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. Transcriptomic analysis of the molecular mechanism of Tiaopi Chengqi decoction improving gastric digestive function in mice with food accumulation
Xiaoyun WANG ; Huaizhou ZHAO ; Liguo TONG ; Haijie JI ; Qian YANG ; Ping WANG ; Haiyan LU ; Mingsuo SONG
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(3):252-259
AIM:To explore the molecular mechanism of Tiaopi Chengqi decoction (TpCqD) improving hyperthermia and high-protein food-induced hyperphagia mice based on transcriptomics. METHODS:C57 mice were randomly divided into a control group, model group, low-dose TpCqD group, high-dose TpCqD group, and domperidone group. The general condition of the experimental mice was observed and the average food intake was counted, and the rate of gastric emptying and intestinal propulsion was determined for each group of mice. H&E staining was used to observe pathological changes in gastric tissue. PAS staining was used to observe glycogen changes in gastric tissue. Pepsin activity was determined by colorimetry. pH value of gastric contents was measured by acid-base titration. Transcriptome sequencing was used to analyze the differential genes in gastric tissue, a volcano map and a cluster heat map were made for the differential genes, and KEGG was used to analyze the signal pathway enrichment of the differential genes. RT-qPCR verified the differential genes obtained by screening. RESULTS:After treatment with TpCqD, the body weight and average food intake of mice with food accumulation increased (P<0.05), and the intestinal propulsion rate and gastric emptying speed of mice with food accumulation accelerated (P<0.05). TpCqD could protect gastric tissue structure and glycogen degradation, increase pepsin activity (P<0.05), and reduce gastric content pH (P<0.05). Transcriptome results showed that TpCqD could regulate the expression of Acox2 and cilp2, regulate fat digestion and absorption, protein digestion and absorption, and pancreatic secretion signals. RT-qPCR showed that compare with model group, TpCqD up-regulated Acox2 (P<0.05) and down-regulated the mRNA level of cilp2 (P<0.05). CONCLUSION:TpCqD ameliorated digestive dysfunction in mice with high-calorie and high-protein diets leading to food accumulation involving the regulation of the fat and sugar metabolism genes Acox2 and cilp2, and pancreatic secretory signaling.
3.Analysis of Clinical Features of 13 Cases with Late-Onset Pompe Disease
Fang JI ; Fangping HE ; Yi LI ; Jie NI ; Lihua YU ; Fanxia MENG ; Haiyan CHEN ; Qing KE
JOURNAL OF RARE DISEASES 2024;3(3):318-325
Objective To investigate the clinical features and genetic characteristics of patients with late-onset Pompe disease(LOPD).Methods A total of 13 patients diagnosed with LOPD in the First Affilia-ted Hospital of Zhejiang University School of Medicine from September 2020 to December 2023 were selected,and all patients were subjected to clinical investigation,GAA activity detection and GAA gene testing.Results Among the 13 patients,7 were males and 6 were females;5 were family patients and 8 were sporadic patients;and the median age of onset was 17 years(8-52 years),the median age of presentation was 24 years(10-52 years),and the median age of diagnosis was 31 years(14-58 years).In terms of the first symptoms,10 pa-tients presented with limb weakness and 3 patients presented with dyspnea.The average serum creatine kinase level was 552 U/L(55-1084 U/L),and the serum creatine kinase level was normal in one patient.All pa-tients had scoliosis and different degrees of restrictive ventilatory dysfunction.Neuroelectrophysiological exami-nations of 9 patients showed myogenic damage,and 8 of them had muscle tonic discharge.The mean value of GAA activity was 0.3 μmol/(L·h)[0.17-0.5 μmol/(L·h)].A total of 13 mutations were detected in GAA gene,and the most common mutation was c.2238G>C(p.W746C).There were five new variant sites:c.543del(p.F181Lfs*40),c.839_840insCC(p.R281Pfs*34),c.1800_1823del(p.S601_R608del),c.2296T>C(p.Y766H)and c.995C>A(p.S332*).Conclusions LOPD is a rare disease that tends to delay diagnosis.Proximal limb weakness,decreased respiratory function,mild-to-moderate elevation of creatine kinase,scoliosis,and clinical inferior tonic discharge on electromyography are high-risk images of LOPD.c.2238G>C(p.W746C)is a hotspot mutation,and the discovery of five new mutations enriches the GAA gene mutations lineage.
4.Application of virtual reality technology in rehabilitation of stroke: a bibliometric analysis
Ye LIU ; Di CHEN ; Qing QIN ; Xiang JI ; Yifan TIAN ; Haiyan YE
Chinese Journal of Rehabilitation Theory and Practice 2024;30(12):1407-1419
ObjectiveTo explore the research status and hot spots of virtual reality in the field of stroke rehabilitation. MethodsThe literature related to the application of virtual reality technology in stroke rehabilitation was retrieved in CNKI and Web of Science core collection from establishiment to August, 2024. The knowledge map of authors, institutions and keywords was drawn by Citespace 6.2.R7. ResultsA total of 485 papers were retreived, including 201 in Chinese and 284 in English. The number of articles published in both Chinese and English was on the rise. Qu Yun was the Chinese author with the most articles, and Rocco Salvatore Calabro was the English author. The Third Affiliated Hospital of Sun Yat-Sen University and IRCCS Bonino Pulejo published the most papers respectively. The results of keyword co-occurrence and clustering were consistent in the Chinese and English keywords, mainly included hemiplegia, balance function, upper limb function and cognitive function. The keywords with high bursting intensity in Chinese included motor function, cognitive function and upper limb function, while those with high bursting intensity in English included upper limb, cognitive impairment and environment. The hot spots in this field focused on the virtual reality technology for stroke patients' motor function rehabilitation, cognitive function rehabilitation, limb function rehabilitation and virtual reality technology combined with conventional treatment. ConclusionVirtual reality technology, as a simulation information technology, has been widely applied in the fields of motor function rehabilitation, cognitive function rehabilitation and limb function rehabilitation for stroke patients. The combination of virtual reality technology with conventional rehabilitation therapy could enhance the functional level and activities of daily living. More researches may focus on conjunctions of virtual reality technology with new technologies such as digital therapeutics and brain-computer interfaces, to improve the gait and upper limb functions of stroke patients.
5.A multicenter, prospective, phaseⅡ, single-arm study on the treatment of newly diagnosed multiple myeloma with domestic bortezomib in combination with lenalidomide and dexamethasone
Linna XIE ; Xin WANG ; Qiang HE ; Hui WANG ; Ji MA ; Haiyan ZHANG ; Nan LIU ; Guitao JIE ; Taiwu XIAO ; Hao ZHANG ; Haiguo ZHANG ; Zengjun LI ; Lijie XING
Chinese Journal of Hematology 2024;45(6):571-576
Objective:To explore the efficacy and safety of domestic bortezomib in combination with lenalidomide and dexamethasone in the treatment of newly diagnosed multiple myeloma (NDMM) .Methods:This multicenter, prospective, single-arm clinical study included 126 patients with NDMM admitted to seven hospitals between December 2019 and January 2022. All patients received domestic bortezomib in combination with lenalidomide and dexamethasone (BLD regimen), and the efficacy, prognostic factors, and safety were analyzed.Results:Among the 126 patients with NDMM, 118 completed four cycles of treatment, with an overall response rate (ORR) of 93.22% (110/118) and a ≥very good partial response (VGPR) rate of 68.64% (81/118). Ultimately, 114 patients completed at least eight cycles of treatment, with an ORR of 92.98% (106/114) and a ≥VGPR rate of 77.19% (88/114). Eighteen patients underwent autologous hematopoietic stem cell transplantation after completing 6-8 cycles of the BLD regimen, with an ORR of 100% (18/18) and a ≥VGPR rate of 88.9% (16/18). The proportion of patients achieving ≥VGPR increased with the treatment duration, and factors such as staging and age did not significantly affect efficacy. Single-factor analysis showed that R2-ISS stage Ⅲ/Ⅳ, blood calcium >2.27 mmol/L, and failure to achieve VGPR after six cycles were adverse prognostic factors for progression-free survival (PFS) ( P<0.05), whereas failure to achieve VGPR after six cycles was an adverse prognostic factor for overall survival (OS) ( P<0.001). Multifactor analysis demonstrated that failure to achieve VGPR after six cycles is an independent adverse prognostic factor for PFS ( P=0.002). The incidence of hematologic adverse reactions was 16.7% (19/114), and nonhematologic adverse reactions were mainly mild to moderate, with no significant cardiac or renal adverse reactions observed. Conclusion:The BLD regimen is effective in treating NDMM, in which patients with high-risk genetic features are still achieving a high ≥VGPR rate, and the overall safety is good.
6.The perception and experience of frail older adults on exercise:a Meta-synthesis of qualitative research
Haiyan JI ; Qingrong TANG ; Li GE ; Di FU
Chinese Journal of Practical Nursing 2023;39(28):2230-2235
Objective:To systematically review the qualitative researches on the perception and experience of frail older adults on exercise, so as to provide a theoretical basis for the formulation of exercise intervention strategies of frailty.Methods:Qualitative researches on the perception and experience of frail older adults on exercise was retrieved by computer in Chinese and English databases such as PubMed, Web of Science, CINAHL, Cochrane Library, EBSCO, Ovid, Clinical Trial, China National Knowledge Infrastructure, WanFang Data, VIP and SinoMed. The retrieval time limit was from the establishment of the database to December 2022. The quality of the article was evaluated using the quality evaluation criteria for qualitative research of the Joanna Briggs Institute Evidence-Based Health Care Center (2016) in Australia. The results were analyzed by pooled synthesis method.Results:A total of 9 articles were included, and 26 research results were extracted. The results were grouped into 7 new categories, which were further integrated into 4 integrated results, namely, cognition of physical exercise, adjusting exercise mode to fit the physical condition, factors influencing exercise participation, the dilemmas and demands of exercise.Conclusions:The frail older adults lack of knowledge about exercise and their athletic ability is decreased. Their exercise behavior is affected by various factors, and there are difficulties and needs for exercise. They need multi-directional psychological, information and medical exercise support from family, society, hospital and other aspects.
7.Effect of viral infection on host cell metabolism: a review.
Yanmei LI ; Yunlin WEI ; Haiyan LI ; Xiuling JI
Chinese Journal of Biotechnology 2023;39(9):3566-3578
As specialized intracellular parasite, viruses have no ability to metabolize independently, so they completely depend on the metabolic mechanism of host cells. Viruses use the energy and precursors provided by the metabolic network of the host cells to drive their replication, assembly and release. Namely, viruses hijack the host cells metabolism to achieve their own replication and proliferation. In addition, viruses can also affect host cell metabolism by the expression of auxiliary metabolic genes (AMGs), affecting carbon, nitrogen, phosphorus, and sulfur cycles, and participate in microbial-driven biogeochemical cycling. This review summarizes the effect of viral infection on the host's core metabolic pathway from four aspects: cellular glucose metabolism, glutamine metabolism, fatty acid metabolism, and viral AMGs on host metabolism. It may facilitate in-depth understanding of virus-host interactions, and provide a theoretical basis for the treatment of viral diseases through metabolic intervention.
Humans
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Metabolic Networks and Pathways
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Virus Diseases
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Carbohydrate Metabolism
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Host Microbial Interactions
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Lipid Metabolism
8.Efficacy and safety of bendamustine-rituximab combination therapy for newly diagnosed indolent B-cell non-Hodgkin's lymphoma and elderly mantle cell lymphoma: a multi-center prospective phase II clinical trial in China
Hui WANG ; Qiang HE ; Dan LIU ; Xiuzhi DENG ; Ji MA ; Linna XIE ; Zhongliang SUN ; Cong LIU ; Rongrong ZHAO ; Ke LU ; Xiaoxia CHU ; Na GAO ; Haichen WEI ; Yanhua SUN ; Yuping ZHONG ; Lijie XING ; Haiyan ZHANG ; Hao ZHANG ; Wenwei XU ; Zengjun LI
Chinese Journal of Hematology 2023;44(7):550-554
Objectives:This study aimed to assess the efficacy and safety of bendamustine in combination with rituximab (BR regimen) for the treatment of newly diagnosed indolent B-cell non-Hodgkin's lymphoma (B-iNHL) and elderly mantle cell lymphoma (eMCL) .Methods:From December 1, 2020 to September 10, 2022, a multi-center prospective study was conducted across ten Grade A tertiary hospitals in Shandong Province, China. The BR regimen was administered to evaluate its efficacy and safety in newly diagnosed B-iNHL and eMCL patients, and all completed at least four cycles of induction therapy.Results:The 72 enrolled patients with B-iNHL or MCL were aged 24-74 years, with a median age of 55 years. Eastern Cooperative Oncology Group (ECOG) performance status scores of 0-1 were observed in 76.4% of patients, while 23.6% had scores of 2. Disease distribution included follicular lymphoma (FL) (51.4% ), marginal zone lymphoma (MZL) (33.3% ), eMCL (11.1% ), and the unknown subtype (4.2% ). According to the Ann Arbor staging system, 16.7% and 65.3% of patients were diagnosed with stage Ⅲ and stage Ⅳ lymphomas, respectively. Following four cycles of BR induction therapy, the overall response rate was 98.6%, with a complete response (CR) rate of 83.3% and a partial response (PR) rate of 15.3%. Only one eMCL patient experienced disease progression during treatment, and only one FL patient experienced a relapse. Even when evaluated using CT alone, the CR rate was 63.9%, considering the differences between PET/CT and CT assessments. The median follow-up duration was 11 months (range: 4-22), with a PFS rate of 96.8% and an OS rate of 100.0%. The main hematologic adverse reactions included grade 3-4 leukopenia (27.8%, with febrile neutropenia observed in 8.3% of patients), grade 3-4 lymphopenia (23.6% ), grade 3-4 anemia (5.6% ), and grade 3-4 thrombocytopenia (4.2% ). The main non-hematologic adverse reactions such as fatigue, nausea/vomiting, rash, and infections occurred in less than 20.0% of patients.Conclusion:Within the scope of this clinical trial conducted in China, the BR regimen demonstrated efficacy and safety in treating newly diagnosed B-iNHL and eMCL patients.
9.Research progress of exercise intervention in the aged
Chinese Journal of Modern Nursing 2023;29(3):412-416
The aging has become the focus of social attention. It is of great significance to improve the physical function of the elderly and improve their frailty condition for the realization of healthy aging. Exercise intervention is the main intervention method to improve the frailty of the elderly. This paper reviews the exercise intervention for the aged with frailty from the aspects of the definition and performance of frailty of the elderly, the implementation of exercise intervention, and the effect of exercise intervention, in order to provide reference for the aged to formulate exercise programs.
10.Effect of lathyrol derivatives on non-small cell lung cancer and the possible mechanism.
Yanyan YAN ; Wenmin ZHOU ; Qiaoru GUO ; Haiyan ZHANG ; Hong JI ; Luming YANG ; Jianye ZHANG
Journal of Central South University(Medical Sciences) 2022;47(2):143-152
OBJECTIVES:
Non-small cell lung cancer (NSCLC) accounts for 85% of all lung cancer, with highmorbidity and mortality rate. Nove drug development for NSCLC is urgently needed.This study aims to investigate the activity of lathyrol derivatives and the mechanism for its inhibitory effect on the growth of NSCLC cells.
METHODS:
Three lathyrol derivatives were synthesized from lathyrol and their structures were verified by nuclear magnetic resonance. MTT assay was used to detect the effects of the lathyrol derivatives on the proliferation activity of NSCLC cells (A549 and H1299 cells), and the compound with the best activity was selected for subsequent experiments. Colony forming assay, wound-healing assay, and transwell assay were applied to detect in vitro cell proliferation, migration and invasion ability in A549 and H1299 cells, respectively. Quantitative real-time RT-PCR and Western blotting were performed to detect mRNA and protein levels of E-cadherin, N-cadherin, β-catenin, and MMP2 in A549 cells, respectively.
RESULTS:
Three lathyrol derivatives inhibited the growth of A549 and H1299 cells in a dose-dependent manner, and they showed a weak inhibitory effect on normal cells Beas-2B and 16HBE, indicating that they possessed certain selective toxic effects. Therefore, C-5 benzoylated lathyrol with the best activity was selected as the ideal drug for the subsequent experiments. Compared with the control group, the number and size of cell clusters in the treatment group of A549 and H1299 cells were significantly decreased, the relative mobility were significantly decreased, and the number of invaded cells were significantly decreased (all P<0.05), indicating that the in vitro cell proliferation, migration and invasion ability were decreased. The mRNA levels of integrin α2, integrin β1, MMP2, MMP9, β-catenin, and N-cadherin were decreased, while the expression of E-cadherin was increased (all P<0.05). The protein levels of N-cadherin, β-catenin, MMP2, and integrin αV were decreased, while the expression of E-cadherin was increased (all P<0.05).
CONCLUSIONS
The lathyrol derivatives synthesized in this study possess good inhibitory activity against NSCLC. Among them, C-5 benzoylated lathyrol significantly inhibits the proliferation, migration, and invasion ability of NSCLC cells in vitro through regulating the process of epithelial-mesenchymal transition.
Cadherins/genetics*
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Carcinoma, Non-Small-Cell Lung/drug therapy*
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Cell Line, Tumor
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Cell Movement
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Cell Proliferation
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Epithelial-Mesenchymal Transition
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Humans
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Lung Neoplasms/drug therapy*
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Matrix Metalloproteinase 2/genetics*
;
RNA, Messenger
;
beta Catenin/genetics*

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