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.Efficacy of steam thermal ablation on the treatment of benign prostatic hyperplasia.
Ning SHAO ; Qi-Feng CAO ; Jian-Wei CAO ; Jian KANG ; Qiang BAI ; Xin-Gang CUI
National Journal of Andrology 2025;31(4):338-340
OBJECTIVE:
To explore the clinical application of transurethral steam thermal ablation of the prostate as an ultra-minimally invasive treatment of benign prostatic hyperplasia (BPH).
METHODS:
We treated 18 BPH patients by transurethral steam thermal ablation of the prostate in our hospital, and followed them up for 6-12 months after operation. We obtained the IPSS, maximum urinary flow rate (Qmax), IIEF-5 scores, Male Sexual Health Questionnaire-Ejaculatory Dysfunction-Short Form (MSHQ-EjD-SF) scores and quality of life (QOL) scores from the patients and compared them before and after surgery.
RESULTS:
Operations were successfully completed in all the cases, with no intraoperative complications, and all the patients were discharged on the second day after surgery. At the 6-month follow-up after surgery, the Qmax increased from (10.08 ± 2.06) ml/s before surgery to (7.51 ± 3.21) ml/s, the IPSS decreased from 23.72 ± 1.87 to 8.06 ± 1.39, and the QOL score decreased from 5.11 ± 0.58 before surgery to 1.28 ± 0.46. The differences in these indicators were statistically significant (P<0.05). And these is no significant difference in the MSHQ-EjD-SF and IIEF-5 score(P>0.05).
CONCLUSION
Transurethral steam thermal ablation of the prostate is a safe, effective and almost non-invasive surgical strategy for the treatment of BPH, with a good prospect of clinical application.
Humans
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Male
;
Prostatic Hyperplasia/surgery*
;
Aged
;
Middle Aged
;
Treatment Outcome
;
Steam
;
Transurethral Resection of Prostate/methods*
;
Quality of Life
3.The influence of microvessel density and microlymphatic vessel density on prognosis in hypopharyngeal carcinoma and the construction.
Cong XU ; Lanzhen CUI ; Xiaoxiao LIU ; Jing BAI ; Lijun ZHANG ; Yu PENG ; Xiaoming LI
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(12):1143-1149
Objective:This study aims to investigate the influence of microvessel density(MVD) and microlymphatic vessel density(MLVD) on the prognosis of patients with hypopharyngeal squamous cell carcinoma(HPSCC) and to develop a nomogram prediction model for prognosis based on pathological characteristics. Methods:A retrospective analysis was conducted on clinicopathological and follow-up data from HPSCC patients who underwent surgical treatment at our institution between June 2010 and June 2020. Immunohistochemical staining was performed on tumor tissues and adjacent normal margin tissues to evaluate MVD and MLVD. The associations among MVD, MLVD, and clinicopathological features were analyzed. Univariate and multivariate Cox regression analyses were conducted to identify independent risk factors affecting overall survival(OS). Based on these findings, a nomogram model was constructed and its predictive accuracy was assessed using C-index, receiver operating characteristic(ROC) curve, and calibration curve. Results:Both MVD and MLVD were significantly higher in HPSCC tumor tissues compared to normal tissues. Patients in the high MVD and high MLVD groups exhibited significantly lower OS rates than those in the low MVD and low MLVD groups. Multivariate Cox regression analysis revealed that N stage, recurrence, nerve invasion, lymph node capsule invasion, MVD, and MLVD were independent prognostic factors of OS. Based on these factors, a nomogram prognosis model was successfully constructed. The nomograms demonstrated superior performance in terms of C-index, area under the ROC curve, and calibration, outperforming the AJCC TNM staging system. Conclusion:Elevated MVD and MLVD levels are associated with poorer prognosis in HPSCC patients. The nomogram model based on pathological features provides valuable insights for clinical assessment and decision-making.
Humans
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Hypopharyngeal Neoplasms/blood supply*
;
Prognosis
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Retrospective Studies
;
Microvascular Density
;
Nomograms
;
Lymphatic Vessels/pathology*
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Male
;
Female
;
Middle Aged
;
Carcinoma, Squamous Cell/blood supply*
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Microvessels/pathology*
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Lymphatic Metastasis
;
Survival Rate
4.Expert consensus on early orthodontic treatment of class III malocclusion.
Xin ZHOU ; Si CHEN ; Chenchen ZHOU ; Zuolin JIN ; Hong HE ; Yuxing BAI ; Weiran LI ; Jun WANG ; Min HU ; Yang CAO ; Yuehua LIU ; Bin YAN ; Jiejun SHI ; Jie GUO ; Zhihua LI ; Wensheng MA ; Yi LIU ; Huang LI ; Yanqin LU ; Liling REN ; Rui ZOU ; Linyu XU ; Jiangtian HU ; Xiuping WU ; Shuxia CUI ; Lulu XU ; Xudong WANG ; Songsong ZHU ; Li HU ; Qingming TANG ; Jinlin SONG ; Bing FANG ; Lili CHEN
International Journal of Oral Science 2025;17(1):20-20
The prevalence of Class III malocclusion varies among different countries and regions. The populations from Southeast Asian countries (Chinese and Malaysian) showed the highest prevalence rate of 15.8%, which can seriously affect oral function, facial appearance, and mental health. As anterior crossbite tends to worsen with growth, early orthodontic treatment can harness growth potential to normalize maxillofacial development or reduce skeletal malformation severity, thereby reducing the difficulty and shortening the treatment cycle of later-stage treatment. This is beneficial for the physical and mental growth of children. Therefore, early orthodontic treatment for Class III malocclusion is particularly important. Determining the optimal timing for early orthodontic treatment requires a comprehensive assessment of clinical manifestations, dental age, and skeletal age, and can lead to better results with less effort. Currently, standardized treatment guidelines for early orthodontic treatment of Class III malocclusion are lacking. This review provides a comprehensive summary of the etiology, clinical manifestations, classification, and early orthodontic techniques for Class III malocclusion, along with systematic discussions on selecting early treatment plans. The purpose of this expert consensus is to standardize clinical practices and improve the treatment outcomes of Class III malocclusion through early orthodontic treatment.
Humans
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Malocclusion, Angle Class III/classification*
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Orthodontics, Corrective/methods*
;
Consensus
;
Child
5.Expert consensus on digital restoration of complete dentures.
Yue FENG ; Zhihong FENG ; Jing LI ; Jihua CHEN ; Haiyang YU ; Xinquan JIANG ; Yongsheng ZHOU ; Yumei ZHANG ; Cui HUANG ; Baiping FU ; Yan WANG ; Hui CHENG ; Jianfeng MA ; Qingsong JIANG ; Hongbing LIAO ; Chufan MA ; Weicai LIU ; Guofeng WU ; Sheng YANG ; Zhe WU ; Shizhu BAI ; Ming FANG ; Yan DONG ; Jiang WU ; Lin NIU ; Ling ZHANG ; Fu WANG ; Lina NIU
International Journal of Oral Science 2025;17(1):58-58
Digital technologies have become an integral part of complete denture restoration. With advancement in computer-aided design and computer-aided manufacturing (CAD/CAM), tools such as intraoral scanning, facial scanning, 3D printing, and numerical control machining are reshaping the workflow of complete denture restoration. Unlike conventional methods that rely heavily on clinical experience and manual techniques, digital technologies offer greater precision, predictability, and efficacy. They also streamline the process by reducing the number of patient visits and improving overall comfort. Despite these improvements, the clinical application of digital complete denture restoration still faces challenges that require further standardization. The major issues include appropriate case selection, establishing consistent digital workflows, and evaluating long-term outcomes. To address these challenges and provide clinical guidance for practitioners, this expert consensus outlines the principles, advantages, and limitations of digital complete denture technology. The aim of this review was to offer practical recommendations on indications, clinical procedures and precautions, evaluation metrics, and outcome assessment to support digital restoration of complete denture in clinical practice.
Humans
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Denture, Complete
;
Computer-Aided Design
;
Denture Design/methods*
;
Consensus
;
Printing, Three-Dimensional
6.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.
7. 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.
8.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.
9.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.
10.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.

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