1.Guidelines for standardized implementation of pharmacist-managed clinics (2026 edition)
Pengxiang ZHOU ; Maobai LIU ; Xiaoli DU ; Xiaoyang LU ; Mei DONG ; Rong DUAN ; Ruigang HOU ; Xiaoyu LI ; Qi CHEN ; Yanxiao XIANG ; Weiyi FENG ; Rong CHEN ; Deshi DONG ; Yong YANG ; Li LI ; Xiaocong ZUO ; Jinfang HU ; Hongliang ZHANG ; Qingchun ZHAO ; Qi LIN ; Yang HU ; Jiaying WU ; Rongsheng ZHAO
China Pharmacy 2026;37(9):1105-1112
OBJECTIVE To formulate Guidelines for the standardized implementation of pharmacist-managed clinics ( 2026 edition ) in response to the challenges faced by such clinics in China, including uneven development, large discrepancies in service specifications, insufficient patient awareness, and limited medical insurance coverage. METHODS Led by the Pharmaceutical Affairs Professional Committee of the Chinese Hospital Association, the Evidence-based Pharmacy Professional Committee of the Chinese Pharmaceutical Association, and the Hospital Pharmacy Professional Committee of the Cross-strait Medical and Health Exchange Association, a total of 19 domestic hospital pharmacy experts were organized. Through a systematic review of national policies and literature research, current practical experience was summarized. Consensus on the contents of the guidelines was reached after in-depth discussions. RESULTS &CONCLUSIONS The guidelines covered five sections: definition and connotation of pharmacist-managed clinics, establishment requirements, implementation and management, post competency, and practical research. Firstly, the definition and connotation included three operational forms of pharmacist-managed clinics (independent mode, physician-pharmacist joint mode, and online pharmacist-managed clinic mode) and classified service modes (specialty-specific, drug-specific, and disease-specific pharmacist-managed clinics). The establishment requirements were further refined, covering system construction (pharmaceutical service management system, quality control and assessment mechanism), personnel qualifications (professional credentials, continuing education and professional training, etc), service recipients, as well as service venues and facilities. Subsequently, the implementation and management of pharmacist-managed clinics were proposed, involving service procedures, intervention measures, documentation and records, patient education and follow-up, humanistic care, as well as risk management and quality control. Finally, post competency encompassed the competency requirements for pharmacists providing services in pharmacist-managed clinics, as well as the suggestions on teaching methods; practical research encouraged the conduct of high-quality pharmaceutical practice in the setting of pharmacist-managed clinics. The guidelines provide valuable guidance for the standardized implementation of pharmacist-managed clinics in China in terms of establishment, management, teaching, and research, fill the guideline gap in this field, and can promote the high-quality development of pharmacist-managed clinics.
2.Research on the timely medication retrieval prediction model for outpatients based on a two-stage adaptive threshold ensemble learning algorithm
Yuanyuan FAN ; Feng WANG ; Panke ZENG ; Weiyi FENG
China Pharmacy 2025;36(24):3118-3124
OBJECTIVE To construct a predictive model for timely medication retrieval of outpatients, accurately identify high-risk patients with delayed medication retrieval, and provide data support for the development of differentiated registration strategies and resource optimization allocation in smart pharmacies. METHODS Based on 680 568 valid outpatient prescription records from January to March 2025 at the First Affiliated Hospital of Xi’an Jiaotong University, a dual-clustering analysis was conducted using K-means algorithm and Gaussian mixture model (GMM). An adaptive threshold for medication retrieval time difference was determined by combining contour coefficients, and “timely medication retrieval” and “delayed medication retrieval” were divided to construct binary objective variables; six types of features were screened through a multi-method fusion strategy; the performance of 6 kinds of base learners and 4 kinds of ensemble learning models were evaluated from three dimensions: discrimination, overall performance, and calibration, and explanatory analysis of the models were conducted. RESULTS The results of the dual-clustering analysis showed that the silhouette coefficient of GMM was better than K-means (0.702 4 vs. 0.698 8), and the final adaptive threshold was determined to be 49.82 min. Among the prescriptions included, 74.99% were for timely medication retrieval and 25.01% were for delayed medication retrieval. Among the 10 candidate models, the Stacking model performed the best, with an area under the test set curve of 0.954 4, F1 score of 0.942 4, accuracy of 0.911 5, Brier score of 0.066, and good discrimination and calibration. The explanatory analysis results of the model showed that its predictions were driven by multiple factors such as patient historical behavior, and diagnostic related characteristics. CONCLUSION This study constructed a timely medication retrieval prediction model for outpatients based on a two-stage adaptive threshold ensemble learning algorithm, which has high accuracy and stability, and can achieve dynamic judgment of patient medication retrieval behavior.
3.Formulation and Explanation of the Standards for Hospital Pharmacy Research
Yan LI ; Shiting LIU ; Yilei LI ; Wei ZHANG ; Weiyi FENG ; Yalin DONG ; Rongsheng ZHAO ; Wan-sheng CHEN ; Houwen LIN ; Jin LU ; Boxin ZHAO ; Xin HUANG ; Jiancun ZHEN
Herald of Medicine 2025;44(5):716-719
Hospital pharmacy research is significant in enhancing the level of rational drug use,improving the quality of pharmacy services,and promoting the improvement of drug treatment effects.To guarantee the standardization of hospital pharmacy research,the compilation team of"Hospital Pharmacy Research Standards"adheres to the principles of scientificity,universality,guidance,and operability,combs through the key management contents from three aspects,namely,relevant national policy docu-ments,relevant domestic and international standards and norms,and literature analysis,combines with the actual working condition of hospital pharmacy research,and formulates the standards after several rounds of opinion collection and expert argumentation.This paper analyzes the key contents of the standard,including basic requirements,research process management,and research re-sults management,to provide guidance and reference for hospital pharmacy researchers to understand the standard in-depth and further improve the standardization of hospital pharmacy research.
4.Formulation and Explanation of the Standards for Hospital Pharmacy Research
Yan LI ; Shiting LIU ; Yilei LI ; Wei ZHANG ; Weiyi FENG ; Yalin DONG ; Rongsheng ZHAO ; Wan-sheng CHEN ; Houwen LIN ; Jin LU ; Boxin ZHAO ; Xin HUANG ; Jiancun ZHEN
Herald of Medicine 2025;44(5):716-719
Hospital pharmacy research is significant in enhancing the level of rational drug use,improving the quality of pharmacy services,and promoting the improvement of drug treatment effects.To guarantee the standardization of hospital pharmacy research,the compilation team of"Hospital Pharmacy Research Standards"adheres to the principles of scientificity,universality,guidance,and operability,combs through the key management contents from three aspects,namely,relevant national policy docu-ments,relevant domestic and international standards and norms,and literature analysis,combines with the actual working condition of hospital pharmacy research,and formulates the standards after several rounds of opinion collection and expert argumentation.This paper analyzes the key contents of the standard,including basic requirements,research process management,and research re-sults management,to provide guidance and reference for hospital pharmacy researchers to understand the standard in-depth and further improve the standardization of hospital pharmacy research.
5.Reflections on ethical issues and practical experience in the teaching of clinical pharmacists in pain specialists
Xiang DENG ; Suya ZHANG ; Weiyi FENG ; Wenbing MA
Chinese Medical Ethics 2024;37(11):1348-1352
The training of clinical pharmacists in pain specialists often focuses on the education of professional knowledge,while neglecting the important role of ethics in the teaching process.Ethical elements such as the patient's right to informed consent,privacy,health,autonomy have not received sufficient attention in the teaching process.This training model poses a potential threat to patients'rights and interests and may bring ethical risks to pharmacists.To improve teaching quality and avoid risks,lecturers and trainees should deeply understand and respect the various rights of patients,safeguard their right to health from infringement,and ensure that privacy is fully protected.In addition,the patient's right to informed consent should be implemented to allow them to make autonomous choices based on a full understanding of the treatment plan,and humanistic care should be strengthened so that patients can feel the warmth and care from the pharmacists.Through the implementation of ethical measures,the paper aims to provide useful inspirations and references for the teaching work of clinical pharmacists in pain specialists,thereby promoting clinical pharmacists to achieve comprehensive improvement in professional skills and ethical literacy,and better serving the majority of pain patients.
6.Effect of heme oxygenase-1-mediated atorvastatin on macrophage polarization and cholesterol accumulation
Rui DENG ; Keming HUANG ; Jian LUO ; Gong CHEN ; Jian FENG ; Weiyi HUANG ; Gang WEI
Chinese Journal of Tissue Engineering Research 2024;28(1):62-67
BACKGROUND:Studies have shown that atorvastatin can up-regulate the expression of heme oxygenase-1 and enhance the anti-inflammation and anti-oxidative damage ability of cells.However,whether atorvastatin can regulate macrophage polarization,inhibit inflammation and reduce cholesterol accumulation by inducing heme oxygenase-1 expression remains unclear. OBJECTIVE:To investigate the effect of atorvastatin on polarization,inflammation and cholesterol content of oxidized low-density lipoprotein stimulated RAW264.7 macrophages by inducing heme oxygenase-1 expression and its related mechanism. METHODS:Firstly,RAW264.7 cells were randomly divided into six groups and incubated with different concentrations of atorvastatin for 24 hours.The expression of heme oxygenase-1 protein and cell activity were detected to explore the optimal dose of atorvastatin for subsequent studies.RAW264.7 cells were randomly divided into control group,atorvastatin group and heme oxygenase-1 inhibition group.Cells were preincubated with pure medium,atorvastatin 20 μmol/L and atorvastatin 20 μmol/L + zinc protoporphyrin IX 10 μmol/L for 24 hours,and then oxidized low-density lipoprotein 50 mg/L was added for 48 hours.The polarization of macrophages was detected by flow cytometry.The secretion of inflammatory factors such as transforming growth factor β,interleukin 10,interleukin 1β,and tumor necrosis factor α was detected by ELISA.The expression levels of heme oxygenase-1,LC3II,LC3I,P62,PPARγ and ABCA1 were detected by western blot assay.The intracellular cholesterol content was measured with the oxidose method and the accumulation degree of intracellular lipid droplets was evaluated by oil red O staining. RESULTS AND CONCLUSION:(1)Atorvastatin could induce the expression of heme oxygenase-1 protein in macrophages in a dose-dependent manner.(2)Oxidized low-density lipoprotein could induce macrophages to polarize towards M1,secrete proinflammatory factors,and increase the accumulation of intracellular cholesterol.(3)Compared with the control group,the heme oxygenase-1 protein expression of macrophages was increased after atorvastatin intervention,and the cells turned to M2-type polarization and mainly secreted anti-inflammatory factors such as transforming growth factor-β and interleukin-10.PPARγ,ABCA1,LC3II/I and other signal molecules reflecting cholesterol efflux and autophagy increased,and the contents of intracellular cholesterol and lipid droplets decreased significantly(P<0.05).(4)The heme oxygenase-1 inhibition group treated with zinc protoporphyrin IX significantly reversed the above changes in the atorvastatin group.(5)The results have shown that atorvastatin may promote the polarization of macrophages stimulated by oxidized low-density lipoprotein to M2 type and inhibit inflammation by up-regulating the expression of heme oxygenase-1 and by up-regulating PPARγ/ABCA1 signaling pathway and enhancing autophagy.Atorvastatin can increase the outflow of intracellular cholesterol and reduce the accumulation of intracellular lipids.
7.Strengthening hospital correspondent teams and building publicity brand through the"1+2+3"work-ing system
Weiyi FENG ; Xiaojia YANG ; Ruirui LIN
Modern Hospital 2024;24(8):1164-1167
With the continuous development of healthcare industry,hospital publicity plays a pivotal role in brand con-struction,image shaping,and fostering harmonious doctor-patient relationships.This article highlights the strategic approach of The First Affiliated Hospital/School of Clinical Medicine of Guangdong Pharmaceutical University to bolstering its correspondent team and enhancing its publicity efforts.By establishing a"1+2+3"working system--one principle,two systems,and three types of training--the goal is to build a correspondent team that is politically steadfast,high-quality,and dedicated.From 2021 to 2023,the hospital has witnessed a notable improvement in submissions from the correspondents.These advancements have not only elevated the hospital's media output but also significantly contributed to the broader dissemination of its publicity materials and the advancement of its brand identity.These efforts support the favorable development of news and public opinion within the health industry.
8.Construction and Validation of Prognostic Risk Scoring Model for Uterine Corpus Endometrial Carcinoma Based on ADME-related Gene Markers
Yingchen ZHUO ; Suya ZHANG ; Pengfei SONG ; Weiyi FENG
Herald of Medicine 2024;43(6):970-976
Objective To construct a prognostic model for uterine corpus endometrial carcinoma(UCEC)using the prognosis-associated ADME genes involved in controlling drug absorption,distribution,metabolism,and excretion(ADME),providing a reference for predicting the prognosis of UCEC and tumor treatment.Methods The gene expression and clinical information data of UCEC were obtained from the TCGA and ICGC databases.Prognosis-related ADME genes were screened using the univariate Cox regression analysis.Least absolute shrinkage and selection operator(LASSO)regression was used to identify optimal prognostic genes,and then a risk score model was constructed.Kaplan-Meier curve and receiver operating characteristic(ROC)curve were constructed to assess predictive capability.R software was used to perform differentially expressed genes anal-ysis,functional enrichment analysis.Results A nine-gene signature(DHRS7B,CYP46A1,SLCO4C1,NR1I2,SLC16A1,SLCO3A1,ARSA,ABCC5,MGST2)was used for constructing a risk score model.Survival analysis showed that the survival time in high-risk patients was significantly shorter than in low-risk patients(the train set:P<0.001;the test set:P=0.032).The are-as under the ROC curve of the train set and the test set for ROC at 1,3,5 years were 0.792,0.724,0.712,and 0.651,0.620,0.677,respectively.Univariate and multivariate Cox regression analysis showed that the risk score was an independent risk factor for UCEC(HR=1.77,P=0.035).In addition,there was a significant difference in the miRNA-mediated silencing and regulation of sprouting angiogenesis pathways between the high-risk and low-risk score groups.Conclusion The prognosis model con-structed with nine key ADME genes may have the potential to be used for predicting the survival prognosis of patients with UCEC.
9.Formulation and Analysis on the Standard of Construction of Medication Safety Culture
Wenjing HOU ; Su SHEN ; Aiping WEN ; Jin LU ; Jiancun ZHEN ; Wei ZHANG ; Dan MEI ; Zhicheng GONG ; Yubo WU ; Qunhong SHEN ; Weiyi FENG ; Ling TAN ; Yanhua ZHANG ; Fang LIU ; Xiaole ZHANG
Herald of Medicine 2024;43(7):1079-1083
The construction of a medication safety culture is important for medication safety management and rational drug use.The construction of medication safety culture standards is formulated based on relevant national policies and regulations,accreditation standards for hospitals,expert opinions,the current situation,and the development trend of the healthcare industry.With scientificity,general applicability,instructive guidance,and practicality,they standardized basic requirements,management processes,and improvement of the construction of medication safety culture.To facilitate understanding and the implementation of the standards,we describe the process of standards formulation and explain the key points of the standards.
10.Effect of anterior cingulate cortex-nucleus accumbens GABAergic cir-cuit on irritable bowel syndrome in mice and its underlying mechanisms
Ruixiao GUO ; Shengli GAO ; Xufei FENG ; Hua LIU ; Xing MING ; Jinqiu SUN ; Xinchi LUAN ; Zhenyu LIU ; Weiyi LIU ; Feifei GUO
Chinese Journal of Pathophysiology 2024;40(5):815-826
AIM:To investigate the effects of the γ-aminobutyric acid(GABAergic)neural pathway from the anterior cingulate cortex(ACC)to the nucleus accumbens(NAc)on the regulation of irritable bowel syndrome(IBS)and its underlying mechanisms in mice.METHODS:(1)A C57BL/6J mice model of IBS was established by using chronic acute combing stress(CACS).The mice were divided into a normal group and an IBS group(n=8).The presence of IBS-like symptoms was determined through behavioural tests,an intestinal motility test and abdominal withdrawal reflex scores.(2)Fluorescence gold(FG)retrograde tracing and immunohistochemistry were used to investigate the ACC-NAc GABAergic neural pathway and to examine the activation of GABA in the ACC in IBS mice(n=8).(3)A total of 1.5 μL of normal saline(NS),GABAA receptor antagonist bicuculline(BIC)or agonist isoguvacine hydrochloride(Isog)was ad-ministered via a preburied catheter into the NAc of mice in IBS and normal groups.The mice were randomly divided into three groups(n=8):NS group,BIC group and Isog group.IBS-like symptoms were assessed.(4)The mice were prein-jected with AAV2/9-mDlx-iCre-WPRE-pA in the ACC and AAV2/2Retro Plus-hSyn-DIO-hM3D(Gq)-eGFP-WPRE-pA in the NAc and subsequently divided into four groups(n=8):NS(intraperitoneal injection)+NS(NAc microinjection)group,NS+BIC group,clozapine N-oxide(CNO)+NS group and CNO+BIC group.The mice who received AAV2/2Retro-hSyn-DIO-hM4D(Gi)-EGFP-WPRE-pA in the NAc were randomly divided into three groups(n=8):NS+NS group,NS+BIC group and CNO+NS group.Enzyme-linked immunosorbent assay(ELISA)was employed to estimate the expression levels of histamine and 5-hydroxytryptamine(5-HT)in colon tissue,and the effects of GABAergic neural pathways from ACC to NAc on IBS were studied.RESULTS:CACS induced IBS-like symptoms in mice.The results of FG retrograde tracing combined with fluorescence immunohistochemistry showed that GABA neurons of ACC could project to NAc.The injection of BIC in the NAc was found to significantly reduce anxiety-like behaviours,diarrheal symptoms and visceral hy-persensitivity in the IBS mice(P<0.05).Chemogenetic inhibition of the ACC-NAc GABAergic neurons ameliorated IBS-like symptoms in mice(P<0.05).CONCLUSION:The GABAergic pathway of ACC-NAc might be involved in the regu-lation of IBS in mice,which may be related to the release of histamine and 5-HT in colon tissue.

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