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.Investigation of Effect of Different Processed Products of Atractylodes chinensis Rhizoma on Rats with Spleen Deficiency Based on Pharmacodynamics and Metabolomics
Jiayang LING ; Yang BAI ; Yang QU ; Mingyang CUI ; Xingyi LI ; Qian CAI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(7):179-188
ObjectiveTo clarify the differences in the efficacy and mechanism of different processed products of Atractylodes chinensis rhizoma by the pharmacodynamics and metabolomics studies of raw, bran-fried and rice water-processed products on rats with spleen deficiency. MethodSixty male SD rats were randomly divided into blank group, model group, raw product group(3.75 g·kg-1), bran-fried product group(3.75 g·kg-1), rice water-processed product group(3.75 g·kg-1) and Shenling Baizhusan group(6.7 g·kg-1), with 10 rats in each group. The method of excessive fatigue+improper diet was used to establish a spleen deficiency model in rats. After the end of modeling, except for the blank and model groups, each dosing group was given the corresponding drug suspension, the immune organ coefficients of each group of rats were examined, the levels of interleukin-6(IL-6), tumor necrosis factor-α(TNF-α), immunoglobulin G(IgG), amylase(AMS), motilin(MTL), gastrin(GAS), Na+-K+-adenosine triphosphatase(ATPase), aquaporin 2(AQP2), AQP3 and AQP8 in rats were measured by enzyme-linked immunosorbent assay(ELISA). Ultra high performance liquid chromatography-quadrupole-time-of-flight tandem mass spectrometry(UPLC-Q-TOF-MS) combined with orthogonal partial least squares-discriminant analysis(OPLS-DA) were used to search for biomarkers in the plasma samples of spleen-deficient rats by using two criteria[P<0.05 and variable importance in the projection(VIP) value>1], and to compare the different modulatory effects of the three decoction pieces on the splenic-deficient biomarkers, and metabolic pathway analysis was conducted through the Kyoto Encyclopedia of Genes and Genomes(KEGG) database. ResultCompared with the blank group, the thymus index and spleen index of rats in the model group were significantly decreased(P<0.05), the levels of IL-6, TNF-α, IgG and AQP2 were significantly increased(P<0.05), the levels of AMS, GAS, MTL, AQP3, AQP8 and Na+-K+-ATPase were significantly decreased(P<0.05). Compared with the model group, raw products, bran-fried products and rice water-processed products all increased thymus index and spleen index(P<0.05), decreased IL-6, TNF-α, IgG and AQP2 levels(P<0.05), and increased AMS, GAS, MTL, AQP3, AQP8 and Na+-K+-ATPase levels to different degrees. A total of 176 differential metabolites were screened in the model group compared with the blank group, of which 75, 72 and 84 biomarkers were called back by the raw products, bran-fried products and rice water-processed products, respectively(P<0.05, P<0.01). Raw products of A. chinensis rhizoma mainly affected glycine, serine and threonine metabolism. Bran-fried products mainly affected alanine, aspartate and glutamate metabolism, D-arginine and D-ornithine metabolism. Rice water-processed products mainly affected glycine, serine and threonine metabolism, alanine, aspartate and glutamate metabolism, citrate cycle, thiamine metabolism, D-arginine and D-ornithine metabolism. ConclusionRaw products, bran-fried products and rice water-processed products of A. chinensis rhizoma all have good spleen strengthening effects, among which the effects of bran-fried products and rice water-processed products were stronger. Meanwhile, raw products has the strongest dryness, followed by bran-fried products, and the weakest dryness of rice water-processed products. The three decoction pieces are able to significantly modulate metabolic abnormalities in spleen-deficient rats, and the mechanism may be related to amino acid metabolism such as glycine, serine and threonine metabolism as well as alanine, aspartate and glutamate metabolism.
3.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.
4. Effects of sodium pyruvate on the morphology, structure and function of erythrocytes stored in vitro in type 2 diabetes rats
Yu BAI ; Na YAO ; Xiaoyi XIE ; Mandi WU ; Yinghui CUI ; Jianrong GUO ; Yongbin CHI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(2):139-145
AIM: To observe the effect of RBC preservation solution with sodium pyruvate on the morphology, structure and function of RBC stored in vitro in type 2 diabetes rats. METHODS: Thirty SPF male SD rats, were randomly divided into 3 groups (n=10): non-T2DM conventional RBC preservation solution (group A), T2DM conventional RBC preservation solution (group B) and T2DM sodium pyruvate RBC preservation solution (group C). The leukoreduced RBC from the tail vein and stored for 0 d (T0), 7 d (T1), 14 d (T2), 21 d (T3) and 28 d (T4) to detect the morphology, structure and the contents of 2, 3-DPG, reactive oxygen species (ROS), malondialdehyde (MDA) and lactic acid (LA) of RBC in group A, B and C. The RBC stored for 14 days in vitro were labeled with PKH26, and its survival rate were tested in vivo at 1, 4, 10 and 16 hours after intravenous infusion. RESULTS: At T0, the RBC morphology of group A was intact, which was better than that of group B and group C. With the extension of storage time, the morphology of RBC in each group gradually transformed into a spindle-spherical shape. Compared with group A, the incidence of acanthocytes in group B and group C was higher, and the incidence of acanthocytes in group C was lower than that in group B. Compared with group A, the content of 2, 3-DPG in group B and group C decreased, while ROS and MDA increased at different time points (P<0.05). The content of 2,3-DPG in group C was higher than that in group B (P<0.05), and the contents of ROS and MDA were lower than those in group B (P<0.05). LA content in group B was higher than that in group A and group C (P<0.05). At T2-T4, the LA content in group C was lower than that in group A (P<0.05). The survival rate of RBC in group A was higher than that in group B and C, and the survival rate of RBC in group B was lower than that in group C (P<0.05). CONCLUSION: Sodium pyruvate added RBC preservation solution has a certain protective effect on RBC stored in vitro in type 2 diabetic rats, and its mechanism may be related to its antioxidant effect.
5.Research progress of biomarkers for non-small cell lung cancer
Ziqiang HONG ; Dacheng JIN ; Xiangdou BAI ; Baiqiang CUI ; Yunjiu GOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(02):311-318
Lung cancer is the leading cause of cancer-related deaths worldwide. Despite growing efforts for its early detection by screening populations at risk, the majority of lung cancer patients are still diagnosed in an advanced stage. In the last decade, the treatment of non-small cell lung cancer (NSCLC) has been improved significantly. Emerging options of targeted therapies and immunotherapies have shifted the management of lung cancer to a more personalized treatment approach, significantly influencing the clinical course and outcome of the disease. At present, molecular biomarkers are becoming a powerful tool for diagnosing cancer, predicting treatment response outcomes, and assessing prognosis. In this review, we summarized the biomarkers relevant to the diagnosis, prediction, and prognosis of NSCLC as well as promising novel predictive biomarkers in the future.
6.Research progress in mitochondrial quality control in schizophrenia
Haoran CHU ; Cuicui CUI ; Xianbiao SU ; Hongchang ZHANG ; Jiashu MA ; Houming ZHU ; Ludong BAI ; Ranran LI
Journal of Central South University(Medical Sciences) 2024;49(1):128-134
Mitochondria are the main site of energy metabolism within cells,generating a substantial amount of ATP to supply energy to the human body.Research has shown that alterations in mitochondrial structure and function exist in individuals with schizophrenia,suggesting their potential impact on the onset of psychiatric disorders and clinical treatment efficacy.Therefore,understanding the research progress on the genetic mechanisms,pathological processes,image manifestations of schizophrenia and mitochondrial quality control,and summarizing the relevant evidence of mitochondrial-related targets as potential therapeutic targets for schizophrenia,can provide references for further research.
7.Research advances in thermal ablation for lung cancer
Ziqiang HONG ; Dacheng JIN ; Xiangdou BAI ; Baiqiang CUI ; Yunjiu GOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):166-172
Although surgical resection remains to be the best treatment strategy for stageⅠnon-small cell lung cancer (NSCLC), percutaneous thermal ablation offers an important option for patients who are unable to undergo surgical resection. Currently, there are three main thermal ablation methods used in the treatment of lung cancer, including radiofrequency ablation (RFA), microwave ablation (MWA) and argon-helium cryoablation (AHC). With the improvement of technique and the accumulation of experience in the treatment of lung cancer, some limitations are disclosed in the initial application of RFA, such as heat sink effect, skin burns and rapid carbonization. These shortcomings have been overcome in the development of MWA and AHC. The feasibility and safety of thermal ablation for the treatment of lung cancer has been demonstrated and its efficacy has been significantly improved (especially for the tumour diameter≤3 cm). This article will focus on the application and recent research developments of these ablation techniques in the treatment of lung cancer.
8.Efficacy,metabolic characteristics,safety and immunogenicity of AK-HER2 compared with reference trastuzumab in patients with metastatic HER2-positive breast cancer:a multicenter,randomized,double-blind phase Ⅲ equivalence trial
Yang LUO ; Tao SUN ; Zhimin SHAO ; Jiuwei CUI ; Yueyin PAN ; Qingyuan ZHANG ; Ying CHENG ; Huiping LI ; Yan YANG ; Changsheng YE ; Guohua YU ; Jingfen WANG ; Yunjiang LIU ; Xinlan LIU ; Yuhong ZHOU ; Yuju BAI ; Yuanting GU ; Xiaojia WANG ; Binghe XU ; Lihua SONG
China Oncology 2024;34(2):161-175
Background and purpose:For patients with human epidermal growth factor receptor 2(HER2)-positive metastatic breast cancer,trastuzumab treatment can prolong the overall survival and significantly improve the prognosis of patients.However,the reference original research trastuzumab(Herceptin?)is more expensive.Biosimilars have comparable efficacy and safety profiles while increasing patient access to treatment.This clinical trial aimed to evaluate the efficacy,pharmacokinetics,safety and immunogenicity of the trastuzumab biosimilar AK-HER2 compared to trastuzumab(Herceptin?)in patients with HER2-positive metastatic breast cancer.Methods:This multi-center,randomised,double-blind phase Ⅲ clinical trial was conducted in 43 subcenters in China.This study complied with the research protocol,the ethical principles stated in the Declaration of Helsinki and the quality management standards for drug clinical trials.It was approved by the hospital's medical ethics committee.The clinical trial registration agency is the State Food and Drug Administration(clinical trial approval number:2015L04224;clinical trial registration number:CTR20170516).Written informed consent was obtained from subjects before enrollment.Enrolled patients were randomly assigned to the AK-HER2 group and the control group,respectively receiving AK-HER2 or trastuzumab(initial loading dose 8 mg/kg,maintenance dose 6 mg/kg,every 3 weeks as a treatment cycle,total treatment time is 16 cycles)in combination with docetaxel(75 mg/m2,treatment duration is at least 9 cycles).The primary endpoint of this clinical trial was the objective response rate(ORR9)between the AK-HER2 group and the control group in the 9th cycle.Secondary efficacy endpoints included ORR16,disease control rate(DCR),clinical benefit rate(CBR),progression-free survival(PFS)and 1-year survival rate.In this study,100 subjects(AK-HER2 group to control group=1:1)were randomly selected for blood sample collection after the 6th cycle of medication,The collection time points were 45 minutes after infusion(the end of administration),4,8,24,72,120,168,336,and 504 hours after the end of administration.After collection,blood samples were analyzed by PK parameter set(PKPS).Other evaluation parameters included safety and immunogenicity assessment.Results:A total of 550 patients with HER2-positive metastatic breast cancer were enrolled in this clinical trial between Sep.2017 and Mar.2021.In the AK-HER2 group(n=237),129 subjects in the experimental group achieved complete response(CR)or partial response(PR),and the ORR9 was 54.4%.There were 134 subjects in the control group(n=241)who achieved CR or PR,and the ORR9 was 55.6%.The ORR9 ratio between the AK-HER2 group and the control group was 97.9%[90%confidence interval(CI):85.4%-112.2%,P=0.784],which was not statistically significant.In all secondary efficacy endpoints,no statistically significant differences were observed between the two groups.We conducted a mean ratio analysis of pharmacokinetics(PK)parameters between the AK-HER2 group and the control group,and the results suggested that the pharmacokinetic characteristics of the two drugs are similar.The incidence of treatment emergent adverse event(TEAE)leading to drug reduction or suspension during trastuzumab treatment was 3.6%(10 cases)in the AK-HER2 group and 8.1%(22 cases)in the control group.There was statistically significant difference between the two groups(P=0.027).The incidence rate was significantly lower in the AK-HER2 group than in the control group,and there was no statistically significant difference among the other groups.The differences in the positive rates of anti-drug antibodies(ADA)and neutralizing antibodies(NAB)between groups were of no statistical significance(P=0.385 and P=0.752).Conclusion:In patients with HER2-positive metastatic breast cancer,AK-HER2 was comparable to the trastuzumab(Herceptin?)in terms of drug efficacy,pharmacokinetics,safety and immunogenicity.
9.Short- and long-term effects of R4 versus R3+R4 endoscopic thoracic sympathicotomy for acrohyperhidrosis: A retrospective cohort study in a single center
Ziqiang HONG ; Wenxi GOU ; Yannan SHENG ; Xiangdou BAI ; Baiqiang CUI ; Dacheng JIN ; Yunjiu GOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(05):733-738
Objective To compare the short- and long-term effects of R4 versus R3+R4 endoscopic thoracic sympathicotomy (ETS) for acrohyperhidrosis. Methods We retrospectively analyzed the clinical data of patients with acrohyperhidrosis admitted to the Department of Thoracic Surgery of Gansu Provincial Hospital for surgical treatment from April 2014 to April 2021. The patients were divided into two groups according to the methods of ETS, including a R4 group and a R3+R4 group. Perioperative clinical data and postoperative follow-up data were collected to compare the short- and long-term outcomes of the two groups. Results A total of 155 eligible patients were included. There were 60 patients in the R4 group, including 23 males and 37 females, with a mean age of 22.55±2.74 years. There were 95 patients in the R3+R4 group, including 40 males and 55 females, with a mean age of 23.14±3.65 years. There were no statistical differences between the two groups in terms of baseline indicators such as gender, age and positive family history (P>0.05). Total operative time was 38.67±5.20 min in the R4 group and 40.05±5.18 min in the R3+R4 group; intraoperative bleeding was 7.25±3.25 mL in the R4 group and 7.95±3.90 mL in the R3+R4 group; postoperative hospital stay was 1.28±0.52 d in the R4 group and 1.38±0.57 d in the R3+R4 group, the differences between the two groups in the above indicators were not statistically significant (P>0.05). Postoperative hand hyperhidrosis symptoms were significantly relieved in both groups, and the complete remission rate was better in the R3+R4 group than that in the R4 group (98.0% vs. 93.3%), but the difference was not statistically significant (P=0.358). The R3+R4 group was superior to the R4 group in terms of the relief of plantar hyperhidrosis symptoms, patient satisfaction and quality of life index at 6 months postoperatively (P<0.05). There was no statistical difference in the overall incidence of compensatory hyperhidrosis at 12 months postoperatively between the two groups (P=0.867), but the incidence of compensatory hyperhidrosis was higher in the R3+R4 group than that in the R4 group (72.6% vs. 70.0%). Conclusion The perioperative outcomes of R4 and R3+R4 ETS are similar, but R3+R4 ETS has a higher rate of symptomatic relief of acrohyperhidrosis, and patients have a better postoperative quality of life. R3+R4 ETS is a reliable option for the treatment of acrohyperhidrosis. However, patients need to be informed that this procedure may increase the risk of compensatory hyperhidrosis.
10.The Uptake and Distribution Evidence of Nano-and Microplastics in vivo after a Single High Dose of Oral Exposure
Tao HONG ; Wei SUN ; Yuan DENG ; Da Jian LYU ; Hong Cui JIN ; Long Ying BAI ; Jun NA ; Rui ZHANG ; Yuan GAO ; Wei Guo PAN ; Sen Zuo YANG ; Jun Ling YAN
Biomedical and Environmental Sciences 2024;37(1):31-41
Objective Tissue uptake and distribution of nano-/microplastics was studied at a single high dose by gavage in vivo.Methods Fluorescent microspheres (100 nm, 3 μm, and 10 μm) were given once at a dose of 200 mg/(kg·body weight). The fluorescence intensity (FI) in observed organs was measured using the IVIS Spectrum at 0.5, 1, 2, and 4 h after administration. Histopathology was performed to corroborate these findings.Results In the 100 nm group, the FI of the stomach and small intestine were highest at 0.5 h, and the FI of the large intestine, excrement, lung, kidney, liver, and skeletal muscles were highest at 4 h compared with the control group (P < 0.05). In the 3 μm group, the FI only increased in the lung at 2 h (P < 0.05). In the 10 μm group, the FI increased in the large intestine and excrement at 2 h, and in the kidney at 4 h (P < 0.05). The presence of nano-/microplastics in tissues was further verified by histopathology. The peak time of nanoplastic absorption in blood was confirmed.Conclusion Nanoplastics translocated rapidly to observed organs/tissues through blood circulation;however, only small amounts of MPs could penetrate the organs.

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