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.Mid- and long-term clinical efficacy of ascending aortic wrapping in adult patients undergoing aortic valve replacement
Xiaohui ZHOU ; Hansong SUN ; Shuiyun WANG ; Shaoxian GUO ; Liqing WANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(07):983-900
Objective To assess mid- and long-term outcomes of ascending aortic wrapping (AAW) in adult patients undergoing aortic valve replacement (AVR). Methods We retrospectively analyzed clinical data of adult patients who underwent AVR and AAW in Fuwai Hospital from January 2010 to August 2019. Ascending aorta diameter (AAD) was measured by echocardiography or CT scan preoperatively and postoperatively. Results A total of 33 patients were enrolled, including 23 males and 10 females aged 22-73 (51.06±12.61) years. There was no perioperative death. The mean preoperative, postoperative and follow-up AAD of the patients were (46.06±3.54) mm, (34.55±5.17) mm, and (37.12±5.64) mm, respectively. The differences in the AAD between pre-operation and post-operation, and between pre-operation and the last follow-up were both statistically significant (P<0.05). The median follow-up time was 38.20 (18.80-140.30) months. The median increase rate of diameter was 0.63 (−0.11, 1.36) mm per year after the surgery. The increase rate was >5 mm per year in 1 patient, and >3 mm in another one. Conclusion The mid- and long-term outcomes of AAW in adult patients undergoing AVR are satisfactory and encouraging.
3.Utility of upper urinary tract video urodynamics in recurrent symptoms and equivocal hydronephrosis after ureteral reconstruction: A retrospective cohort study.
Xinfei LI ; Yiming ZHANG ; Liqing XU ; Chen HUANG ; Zhihua LI ; Kunlin YANG ; Hua GUAN ; Jing LIU ; Peng ZHANG ; Hongjian ZHU ; Liqun ZHOU ; Xuesong LI
Chinese Medical Journal 2025;138(18):2350-2352
4.Adherence to blood glucose self-monitoring guidance and glycemic control in Chinese patients with type 2 diabetes mellitus initiating basal insulin: A mobile health-based prospective cohort study.
Lixin GUO ; Dalong ZHU ; Kaining CHEN ; Yaoming XUE ; Chao ZHOU ; Ping LIU ; Zhaohui HU ; Pei GU ; Wei ZHANG ; Huijie DONG ; Wanjun XIE ; Liqing GUAN
Chinese Medical Journal 2025;138(21):2832-2834
5.Consideration of countermeasures to promote family doctor contracting rate and first-return-visit rate in primary care institutions
Fei SHENG ; Ping LU ; Liqing ZHOU ; Bihua CHEN ; Chuntao YI ; Jiangen CHEN ; Fulai SHEN ; Tiantian DENG ; Dongjian XU ; Liling MAO
Chinese Journal of General Practitioners 2024;23(2):180-184
Based on the analysis of the existing problems and implementation dilemmas in family doctor contracting and first-return-visits faced by primary medical institutions in China, the authors propose countermeasures to provide reference for managers of primary health care institutions.
6.TCF7 transcriptional activation of MACC1 regulates aerobic glycolysis and promotes oxaliplatin resistance in rectal cancer
Yan YAN ; Liqing ZHOU ; Jianhong XIA ; Tingting MA
China Oncology 2024;34(8):715-725
Background and purpose:Rectal cancer occurs on the inner wall of the rectum,and metastasis-associated in colon cancer 1(MACC1)can promote drug resistance in colon cancer cells.This study aimed to investigate the effect of MACC1 on oxaliplatin resistance in rectal cancer and its mechanism.Methods:Biosignal analysis of MACC1 and TCF7 expressions in rectal cancer tissues and signaling pathways enriched for MACC1 were carried out.The expressions of MACC1 and TCF7 in rectal cancer cells and rectal cancer oxaliplatin-resistant cells were detected by real-time fluorescence quantitative polymerase chain reaction(RTFQ-PCR),cell viability was detected by cell counting kit-8(CCK-8),and cell proliferation was detected by cell colony formation assay.ECAR values,lactate production and glucose consumption were detected by Seahorse Biosciences XF96.Western blot was used to detect the expressions of glycolysis-related proteins.Dual luciferase reporter gene and ChIP were used to validate the regulatory relationship between MACC1 and TCF7.Normality test and homogeneity of variance analysis was performed on the data of each group by GraphPad Prism 8.0.If it conformed to normal distribution,one-way ANOVA or t-test would be used for inter group comparison,otherwise the comparison between groups would be conducted using Wilcoxon rank sum test.Using a two-sided test,P<0.05 was considered statistically significant.Results:MACC1 and TCF7 expressions were upregulated in rectal cancer,and knockdown of MACC1 significantly inhibited the viability of rectal cancer drug-resistant cells and the IC50 values of different concentrations of oxaliplatin treatments,as well as reduced the proliferation ability of rectal cancer oxaliplatin-resistant cells.Overexpression of MACC1 was able to promote the proliferation and glycolytic capacity of rectal cancer cells.Further studies revealed that the transcription factor TCF7 existed in the upper reaches of MACC1.Besides,this study analyzed the data from Cancer Genome Atlas Program(TCGA),and the result showed that knockdown of TCF7 was able to attenuate the promotional effect of overexpression of MACC1 on the glycolytic capacity and oxaliplatin resistance of rectal cancer cells.Conclusion:This study demonstrated that the TCF7/MACC1 axis could promote aerobic glycolysis and thus oxaliplatin resistance in rectal cancer cells.The findings suggest that targeting the TCF7/MACC1 axis or inhibiting the aerobic glycolysis pathway may be a novel therapeutic approach to inhibit oxaliplatin resistance in rectal cancer.
7.Evaluation of the quality of Chinese guidelines and expert consensuses on nursing published in 2022
Yingfeng ZHOU ; Shizheng DU ; Xiaoju ZHANG ; Zhiwen WANG ; Liqing YUE ; Xufei LUO ; Yan HU
Chinese Journal of Nursing 2024;59(20):2538-2546
Objective To evaluate the scientificity,transparency and applicability of Chinese guidelines and expert consensuses on nursing published in 2022,in order to improve the quality of guidelines and consensuses.Methods Databases including Medline,Embase,Web of Science,CBM,CNKI,WanFang database,Chinese Medical Journal,and related websites were electronically searched,as well as China Hong Kong,Macao and Taiwan medical journals,to collect Chinese guidelines and expert consensuses on nursing from January to December 2022.STAR tool was used to evaluate the quality of each guidelines and consensuses by 3 assessors independently.Total score,scoring rate of each domain and item were adopted to analyze the outcomes.Results A total of 3 guidelines and 33 expert consensuses were included.The total guidelines and expert consensuses STAR score(33.5±14.3).The quality of guidelines and consensuses was low.The quality of guidelines was moderate with average score of 55.1,and the quality of consensuses was low with average score of 31.5.The included guidelines and consensuses had a highest score rate(52.4%)in the domain of recommendation.Among 39 items of STAR tool,the top 4 items including listing participants and institutions,explaining additional instructions for implementation,describing consensus method,and listing references for recommendations had a high score rate of 100%,83.3%,77.8%,75.0%respectively.However,the items of registration,providing registration information,protocols being searched on public platforms and explaining the role of funding had a low score rate,urgent need for attention and upgrading.Conclusion The overall quality of the Chinese guidelines and expert consensuses on nursing published in 2022 was low.As a medical and nursing practice guidance document,the quality of guidelines and expert consensuses should be improved by encouraging registration,strengthening management of interest conflict,enhancing the rigor of guideline developing process,and expanding the dissemination.
8.Resistance mechanism and molecular epidemiological characteristics of carbapenem-resistant Klebsiella pneumoniae analyzed based on whole-genome sequencing
Lan CHEN ; Zhu CHEN ; Liqing HU ; Shanshan WANG ; Fangyou YU ; Ying ZHOU
Chinese Journal of Microbiology and Immunology 2023;43(10):756-762
Objective:To elucidate the drug resistance characteristics and molecular epidemiological features of carbapenem-resistant Klebsiella pneumoniae (CRKP) in this region, and to provide a basis for clinical anti-infective therapy. Methods:A total of 92 CRKP isolates were collected from the First Affiliated Hospital of Ningbo University and Ningbo No.2 Hospital. Antimicrobial susceptibility testing was performed using the VITEK2 Compact analyzer. Whole-genome sequencing was used to analyze their molecular characteristics including capsular serotypes, sequence types (multilocus sequencing typing) and resistance genes. Plasmid replicon types were identified using PlasmidFinder, and core genome phylogenetic analysis was performed with Parsnp.Results:The CRKP isolates were mainly isolated from critically ill elderly patients, with sputum (51.09%, 47/92) and urine (13.04%, 12/92) as the major specimen sources, followed by blood (8.70%, 8/92). Most of the infections were reported in the intensive care unit (33.70%, 31/92). All isolates showed high resistance to commonly used antibiotics, but lower resistance to polymyxin B (6.52%, 6/92). The predominant resistance gene, capsule serotype and ST were blaKPC-2 (78.26%, 72/92), KL64 (48.91%, 45/92), and ST11 (54.35%, 50/92), respectively. ST11-KL64 was the predominant clone, accounting for 46.74%(43/92) and carried multiple plasmids with IncR and IncFⅡ as the major types. Conclusions:CRKP in this region mainly harbored the blaKPC-2 resistance gene and showed high resistance to commonly used antibiotics. The ST11-KL64 clone spread widely in this region and the strains circulating in the two hospitals were similar. Thus, the surveillance should be strengthened.
9.Evaluation and management of gastrointestinal fistula after upper gastrointestinal tunnel endoscopic surgery
Liang ZHU ; Quanlin LI ; Zuqiang LIU ; Mingyan CAI ; Wenzheng QIN ; Weifeng CHEN ; Yiqun ZHANG ; Yunshi ZHONG ; Liqing YAO ; Pinghong ZHOU
Chinese Journal of Digestive Endoscopy 2023;40(12):1006-1010
To investigate the evaluation and management of gastrointestinal fistula after upper gastrointestinal tunnel endoscopic surgery, a retrospective analysis was performed on 15 patients with gastrointestinal fistula after upper gastrointestinal tunnel endoscopic surgery, who were treated at the Endoscopy Center of Zhongshan Hospital, Fudan University from January 2012 to October 2022. All patients were treated successfully after comprehensive treatment. Three patients received metal clipping and gastric tube drainage; 10 patients received gastric tube drainage combined with jejunal nutritional tube placement, and 7 of them had gastric tube directly put into the fistula cavity; 2 patients received covered esophageal stent placement combined with jejunal nutritional tube placement. Five patients received wound tissue glue spraying; 2 patients underwent purse-string suture with nylon loops and metal clips after reduced fistula burned by hot biopsy forcep or argon plasma coagulation. The gastrointestinal fistula after tunnel endoscopic surgery is a complex postoperative complication, which needs early detection, careful evaluation and comprehensive treatment.
10.Long-term Complete Remission of Decitabine-Primed Tandem CD19/CD22 CAR-T Therapy with PD-1 and BTK Inhibitors Maintenance in a Refractory Primary Central Nervous System Lymphoma Patient
Rui ZOU ; Xiao ZHOU ; Hailing LIU ; Peng WANG ; Fan XIA ; Liqing KANG ; Lei YU ; Depei WU ; Zhengming JIN ; Changju QU
Cancer Research and Treatment 2023;55(4):1363-1368
Primary central nervous system lymphoma (PCNSL) is a rare and aggressive non-Hodgkin’s lymphoma that affects the brain, eyes, cerebrospinal fluid, or spinal cord without systemic involvement. The outcome of patients with PCNSL is worse compared to patients with systemic diffuse large B-cell lymphoma. Given potential mortality associated with severe immune effector cell-associated neurotoxicity syndrome (ICANS), patients with PCNSL have been excluded from most clinical trials involving chimeric antigen receptor T-cell (CAR-T) therapy initially. Here, we report for the first time to apply decitabine-primed tandem CD19/CD22 dual-targeted CAR-T therapy with programmed cell death-1 (PD-1) and Bruton’s tyrosine kinase (BTK) inhibitors maintenance in one patient with multiline-resistant refractory PCNSL and the patient has maintained complete remission (CR) for a 35-month follow-up period. This case represents the first successful treatment of multiline resistant refractory PCNSL with long-term CR and without inducing ICANS under tandem CD19/CD22 bispecific CAR-T therapy followed by maintenance therapy with PD-1 and BTK inhibitors. This study shows tremendous potential in the treatment of PCNSL and offers a look toward ongoing clinical studies.

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