI
Chinese Journal of Nervous and Mental Diseases 2024;50(5):315-320
Schizophrenia is a common chronic mental disorder.Cognitive dysfunction is one of its core symptoms,which severely affects the social functioning of patients.Currently,antipsychotic medication treatments have poor efficacy in improving cognitive functions.Recent studies have found that metformin can improve cognitive dysfunction in patients with schizophrenia.However,the mechanism of action remains unclear.This review summarizes the therapeutic effects of metformin on cognitive dysfunction in schizophrenia patients such as improving insulin resistance,repairing neuronal damage,regulating neuroimmunity,and combating oxidative stress,thereby providing new insights for the treatment of cognitive dysfunction in schizophrenia.
4.Clinical effects of Shuilu Erxian Pills combined with Modified Didang Decoction on patients with early and middle stage diabetic nephropathy
Jian-En GUO ; Jia-Hua ZHANG ; Yuan ZHANG ; Pin-Chuan JI ; Zhi-Xu GAO ; Zhan-Hua GAO ; Li-Ping AN ; Jia-Qi YANG ; Bai CHANG
Chinese Traditional Patent Medicine 2024;46(5):1514-1519
AIM To explore the clinical effects of Shuilu Erxian Pills combined with Modified Didang Decoction on patients with early and middle stage diabetic nephropathy.METHODS Eighty-three patients were randomly assigned into control group(42 cases)for 12-week administration of Irbesartan Tablets,and observation group(41 cases)for 12-week administration of Shuilu Erxian Pills,Modified Didang Decoction and Irbesartan Tablets.The changes in clinical effects,TCM syndrome scores,blood glucose indices(FBG,HbA1c),blood lipid indices(TC,TG),renal function indices(BUN,Scr,24 h UTP,eGFR),inflammatory factors(IL-1β,hs-CRP,IL-6,TNF-α,IL-18,TGF-β1),immune function indices(lymphocyte,neutrophil,CD8+,CD3+,CD4+,CD4+/CD8+)and incidence of adverse reactions were detected.RESULTS The observation group demonstrated higher total effective rate than the control group(P<0.05).After the treatment,the observation group displayed decreased TCM syndrome scores,blood glucose indices,blood lipid indices,BUN,Scr,24 h UTP,inflammatory factors,CD8+(P<0.05),reduced lymphocyte,neutrophil(P<0.05),and increased eGFR,CD3+,CD4+,CD4+/CD8+(P<0.05),which were more obvious than those in the control group(except for HbA1c,TG,SCr,24 h UTP,lymphocyte,neutrophil)(P<0.05).No significant difference in incidence of adverse reactions was found between the two groups(P>0.05).CONCLUSION For the patients with early and middle stage diabetic nephropathy,Shuilu Erxian Pills combined with Modified Didang Decoction can safely and effectively improve clinical symptoms,whose mechanism may contribute to the reduction of inflammatory levels and improvement of immune functions.
5.Relationship between perivascular adipose tissue and atherosclerosis and its research progress
Meng-Yu ZHENG ; Yi FENG ; Xiao-Xuan BAI ; Ji LI
Chinese Journal of cardiovascular Rehabilitation Medicine 2024;33(3):331-334
Perivascular adipose tissue(PVAT),attached to the adventitia,is a special functional layer of the vascular wall structure.PVAT exists around most blood vessels and is mainly composed of adipocytes,fibroblasts,stem cells,mast cells and nerve cells.PVAT not only participates in energy metabolism,but also has secretory function.It plays an important role in maintaining vascular structure and regulating vascular function.Atherosclerosis is a chro-nic metabolic syndrome characterized by endothelial dysfunction,lipid deposition,and inflammatory infiltration,which is closely associated with obesity.This paper reviews the role of PVAT in atherosclerosis.
6.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.
7.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.
8.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*
9.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]
10.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.

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