1.Research progress in machine learning-assisted individualized vancomycin medication
Mingyue CHEN ; Yifei LEI ; Xuewu SONG ; Jinqi LI
China Pharmacy 2026;37(17):2310-2314
Vancomycin is a glycopeptide antibiotic widely used for severe infections caused by gram-positive bacteria. Nevertheless, its clinical application is limited by a narrow therapeutic window and inter-individual differences in pharmacokinetics. Conventional dosing regimens rely on clinical experience and population pharmacokinetic models, which make precise therapy difficult. The emergence of machine learning provides new insights into tackling the above challenges. By integrating multi-dimensional data including demographic characteristics, clinical indicators and combined medications, machine learning can assist individualized medication for patients and improve the capacity for vancomycin dose prediction, in vivo exposure assessment and renal toxicity risk warning. However, the application of machine learning still faces multiple challenges such as poor data quality, weak model generalization ability and insufficient interpretability. Its clinical value needs to be further confirmed by prospective studies and external validation. Future research may consider deep integration of machine learning and population pharmacokinetic models to better support vancomycin individualized medication.
2.Expert consensus on the management of emergency medicines in medical institutions of Sichuan Province
Hua YANG ; Ting LUO ; Ruiyu WANG ; Xia SHI ; Jinqi LI ; Xiuxia LI
China Pharmacy 2026;37(19):2485-2490
OBJECTIVE To establish a standardized management system for emergency medicines in medical institutions of Sichuan Province, so as to improve the timeliness, safety and accessibility of emergency medicine use.METHODS A multidisciplinary expert team consisting of specialists in emergency medicine, pharmacy and nursing was set up. In accordance with evidence-based principles, relevant domestic and international policies, guidelines and literature were systematically sorted out. Combined with the results of investigations on the current situation of medical institutions at all levels within the province, multiple rounds of thematic seminars of the steering expert group were organized. The Delphi method was applied to carry out two rounds of expert questionnaire consultation. After item-by-item revision and final expert review, the Expert Consensus on the Management of Emergency Medicines in Medical Institutions of Sichuan Province (hereinafter referred to as the Consensus ) was finally developed.RESULTS&CONCLUSIONS This Consensus constructs a three-tier catalog allocation model of “basic standard configuration + specialty adaptation + emergency reserve”. A set of standardized management specifications were formulated covering the selection, stock reserve, storage and maintenance, clinical application, supply and allocation, quality control and training, and informatization management of emergency medicines. The Consensus can provide a practical basis for the standardized, homogeneous and refined management of emergency medicines in medical institutions of Sichuan Province, and help enhance the capacity of medication guarantee and the level of medical safety management for the treatment of critical and severe patients across the province.
3.Mendelian Randomization Analysis of Correlation Between Interleukin and Risk of Gynecological Tumors
Xinying ZHOU ; Hu ZHANG ; Haiyan DAI
Cancer Research on Prevention and Treatment 2025;52(6):511-519
Objective To investigate the relationship between different interleukins (ILs) and gynecological tumors, including cervical cancer, endometrial cancer, and uterine leiomyoma using two-sample Mendelian randomization (MR) analysis. Methods IL and gynecological tumor data were obtained from European populations by using the IEU OpenGWAS open database. Two-sample MR analysis was applied, different interleukins were used as exposure factors, significant SNP in GWAS data were selected as instrumental variables, and the instrumental variables were independent of each other. The risk of three kinds of gynecological tumors was analyzed separately to explore the causal relationship between ILs predicted by genes and outcome indicators. The TwoSampleMR package in R language (4.3.1) software was used for statistical analysis. MR analysis was performed using inverse variance weighted, MR Egger regression, weighted median, simple mode, and weighted mode methods. Results IL-18 receptor 1 (P=0.039) and IL-24 (P=0.025) were negatively correlated with the risk of cervical cancer. IL-4 (P=0.040), IL-21 (P=0.026), and IL-37 (P=0.027) were positively correlated with the risk of endometrial cancer. IL-15 receptor subunit alpha (P=0.005) was negatively correlated with the risk of endometrial cancer. IL-17A (P=0.005) and IL-37 (P=0.018) were negatively correlated with the risk of uterine leiomyoma. IL-21 (P=0.035) was positively correlated with the risk of uterine leiomyoma. Conclusion Genetically predicted IL-4, IL-15Rα, IL-17A, IL-18R1, IL-21, IL-24, and IL-37 are causally associated with the risk of three gynecological tumors. Further exploration of the molecular mechanism of ILs in gynecological tumors may provide potential therapeutic targets for the treatment of gynecological tumors.
4.Interpretation of Pharmacological Treatment and Comprehensive Management of Atrial Fibrillation in 2024 JCS/JHRS Updated Guideline for the Management of Cardiac Arrhythmias
Jianting LIAO ; Changli HE ; Lizhu HAN ; Qinan YIN ; Yuan BIAN ; Gang LI ; Jinqi LI
Herald of Medicine 2025;44(11):1789-1793
In 2024,the Japanese Circulation Society(JCS)and the Japanese Heart Rhythm Society(JHRS)jointly released the updated guidelines for the management of cardiac arrhythmias.The guideline provided updates on strategies for arrhythmias management,including device therapy,catheter ablation,pharmacological treatment and comprehensive management of atrial fibrillation(AF).This article focuses on the management of AF,including stroke risk assessment,oral anticoagulation therapy,high-risk patients management,comprehensive strategies,and lifestyle interventions.The guideline proposed a new stroke risk scoring tool,the HELT-E2 S2 score,refined the management of anticoagulation therapy in special high-risk patients,and updated comprehensive management strategies and lifestyle interventions for AF.These updates aim to enhance the prognosis and quality of life for AF patients,and also provide valuable insights for the management optimization of AF patients in China.
5.Interpretation of Pharmacological Treatment and Comprehensive Management of Atrial Fibrillation in 2024 JCS/JHRS Updated Guideline for the Management of Cardiac Arrhythmias
Jianting LIAO ; Changli HE ; Lizhu HAN ; Qinan YIN ; Yuan BIAN ; Gang LI ; Jinqi LI
Herald of Medicine 2025;44(11):1789-1793
In 2024,the Japanese Circulation Society(JCS)and the Japanese Heart Rhythm Society(JHRS)jointly released the updated guidelines for the management of cardiac arrhythmias.The guideline provided updates on strategies for arrhythmias management,including device therapy,catheter ablation,pharmacological treatment and comprehensive management of atrial fibrillation(AF).This article focuses on the management of AF,including stroke risk assessment,oral anticoagulation therapy,high-risk patients management,comprehensive strategies,and lifestyle interventions.The guideline proposed a new stroke risk scoring tool,the HELT-E2 S2 score,refined the management of anticoagulation therapy in special high-risk patients,and updated comprehensive management strategies and lifestyle interventions for AF.These updates aim to enhance the prognosis and quality of life for AF patients,and also provide valuable insights for the management optimization of AF patients in China.
6.Association Between Plasma Proteins and Coronary Atherosclerosis:a Mendelian Randomization Study
Jiahe WANG ; Xiaoyu ZHAO ; Yanchen ZHAO ; Yunfei LI ; Yueruijing LIU ; Jinqi WANG ; Zhiyuan WU ; Lixin TAO
Chinese Circulation Journal 2025;40(8):799-805
Objectives:To analyze whether there is a causal relationship between plasma proteins and the risk of coronary atherosclerosis(CAS)based on a two-sample Mendelian randomization(MR)analysis and to identify potential therapeutic targets for CAS.Methods:Single nucleotide polymorphisms(SNP)associated with plasma proteins from the UK Biobank Pharmacoproteomics Program(UKB-PPP)database were used as instrumental variables and outcome data were obtained from genome-wide association study databases.The Wald ratio method and inverse variance weighted(IVW)method in two-sample MR were employed as the primary approaches to assess the causal relationship between plasma proteins and CAS.Colocalization analysis was conducted as a sensitivity analysis to ensure the robustness of the MR findings.Results:A total of 132 plasma proteins were found to have causal associations with an increased risk of CAS.Colocalization analysis revealed that 12 plasma proteins shared genetic variants with CAS.Among them,Proprotein convertase subtilise/kexin type 9(PCSK9)(OR=1.23,95%CI:1.15-1.32,P<0.01)and neurocan(NCAN)(OR=1.35,95%CI:1.21-1.52,P<0.01)exhibited posterior probability of hypothesis4(PPH4)values<0.80 in the colocalization analysis,indicating strong support for colocalization and suggesting their potential as primary plasma protein drug targets for CAS.Conclusions:PCSK9 is associated with an increased risk of CAS and is confirmed as a therapeutic target for CAS.NCAN emerges as another potential therapeutic target for CAS.
7.Causal relationship between IL-7/IL-7Rα and ankylosing spondylitis based on Mendelian randomization
Can WANG ; Yuxin CHEN ; Jinqi BAI ; You LI ; Peifeng HE ; Qi YU
Chinese Journal of Immunology 2025;41(10):2386-2391
Objective:To evaluate the causal relationship between IL-7 and IL-7Rα and ankylosing spondylitis(AS)using the Mendelian randomization(MR)method.Methods:This study was based on gene-wide association study(GWAS)summary data,con-structing instrumental variables(IV)using single nucleotide polymorphisms(SNPs).We respectively adopt Inverse variance weighted(IVW),MR-Egger mode and Weighted median(WM)mode to assess the causal relation between IL-7/IL-7Rα and AS.In addition,we also conducted sensitivity tests,including the heterogeneity test,the pleiotropy test,the leave-one-out approach and the MR-PRESSO test.Results:IL-7 and IL-7Rα were respectively included in 9 and 5 IVs that could be used for MR analysis.Results of IVW analysis revealed a reliable causal relationship between IL-7 and IL-7Rα and AS[IL-7:P=0.025 2,OR(95%CI)=0.999 4(0.989 1~0.999 9);IL-7Rα:P=0.008 3,OR(95%CI)=1.000 6(1.000 2~1.001 0)].Cochranes Q test(IL-7:P=0.999 7;IL-7Rα:P=0.946 9)showed that all studies had good homogeneity.The results of a leave-one-out sensitivity analysis suggested that causal associations were not strongly influenced by any selected IVs.The intercept of the MR-Egger regression further showed that pleiotropy did not bias the causal effect in this study.Conclusion:Both IL-7 and IL-7Rα have a strong causal relationship with AS,among which IL-7 is a protec-tive factor for AS,and IL-7Rα is a risk factor for AS.
8.Interpretation of the 2024 American Heart Association/American Stroke Association Guideline for the Primary Prevention of Stroke
Yang LEI ; Yuan BIAN ; Lei ZHONG ; Xiaojiao CUI ; Lizhu HAN ; Qinan YIN ; Jinqi LI
Herald of Medicine 2025;44(4):509-515
The American Heart Association(AHA)/American Stroke Association(ASA)published the"2024 Guidelines for Primary Stroke Prevention"in the Stroke journal on October 21,2024.This document summarized the clinical research and epidemiological data since the publication of the previous version of the guidelines in 2014,providing strategies and recommendations for stroke prevention across the entire lifecycle.The guidelines emphasized the importance of pharmacological treatment,routine screenings,and lifestyle changes,with updated and refined recommendations.This article dissects the newly revised sections of the guidelines,with a special focus on the management of blood pressure,blood glucose,and blood lipids levels,as well as customized advice for particular populations and patient subgroups.Furthermore,it explores health behavior management strategies,including diet and exercise,by intergarting the knowledge from the previous version of the primary stroke prevention guidelines with pertinent domestic and international materials.The ultimate objective is to offer valuable insights and guidance to China in advancing primary stroke prevention efforts and formulating coherent guidelines and consensuses within this critical domain.
9.Clinical study on the application of universal red blood cells in emergency treatment for patients with hemorrhagic shock
Jinqi LI ; Mei ZHOU ; Xingyi WANG ; Rui ZHANG ; Yan ZANG ; Zhanshan CHA ; Bao hua QIAN ; Haihui GU
Chinese Journal of Blood Transfusion 2025;38(10):1320-1326
Objective: To evaluate the safety and efficacy of the emergency infusion protocol for universal red blood cells by analyzing its clinical application in patients treated at our hospital's war trauma and emergency center. Methods: Data were collected from 133 patients who received universal red blood cell transfusion in the war trauma center of our hospital from January 2016 to December 2024. The basic information, universal red blood cell transfusion volume, compatible blood components, transfusion volume, blood routine (Hb, Hct), liver and kidney function (ALT, AST, TBil, DBil, creatinine, etc.) and coagulation function (PT, APTT, Fib, etc.) before and after transfusion were retrospectively analyzed. Results: Among the 133 patients who received a total of 374 units of universal red blood cells, the 24-hour survival rate was 62.4% (83/133). Spearman correlation analysis showed a positive correlation between shock index and universal red blood cell transfusion volume (r=0.283, P<0.05). Patients were stratified by universal red blood cell transfusion volume (≤ 3 U vs ≥ 4 U). The low volume group had less homotypic red blood cell transfusion volume and total transfusion volume at different time points, and the difference was statistically significant: within 2 h [2(2, 4)vs 4(3, 7), P=0.033<0.05], 0~24 h [6(4, 9) vs 8(6, 14), P=0.028<0.05], total transfusion volume [13(8, 20)vs 19(12, 35), P=0.021<0.05]. No acute hemolytic transfusion reaction occurred within 24 hours after transfusion of universal red blood cell. Conclusion: Universal red blood cells are safe for use in emergency treatment. Furthermore, the shock index combined with the volume of universal red blood cells transfused can predict subsequent transfusion requirements and enables the early reservation of compatible blood, thereby preventing delayed resuscitation.
10.Effect of different leukocyte filters on filtration of erythrocyte suspensions
Heshan TANG ; Yan ZANG ; Zhanshan ZHA ; Weihua HUANG ; Jinqi LI ; Baohua QIAN ; Fei GUO
Journal of Navy Medicine 2025;46(9):911-917
Objective To compare the filtration effects of different models of leukocyte filters on erythrocyte suspensions,so as to provide a reference for the selection of leukocyte filters in clinic.Methods The erythrocyte suspensions prepared by Department of Blood Transfusion of The First Affiliated Hospital of Naval Medical University were used for filtration.The test was categorized into three groups based on the model of leukocyte filters,namely,AKTT-type(group Ⅰ),STTB-type(group Ⅱ),and STTA-type(groupⅢ).Each group was randomly assigned 8 bags of erythrocyte suspensions(specification 2U)with hematocrit≤55%and 10 bags of erythrocyte suspensions(specification 2U)with hematocrit>55%,and leukapheresis was applied.The quality indexes of the blood were detected before and after filtration,and the experimental data were comprehensively analyzed to evaluate the leukocyte filtration effect of various filters.Results When the hematocrit of the filtered erythrocyte suspensions was≤55%,there were significant differences in the platelet count after filtration(F=49.94,P<0.001)and filtration time(F=73.45,P<0.001)between groups,and the two indexes in group Ⅰ were superior to those in groups Ⅱ and Ⅲ.When the hematocrit of the filtered erythrocyte suspensions was>55%,there were significant differences in the platelet count after filtration(F=160.69,P<0.000 1),filtration time(F=366.09,P<0.000 1),residual leukocytes(F=4.28,P<0.05),and hemolytic rate(F=8.16,P<0.01)between groups.The platelet count after filtration and filtration time in group I were superior to those in group II and III.The indexes of residual leukocyte and hemolytic rate in groups I and II were superior to those in group III.Conclusion In order to ensure the safety and effectiveness of erythrocyte suspension transfusion,AKTT-type filter can be chosen to perform leukocyte filtration,which can further lower the blood transfusion complications.

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