1.Prediction model of tacrolimus blood concentration based on population pharmacokinetics information and machine learning
Zhaolin CHEN ; Pengli ZHU ; Weijian NI ; Lei ZHANG ; Liqin TANG
China Pharmacy 2026;37(14):1898-1904
OBJECTIVE To construct a prediction model for tacrolimus trough concentration based on population pharmacokinetics (PPK) information and machine learning, evaluate its predictive performance in clinical therapeutic drug monitoring (TDM) data, and provide evidence-based support for individualized dose adjustment of tacrolimus after renal transplantation. METHODS A retrospective cohort study design was adopted, and consecutive TDM records of kidney transplant recipients treated in the First Affiliated Hospital of University of Science and Technology of China (Anhui Provincial Hospital) from January to June 2025 were included to construct the final analysis set. Based on 29 input variables including previous TDM concentration, previous concentration/dose ( C / D ) ratio, and individual predicted exposure (IPRE), 13 commonly used regression algorithm models and 1 weighted ensemble model were systematically compared. The dataset was split into training set and test set in an 80∶20 ratio by patient. Five-fold cross-validation based on patient grouping was performed on the training set, and the model performance was evaluated on the obtained evaluation points using the coefficient of determination ( R 2 ), mean absolute error (MAE), root mean square error (RMSE), Pearson correlation coefficient (Corr) and ±20%/±30% accuracy. The SHapley Additive exPlanations (SHAP) method was used for model interpretability analysis to identify core predictive features. RESULTS A total of 809 consecutive TDM records from 83 kidney transplant recipients were included, with 66 cases in the training set and 17 cases in the test set. The SVR model showed the best performance, with R 2 of 0.649 8, MAE of 1.126 0 ng/mL, RMSE of 1.478 6 ng/mL, Corr of 0.819 1, ±20% accuracy of 59.68%, and ±30% accuracy of 79.03%. The Weighted Ensemble model and Extra Trees model ranked second and third, respectively. SHAP interpretability analysis showed that the top 6 features contributing to the prediction were IPRE, previous TDM concentration, previous C/D ratio, dose-normalized concentration, hematocrit (HCT), and concentration-dose coefficient ( θ cd ), among which IPRE was the core predictive feature (SHAP mean value 0.915 4). CONCLUSIONS The machine learning model incorporating PPK information demonstrates good predictive ability for tacrolimus concentration in the current TDM cohort. SVR is the optimal model, IPRE is the core predictive feature of the model, and a few core PK-derived features (IPRE, dose-normalized concentration, θ cd ) together with clinical features (previous TDM concentration, HCT, etc.) constitute the main information sources for model prediction.
2.Research on the Construction of a Set of Passive Defensive Medical Governance Strategies Based on So-cial Network Analysis
Yunkai LI ; Huanyu ZHANG ; Weijian SONG ; Xinle YIN ; Yaping LIU ; Li GUAN ; Libo LIANG
Chinese Hospital Management 2025;45(7):10-14
Objective Explore a comprehensive and multi-level set of passive defensive medical governance strate-gies.Methods Literature related to passive defensive medical governance was retrieved,and the Ucinet social net-work analysis software was utilized to calculate indicators such as the frequency and centrality of passive defensive medical governance strategies,thereby understanding the importance of these strategies.Results The formed set of negative defensive medical governance strategies covers three levels social cogniton,institutional mechanisms and doctor-patient relationship.Among them,there are 5 governance strategies at the social cognition level,24 governance strategies at the institutional mechanism level,and 12 governance strategies at the doctor-patient rela-tionship level,totaling 41 governance strategies.Conclusion The constructed set of passive defensive medical governance strategies is scientific,practical,and comprehensive in content,providing a reference framework for medical institutions to govern passive defensive medical behaviors.
3.Research on Construction of Negative Defensive Medicine Priority Governance Strategies Based on the WSR Methodology
Weijian SONG ; Huanyu ZHANG ; Lihan ZHANG ; Qunhong WU ; Libo LIANG
Chinese Hospital Management 2025;45(7):6-9,29
Objective Based on the WSR methodology,a three-dimensional integrated perspective of Wuli,Shi-li,and Renli dimensions was used to sort out the logical relationships and architectures among negative defensive medical governance strategies,forming the priority governance strategies for improving negative defensive medical care.Methods Based on the literature research method and the expert consultation method,the governance strate-gy and the conceptual connotation of WSR are classified into items,and the role relationship in the complex sys-tem of passive defensive medical governance is clarified through the WSR methodology.Results A collection of 40 negative defensive medicine governance strategies has been developed,comprising 8 strategies in the Wuli dimen-sion,23 strategies in the Shili dimension,and 9 strategies in the Renli dimension.Conclusion The WSR methodology provides a three-dimensional systemic perspective for governance strategies against negative defen-sive medicine.Addressing this issue requires comprehensive and systematic governance strategies.
4.Evaluation index system of life support equipment of hospital based on fuzzy comprehensive evaluation model
Liangjun NI ; Weijian CHEN ; Weijie HUANG ; Xia ZHANG
China Medical Equipment 2025;22(6):113-118
Objective:To construct a fuzzy comprehensive evaluation model for life support equipment of hospital,so as to improve quality of management for equipment.Methods:Based on the operating status of life support equipment in Jiangmen Maternal and Child Health Care Hospital of Guangdong Province,a fuzzy comprehensive evaluation model was constructed,and the indicators of different levels were set.The index weights were calculated according to the Analytic Hierarchy Process(AHP),and the equipment management strategy was formulated based on the evaluated results.A total of 98 life support equipment in clinical use in our hospital from January 2023 to July 2024 were selected.In them,49 equipment were managed under the conventional management mode,and the other 49 equipment were managed under the assessment system management mode of the kind of life support equipment based on fuzzy comprehensive evaluation model(model management mode)according to the random number table method.The timeliness,management effect and management efficiency of the two management modes for equipment were compared.A self-made satisfaction questionnaire was used to investigate the satisfaction scores of equipment engineers,clinicians and managers of relevant departments in usage management for equipment in the equipment usage of the two management modes.Results:The timeliness of equipment early warning,the timeliness of maintenance personnel's arrival,and the timeliness of proposing maintenance opinions were respectively(0.78±0.14)min,(5.14±2.11)min,and(10.69±3.11)min in the model management mode,all which were shorter than those in the conventional management mode,and the differences were statistically significant(t=16.697,11.857,16.117,P<0.05).The regular maintenance rate of equipment adopting the model management mode was higher than that adopting the conventional management mode,and the failure rate was lower than that adopting the conventional management mode,and the differences were statistically significant(x2=12.274,12.261,P<0.05),respectively.The maintenance time of the model management mode was shorter than that of the conventional management mode,and the operation and maintenance cost of the model management mode was lower than that of the conventional management mode,and the differences were statistically significant(t=17.451,12.707,P<0.05).The scores of management efficiencies of resource allocation,technical support,environmental guarantee and information infrastructure of the model management mode were all higher than those of the conventional management mode,and the differences were statistically significant(t=12.268,14.908,16.128,13.920,P<0.05).In usage management for equipment,the satisfaction scores of equipment engineers,clinicians and managers of relevant departments for equipment management adopting the model management mode were higher than those adopting the conventional management mode,and the differences were statistically significant(t=13.118,16.209,12.557,P<0.05).Conclusion:The assessment system of hospital for life support equipment based on the fuzzy comprehensive evaluation model can enhance the quality of management and operation for equipment,and improve the service level of equipment,and increase the operational efficiency of equipment.
5.CT manifestations of Fitz-Hugh-Curtis syndrome
Zhaohong YANG ; Fan ZHANG ; Shulin MA ; Weijian YUN ; Jian LING ; Rongjing WANG ; Jian GUAN
Chinese Journal of Medical Imaging Technology 2025;41(3):434-438
Objective To observe CT manifestations of Fitz-Hugh-Curtis syndrome(FHCS).Methods Data of 23 patients with FHCS were retrospectively analyzed,and non-enhanced and enhanced abdominal and pelvic CT manifestations were observed.Results All 23 cases were found with pelvic inflammation,peritonitis,perihepatic inflammation,as well as abdominal and pelvic adhesion.The main manifestations of pelvic inflammation included pelvic effusion(23/23,100%),inflammatory changes of uterus and accessories(17/23,73.91%),and the latter presented as tubal thickening(8/17,47.06%)or tubal cystic dilatation and effusion(9/17,52.94%),with ovarian enlargement(8/9,88.89%)or nodules on uterine surface(1/9,11.11%).The main CT manifestations of peritonitis were peritoneal thickening(23/23,100%)and peritoneal nodules(15/23,65.22%),of perihepatic inflammation were mainly liver capsule enhancement(23/23,100%),subcapsular transient perfusion abnormality(16/23,69.57%),perihepatic effusion(20/23,86.96%)and perihepatic"violin-string sign"(16/23,69.57%).No inflammation in the bare area of liver was noticed.Among 23 cases,3 cases(3/23,13.04%)complicated with mechanical ileus,19 cases(19/23,82.61%)were accompanied by mesenteric or retroperitoneal lymph nodes enlargement with uniform or circular enhancement.Conclusion The main CT manifestations of FHCS included pelvic inflammation,peritonitis,perihepatic inflammation,as well as abdominal and pelvic adhesion,having certain characteristics.
6.Research on the Construction of a Set of Passive Defensive Medical Governance Strategies Based on So-cial Network Analysis
Yunkai LI ; Huanyu ZHANG ; Weijian SONG ; Xinle YIN ; Yaping LIU ; Li GUAN ; Libo LIANG
Chinese Hospital Management 2025;45(7):10-14
Objective Explore a comprehensive and multi-level set of passive defensive medical governance strate-gies.Methods Literature related to passive defensive medical governance was retrieved,and the Ucinet social net-work analysis software was utilized to calculate indicators such as the frequency and centrality of passive defensive medical governance strategies,thereby understanding the importance of these strategies.Results The formed set of negative defensive medical governance strategies covers three levels social cogniton,institutional mechanisms and doctor-patient relationship.Among them,there are 5 governance strategies at the social cognition level,24 governance strategies at the institutional mechanism level,and 12 governance strategies at the doctor-patient rela-tionship level,totaling 41 governance strategies.Conclusion The constructed set of passive defensive medical governance strategies is scientific,practical,and comprehensive in content,providing a reference framework for medical institutions to govern passive defensive medical behaviors.
7.Research on Construction of Negative Defensive Medicine Priority Governance Strategies Based on the WSR Methodology
Weijian SONG ; Huanyu ZHANG ; Lihan ZHANG ; Qunhong WU ; Libo LIANG
Chinese Hospital Management 2025;45(7):6-9,29
Objective Based on the WSR methodology,a three-dimensional integrated perspective of Wuli,Shi-li,and Renli dimensions was used to sort out the logical relationships and architectures among negative defensive medical governance strategies,forming the priority governance strategies for improving negative defensive medical care.Methods Based on the literature research method and the expert consultation method,the governance strate-gy and the conceptual connotation of WSR are classified into items,and the role relationship in the complex sys-tem of passive defensive medical governance is clarified through the WSR methodology.Results A collection of 40 negative defensive medicine governance strategies has been developed,comprising 8 strategies in the Wuli dimen-sion,23 strategies in the Shili dimension,and 9 strategies in the Renli dimension.Conclusion The WSR methodology provides a three-dimensional systemic perspective for governance strategies against negative defen-sive medicine.Addressing this issue requires comprehensive and systematic governance strategies.
8.Evaluation index system of life support equipment of hospital based on fuzzy comprehensive evaluation model
Liangjun NI ; Weijian CHEN ; Weijie HUANG ; Xia ZHANG
China Medical Equipment 2025;22(6):113-118
Objective:To construct a fuzzy comprehensive evaluation model for life support equipment of hospital,so as to improve quality of management for equipment.Methods:Based on the operating status of life support equipment in Jiangmen Maternal and Child Health Care Hospital of Guangdong Province,a fuzzy comprehensive evaluation model was constructed,and the indicators of different levels were set.The index weights were calculated according to the Analytic Hierarchy Process(AHP),and the equipment management strategy was formulated based on the evaluated results.A total of 98 life support equipment in clinical use in our hospital from January 2023 to July 2024 were selected.In them,49 equipment were managed under the conventional management mode,and the other 49 equipment were managed under the assessment system management mode of the kind of life support equipment based on fuzzy comprehensive evaluation model(model management mode)according to the random number table method.The timeliness,management effect and management efficiency of the two management modes for equipment were compared.A self-made satisfaction questionnaire was used to investigate the satisfaction scores of equipment engineers,clinicians and managers of relevant departments in usage management for equipment in the equipment usage of the two management modes.Results:The timeliness of equipment early warning,the timeliness of maintenance personnel's arrival,and the timeliness of proposing maintenance opinions were respectively(0.78±0.14)min,(5.14±2.11)min,and(10.69±3.11)min in the model management mode,all which were shorter than those in the conventional management mode,and the differences were statistically significant(t=16.697,11.857,16.117,P<0.05).The regular maintenance rate of equipment adopting the model management mode was higher than that adopting the conventional management mode,and the failure rate was lower than that adopting the conventional management mode,and the differences were statistically significant(x2=12.274,12.261,P<0.05),respectively.The maintenance time of the model management mode was shorter than that of the conventional management mode,and the operation and maintenance cost of the model management mode was lower than that of the conventional management mode,and the differences were statistically significant(t=17.451,12.707,P<0.05).The scores of management efficiencies of resource allocation,technical support,environmental guarantee and information infrastructure of the model management mode were all higher than those of the conventional management mode,and the differences were statistically significant(t=12.268,14.908,16.128,13.920,P<0.05).In usage management for equipment,the satisfaction scores of equipment engineers,clinicians and managers of relevant departments for equipment management adopting the model management mode were higher than those adopting the conventional management mode,and the differences were statistically significant(t=13.118,16.209,12.557,P<0.05).Conclusion:The assessment system of hospital for life support equipment based on the fuzzy comprehensive evaluation model can enhance the quality of management and operation for equipment,and improve the service level of equipment,and increase the operational efficiency of equipment.
9.Progress on mechanism of IL-32 in transformation process of gastric"inflammation to cancer"
Weijian ZHANG ; Yuqi WU ; Dishu ZHOU ; Shuya SONG ; Xinxin HONG ; Yifei XU ; Tiantian CAI ; Shaoju GUO ; Huafeng PAN ; Haiwen LI
Chinese Journal of Immunology 2025;41(9):2264-2271
IL-32 is a multifunctional cytokine with both pro-inflammatory and anti-inflammatory properties.It has been proved that expression of IL-32 increases with progression of gastric mucosal diseases and severity of gastric cancer(GC),thus participating in process of gastric"inflammation-cancer"transformation.However,how IL-32 affects malignant transformation of gastric"inflamma-tion-cancer"and finally leads to adverse outcome of GC invasion and migration is still controversial.In order to better clarify regulatory effect and possible mechanism of abnormal expression of IL-32 on different histopathological stages of gastric"inflammation-cancer"transformation,and to explore new directions and breakthroughs in molecular mechanism of early truncation and treatment of gastric precancerous lesion(GPL),we searched literatures related to IL-32 in six authoritative databases at home and abroad,such as Pubmed,Web of Science and CNKI,in past 30 years.It was found that pathogenicity or protective function of IL-32 in different histo-pathological stages of gastric"inflammation-cancer"transformation depended on its different subtypes,secretory forms,surrounding cytokine environment,disease status and genetic factors.IL-32 may regulate polarization of macrophages through NF-κB,MAPK,COX2,PR3,IDO,NOD,PKCδ,FAK and STAT3,amplify or inhibit chronic inflammatory stimulation of gastric mucosa,and thus participate in process of gastric"inflammation-cancer"transformation.Our new understanding of role of IL-32 in different stages of Cor-rea cascade may contribute to development of cytokine-directed therapy,and therapy aimed at regulating different alternative splicing subtypes of IL-32 and targeting IL-32 signals can be used as a new strategy for medical treatment of GPL and GC in future.
10.Progress on mechanism of IL-32 in transformation process of gastric"inflammation to cancer"
Weijian ZHANG ; Yuqi WU ; Dishu ZHOU ; Shuya SONG ; Xinxin HONG ; Yifei XU ; Tiantian CAI ; Shaoju GUO ; Huafeng PAN ; Haiwen LI
Chinese Journal of Immunology 2025;41(9):2264-2271
IL-32 is a multifunctional cytokine with both pro-inflammatory and anti-inflammatory properties.It has been proved that expression of IL-32 increases with progression of gastric mucosal diseases and severity of gastric cancer(GC),thus participating in process of gastric"inflammation-cancer"transformation.However,how IL-32 affects malignant transformation of gastric"inflamma-tion-cancer"and finally leads to adverse outcome of GC invasion and migration is still controversial.In order to better clarify regulatory effect and possible mechanism of abnormal expression of IL-32 on different histopathological stages of gastric"inflammation-cancer"transformation,and to explore new directions and breakthroughs in molecular mechanism of early truncation and treatment of gastric precancerous lesion(GPL),we searched literatures related to IL-32 in six authoritative databases at home and abroad,such as Pubmed,Web of Science and CNKI,in past 30 years.It was found that pathogenicity or protective function of IL-32 in different histo-pathological stages of gastric"inflammation-cancer"transformation depended on its different subtypes,secretory forms,surrounding cytokine environment,disease status and genetic factors.IL-32 may regulate polarization of macrophages through NF-κB,MAPK,COX2,PR3,IDO,NOD,PKCδ,FAK and STAT3,amplify or inhibit chronic inflammatory stimulation of gastric mucosa,and thus participate in process of gastric"inflammation-cancer"transformation.Our new understanding of role of IL-32 in different stages of Cor-rea cascade may contribute to development of cytokine-directed therapy,and therapy aimed at regulating different alternative splicing subtypes of IL-32 and targeting IL-32 signals can be used as a new strategy for medical treatment of GPL and GC in future.

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