1.Establishment of a risk prediction model for patients with type 2 diabetes and coronary heart disease based on machine learning of laboratory data
Zhichao GU ; Yunzhe WU ; Fan YANG ; Yide LU
International Journal of Laboratory Medicine 2025;46(2):135-140
Objective To analyze the characteristics of clinical indicators in patients with type 2 diabetes,and to establish a simple and effective risk prediction model for type 2 diabetes complicated with coronary heart disease by screening risk prediction indicators with machine learning.Methods A retrospective study was conducted,and 217 patients diagnosed with coronary artery disease combined with type 2 diabetes mellitus who were hospitalized in the Hospital from January 2022 to November 2023 were selected.Additionally,214 patients diagnosed with T2DM during the same period in the outpatient department were selected as the con-trol group.Their routine laboratory test data were recorded.The Least Absolute Shrinkage and Selection Op-erator(Lasso)algorithm was used to select features,and the models were built by using seven machine learn-ing algorithms:Random Forest,Decision Tree,Support Vector Machine,eXtreme Gradient Boosting,Logistic Regression,K-Nearest Neighbor,and Artificial Neural Network.The diagnostic efficacy of different models through receiver operating characteristic curve(ROC),area under curve(AUC),calibration curve,specificity,sensitivity,F1 value,and other indicators were evaluated.Results Twenty key factors,including age,gender,systolic blood pressure,diastolic blood pressure,heart rate,C-reactive protein and blood glucose were selected using Lasso regression.When incorporated into various models,the SVM model exhibited the highest sensitiv-ity(88.37%),negative predictive value(82.14%),and area under curve(0.845).The Random Forest model had the highest accuracy(76.47%),positive predictive value(76.74%),and F1 score(0.77).Meanwhile,the XGBoost algorithm demonstrated relatively good specificity(80.95%).After introducing the SHAP model,it was inferred that blood glucose had a significant positive impact on the occurrence of coronary heart disease in individuals with type 2 diabetes.Conclusion Machine learning can serve as an effective tool for assessing the risk of coronary heart disease in patients with type 2 diabetes.In this study,SVM,Random Forest,and XG-Boost models all demonstrate good predictive performance,indicating promising clinical application prospects.
2.Clinical Efficacy of Gushang External Wash Granules Combined with Extracorporeal Shockwave Therapy for Early-to-Middle-Stage Knee Osteoarthritis of Cold-Damp Obstruction Type
Jinhui YANG ; Zhaoping LU ; Zhongsen YE ; Zhichao TAN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(8):1898-1905
Objective To evaluate the clinical efficacy of Gushang External Wash Granules combined with extracorporeal shockwave therapy(ESWT)in treating early-to-middle-stage knee osteoarthritis(KOA)with cold-damp obstruction syndrome.Methods A total of 84 patients diagnosed as early-to-middle-stage KOA(cold-damp obstruction syndrome)at the Orthopedic Outpatient Clinic of Dongguan Hospital of Guangzhou University of Chinese Medicine(Dongguan Traditional Chinese Medicine Hospital)from July 2022 to July 2023 were enrolled.Patients were randomly assigned to either the observation group or control group using a random number table,with 42 cases in each group.Both groups received ESWT,while the observation group additionally underwent topical washing with Gushang External Wash Granules.The treatment course lasted 4 weeks for both groups.The changes in traditional Chinese medicine(TCM)syndrome scores,Visual Analogue Scale(VAS)scores for pain,and Western Ontario and McMaster Universities Osteoarthritis Index(WOMAC)scores in the two groups were measured before and after treatment,and the clinical efficacy was evaluated after treatment.Results(1)After 4 weeks of treatment,the total effective rate was 95.24%(40/42)in the observation group versus 76.19%(32/42)in the control group.Intergroup comparison(tested by chi-square test)showed significantly superior efficacy in the observation group(P<0.05).(2)After treatment,both groups demonstrated significant reductions in VAS pain scores compared to those before treatment(P<0.01),while no statistically significant difference was found between groups(P>0.05).(3)WOMAC scores were decreased significantly in both groups after treatment(P<0.01),and the observation group showed significantly greater reduction than the control group(P<0.01),with statistically significance.(4)After treatment,the scores for the TCM symptoms of intolerance of cold and limb chilling,restricted flexion-extension,and stiffness and numbness in the extremities were significantly reduced in both groups(P<0.01),and the observation group demonstrated significantly greater improvements in all TCM syndrome scores than the control group(P<0.01).Conclusion The combination of Gushang External Wash Granules and ESWT demonstrates significant efficacy for the patients with early-to-middle-stage KOA of cold-damp obstruction type,and is effective on alleviating clinical symptoms and improving knee function and quality of life of the patients.
3.Recommendations for Standardized Reporting of Systematic Reviews and Meta-Analysis of Animal Experiments
Qingyong ZHENG ; Donghua YANG ; Zhichao MA ; Ziyu ZHOU ; Yang LU ; Jingyu WANG ; Lina XING ; Yingying KANG ; Li DU ; Chunxiang ZHAO ; Baoshan DI ; Jinhui TIAN
Laboratory Animal and Comparative Medicine 2025;45(4):496-507
Animal experiments are an essential component of life sciences and medical research. However, the external validity and reliability of individual animal studies are frequently challenged by inherent limitations such as small sample sizes, high design heterogeneity, and poor reproducibility, which impede the effective translation of research findings into clinical practice. Systematic reviews and meta-analysis represent a key methodology for integrating existing evidence and enhancing the robustness of conclusions. Currently, however, the application of systematic reviews and meta-analysis in the field of animal experiments lacks standardized guidelines for their conduct and reporting, resulting in inconsistent quality and, to some extent, diminishing their evidence value. To address this issue, this paper aims to systematically delineate the reporting process for systematic reviews and meta-analysis of animal experiments and to propose a set of standardized recommendations that are both scientific and practical. The article's scope encompasses the entire process, from the preliminary preparatory phase [including formulating the population, intervention, comparison and outcome (PICO) question, assessing feasibility, and protocol pre-registration] to the key writing points for each section of the main report. In the core methods section, the paper elaborates on how to implement literature searches, establish eligibility criteria, perform data extraction, and assess the risk of bias, based on the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) statement, in conjunction with relevant guidelines and tools such as Animal Research: Reporting of in Vivo Experiments (ARRIVE) and a risk of bias assessment tool developed by the Systematic Review Centre for Laboratory Animal Experimentation (SYRCLE). For the presentation of results, strategies are proposed for clear and transparent display using flow diagrams and tables of characteristics. The discussion section places particular emphasis on how to scientifically interpret pooled effects, thoroughly analyze sources of heterogeneity, evaluate the impact of publication bias, and cautiously discuss the validity and limitations of extrapolating findings from animal studies to clinical settings. Furthermore, this paper recommends adopting the Grading of Recommendations Assessment, Development and Evaluation (GRADE) methodology to comprehensively grade the quality of evidence. Through a modular analysis of the entire reporting process, this paper aims to provide researchers in the field with a clear and practical guide, thereby promoting the standardized development of systematic reviews and meta-analysis of animal experiments and enhancing their application value in scientific decision-making and translational medicine.
4.Establishment of an immunoprecipitation-inductively coupled plasma mass spectrometry for detecting serum non-ceruloplasmin-bound copper and its clinical application
Junxia WU ; Yiru XU ; Qiang LU ; Yaping FANG ; Jianjian DONG ; Chenchen XU ; Zhichao HE
Chinese Journal of Laboratory Medicine 2025;48(9):1215-1221
Objective:To establish a method for detecting serum non-ceruloplasmin-bound copper (NCC) by immunoprecipitation-inductively coupled plasma mass spectrometry (IP-ICP-MS) and evaluate its clinical application.Methods:Methodological evaluation research. Immunoprecipitation was first used to separate serum ceruloplasmin, followed by detection of serum NCC levels using ICP-MS. Two levels of quality control serum were reconstituted to determine the limit of detection (LOD), limit of quantitation (LOQ), accuracy, and precision of the self-developed method. The serum samples of 131 healthy individuals (healthy group) and 69 first-time diagnosed Wilson′s disease (WD) patients(WD group) from November 2023 to June 2024 in the Affiliated Hospital of Institute of Neurology, Anhui University of Traditional Chinese Medicine were collected. Using self-developed method detected the serum NCC levels, established the healthy reference intervals, and NCC levels between the two groups were compared using the Mann-Whitney U test. Results:The calibration curve exhibited excellent lineary across the concentration range of 1.562 to 300.000 μg/L, as demonstrated by coefficient of determination ( R2) of 0.999. The self-developed NCC method exhibited that the LOD was 0.99 μg/L, the LOQ was 3.29 μg/L, the accuracy (spike and recovery experience) was 87.67%?106.27%, and the intra-batch and inter-batch imprecision expressed as coefficient of variation ( CV) was 2.8%?7.3%, and the healthy reference range was 34.31-71.79 μg/L. The serum NCC levels in the WD group were 102.39 (74.38, 144.04) μg/L, which was significantly higher than those in healthy group (51.45±10.34) μg/L ( Z=?7.967, P<0.01). Conclusions:The established IP-ICP-MS method for detecting serum NCC meets the required analytical performance criteria. It is simply operative, highly sensitive, and provides accurate and reliable results, which could be used for clinical detection.
5.Study on the Regularity of Essential Oils from Traditional Chinese Medicine with Hot Property in Enhancing Skin Permeabil-ity of Different Components
Zhichao SONG ; Senlan HUANG ; Xixi ZHU ; Shanshan LU ; Wenjun LIU ; Yeqing QU ; Jun CHEN
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(1):58-65
OBJECTIVE To study regularity of different components whose skin permeability is enhanced by essential oils(EOs)from traditional Chinese medicine(TCM)with hot property.METHODS Five EOs from TCM with hot property,namely Galangal oil,Dried Ginger oil,Cinnamon oil,Pepper oil,and Evodia oil were prepared and used in further studies.The in vitro skin cytotoxici-ty of these EOs and chemical penetration enhancer(PE)Azone were compared.HPLC method was established to determine 9 TCM components that are usually used in permeation studies.And the in vitro permeation experiments were carried out using the modified Franz diffusion cell method to evaluate the penetration enhancement effects of five EOs.RESULTS The cytotoxicity test revealed the IC50 value of EOs was 3.63-8.15 times of that of Azone,the classical chemical PE.HPLC method showed perfect specificity and 9 TCM components performed well in linear relationship,precision,repeatability,stability,and average recovery rate.The results of multiple linear regression showed a significant association between the penetration enhancement effects of EOs from TCM with hot prop-erty and log P values of the TCM components.EOs from TCM with hot property showed satisfactory penetration enhancement effects for hydrophobic components with log P values in the range of 2.6-3.5,e.g.resveratrol,tetrahydropalmatine and quercetin.CONCLU-SION EOs from TCM with hot property should be reasonably selected as PE according to the oil-water partition coefficient of the in-gredients.
6.Construction of a health education checklist for safety management of oral antitumor drugs in tumor patients
Hongli LI ; Hong ZHANG ; Yuhan LU ; Zhichao FENG ; Miaoning YOU ; Xiaoting HOU ; Liyan ZHANG ; Jie ZHANG ; Dong PANG ; Hong YANG
Chinese Journal of Modern Nursing 2025;31(21):2906-2911
Objective:To construct a health education checklist for safety management of oral antitumor drugs in tumor patients, so as to provide a guidance for clinical nurses in practice, thereby improving the drug safety of patients taking oral antitumor drugs.Methods:Based on the cognition-behavior theoretical framework, a preliminary draft of a health education checklist for safety management of oral antitumor drugs in tumor patients was developed through literature review. The Delphi method was used to conduct consultations with 17 experts from July to September 2024 to revise and add or delete the contents of the checklist based on the experts' assignments of importance to the indicators at each level and the textual comments made.Results:A total of two rounds of expert consultation were conducted. The final established health education checklist for safety management of oral antitumor drugs in tumor patients included 4 primary and 28 secondary indicators. In the two rounds of consultation, the positive coefficient of experts was 100.0%, the coefficient of expert authority was 0.93, the coefficients of variation for the two rounds of expert ratings were 0 to 0.173 and 0 to 0.151, and the coefficients of Kendall's concordance were 0.141 (χ 2=74.461, P<0.001) and 0.113 (χ 2=59.549, P=0.002) , respectively. Conclusions:The health education checklist for safety management of oral antitumor drugs in tumor patients has good scientific, reliable and clinical practical value, which can provide scientific, standardized and convenient practical guidance for clinical nurses to implement health education on drug safety management for patients taking oral antitumor drugs.
7.Study on the Regularity of Essential Oils from Traditional Chinese Medicine with Hot Property in Enhancing Skin Permeabil-ity of Different Components
Zhichao SONG ; Senlan HUANG ; Xixi ZHU ; Shanshan LU ; Wenjun LIU ; Yeqing QU ; Jun CHEN
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(1):58-65
OBJECTIVE To study regularity of different components whose skin permeability is enhanced by essential oils(EOs)from traditional Chinese medicine(TCM)with hot property.METHODS Five EOs from TCM with hot property,namely Galangal oil,Dried Ginger oil,Cinnamon oil,Pepper oil,and Evodia oil were prepared and used in further studies.The in vitro skin cytotoxici-ty of these EOs and chemical penetration enhancer(PE)Azone were compared.HPLC method was established to determine 9 TCM components that are usually used in permeation studies.And the in vitro permeation experiments were carried out using the modified Franz diffusion cell method to evaluate the penetration enhancement effects of five EOs.RESULTS The cytotoxicity test revealed the IC50 value of EOs was 3.63-8.15 times of that of Azone,the classical chemical PE.HPLC method showed perfect specificity and 9 TCM components performed well in linear relationship,precision,repeatability,stability,and average recovery rate.The results of multiple linear regression showed a significant association between the penetration enhancement effects of EOs from TCM with hot prop-erty and log P values of the TCM components.EOs from TCM with hot property showed satisfactory penetration enhancement effects for hydrophobic components with log P values in the range of 2.6-3.5,e.g.resveratrol,tetrahydropalmatine and quercetin.CONCLU-SION EOs from TCM with hot property should be reasonably selected as PE according to the oil-water partition coefficient of the in-gredients.
8.Construction of a health education checklist for safety management of oral antitumor drugs in tumor patients
Hongli LI ; Hong ZHANG ; Yuhan LU ; Zhichao FENG ; Miaoning YOU ; Xiaoting HOU ; Liyan ZHANG ; Jie ZHANG ; Dong PANG ; Hong YANG
Chinese Journal of Modern Nursing 2025;31(21):2906-2911
Objective:To construct a health education checklist for safety management of oral antitumor drugs in tumor patients, so as to provide a guidance for clinical nurses in practice, thereby improving the drug safety of patients taking oral antitumor drugs.Methods:Based on the cognition-behavior theoretical framework, a preliminary draft of a health education checklist for safety management of oral antitumor drugs in tumor patients was developed through literature review. The Delphi method was used to conduct consultations with 17 experts from July to September 2024 to revise and add or delete the contents of the checklist based on the experts' assignments of importance to the indicators at each level and the textual comments made.Results:A total of two rounds of expert consultation were conducted. The final established health education checklist for safety management of oral antitumor drugs in tumor patients included 4 primary and 28 secondary indicators. In the two rounds of consultation, the positive coefficient of experts was 100.0%, the coefficient of expert authority was 0.93, the coefficients of variation for the two rounds of expert ratings were 0 to 0.173 and 0 to 0.151, and the coefficients of Kendall's concordance were 0.141 (χ 2=74.461, P<0.001) and 0.113 (χ 2=59.549, P=0.002) , respectively. Conclusions:The health education checklist for safety management of oral antitumor drugs in tumor patients has good scientific, reliable and clinical practical value, which can provide scientific, standardized and convenient practical guidance for clinical nurses to implement health education on drug safety management for patients taking oral antitumor drugs.
9.Establishment of an immunoprecipitation-inductively coupled plasma mass spectrometry for detecting serum non-ceruloplasmin-bound copper and its clinical application
Junxia WU ; Yiru XU ; Qiang LU ; Yaping FANG ; Jianjian DONG ; Chenchen XU ; Zhichao HE
Chinese Journal of Laboratory Medicine 2025;48(9):1215-1221
Objective:To establish a method for detecting serum non-ceruloplasmin-bound copper (NCC) by immunoprecipitation-inductively coupled plasma mass spectrometry (IP-ICP-MS) and evaluate its clinical application.Methods:Methodological evaluation research. Immunoprecipitation was first used to separate serum ceruloplasmin, followed by detection of serum NCC levels using ICP-MS. Two levels of quality control serum were reconstituted to determine the limit of detection (LOD), limit of quantitation (LOQ), accuracy, and precision of the self-developed method. The serum samples of 131 healthy individuals (healthy group) and 69 first-time diagnosed Wilson′s disease (WD) patients(WD group) from November 2023 to June 2024 in the Affiliated Hospital of Institute of Neurology, Anhui University of Traditional Chinese Medicine were collected. Using self-developed method detected the serum NCC levels, established the healthy reference intervals, and NCC levels between the two groups were compared using the Mann-Whitney U test. Results:The calibration curve exhibited excellent lineary across the concentration range of 1.562 to 300.000 μg/L, as demonstrated by coefficient of determination ( R2) of 0.999. The self-developed NCC method exhibited that the LOD was 0.99 μg/L, the LOQ was 3.29 μg/L, the accuracy (spike and recovery experience) was 87.67%?106.27%, and the intra-batch and inter-batch imprecision expressed as coefficient of variation ( CV) was 2.8%?7.3%, and the healthy reference range was 34.31-71.79 μg/L. The serum NCC levels in the WD group were 102.39 (74.38, 144.04) μg/L, which was significantly higher than those in healthy group (51.45±10.34) μg/L ( Z=?7.967, P<0.01). Conclusions:The established IP-ICP-MS method for detecting serum NCC meets the required analytical performance criteria. It is simply operative, highly sensitive, and provides accurate and reliable results, which could be used for clinical detection.
10.Research on the Correlation Between Transepidermal Glycoside Penetration Enhancement Effect and Transepidermal Water Loss Values of Essential Oils from Traditional Chinese Medicine
Senlan HUANG ; Xixi ZHU ; Shanshan LU ; Zhichao SONG ; Jie DONG ; Yiwei WANG ; Jun CHEN
Journal of Nanjing University of Traditional Chinese Medicine 2024;40(5):503-509
OBJECTIVE To study the correlation between penetration enhancement effect and transepidermal water loss(TEWL)values of essential oils(EOs)from traditional Chinese medicine(TCM).METHODS The amount of 3 kinds of glycosides(geniposide,gentiopicroside,paeoniflorin)and their oil-water partition coefficient were determined by HPLC.The penetration enhancement effect of the five EOs from Gaoliangjiang(Alpiniae Officinarum Rhizoma,AOR),Ganjiang(Zingiberis Rhizoma,ZR),Bohe(Menthae Haploca-lycis Herba,MHH),Hujiao(Piperis Fructus,PF)and Wuzhuyu(Euodiae Fructus,EF)on geniposide,gentiopicroside,and paeoniflor-in were performed by the modified Franz diffusion cell method with the abdominal skin of rats.The TEWL values were measured to evalu-ate the effect of the five EOs on the skin barrier function of rats.The correlation between penetration enhancement effect of EOs and their effect on skin barrier function was investigated by correlation analysis.RESULTS AOR oil,ZR oil,MHH oil,and PF oil could im-prove the absorption of the three glycosides and reduce skin barrier function of rats.The results of correlation analysis showed that the penetration enhancement effect of EOs was significantly related to TEWL values following dermal administration of EOs.CONCLUSION TEWL measurement technology provides a more convenient method for the selection of penetration enhancers.

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