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.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.
3.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.
4.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.
5.Effects of respiratory training in PNF mode on exercise function and cardiopulmonary function in patients with chronic heart failure
Xuan WANG ; Jinqi LIU ; Li LUO
Journal of Navy Medicine 2025;46(11):1145-1149
Objective To explore the effects of respiratory training in proprioceptive neuromuscular facilitation(PNF)mode on exercise function and cardiopulmonary function in patients with chronic heart failure(CHF).Methods A total of 82 CHF patients admitted to Huai'an Second People's Hospital from October 2022 to July 2024 were enrolled and assigned to observation group or control group by a random number table,with 41 patients in each group.The control group underwent conventional rehabilitation training,while the observation group received respiratory training in PNF mode in addition to the conventional rehabilitation.Clinical efficacy,cardiac function indicators,such as E-wave,A-wave,stroke volume(SV),left ventricular ejection fraction(LVEF),and fractional shortening(FS),serum NT-proBNP,and 6-min walking distance(6MWD)were evaluated.Results After 8 weeks of intervention,the total effective rate,E-wave,SV,LVEF,and FS in the observation group were significantly higher than those in the control group(P<0.05),A-wave and serum NT-proBNP in the observation group were significantly lower than those in the control group(P<0.05),the 6MWD in the observation group was significantly longer than that in the control group(P<0.05).Conclusion Respiratory training in PNF mode is more effective than conventional rehabilitation,significantly improving exercise tolerance in CHF patients,left ventricular diastolic and systolic function.Additionally,it shows greater efficacy in reducing heart failure-related biochemical markers.As an adjunctive therapy in the rehabilitation of heart failure patients,it holds high clinical application value.
6.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.
7.A randomized controlled trial on the efficacy of compound polyethylene glycol electrolyte powder com-bined with linaclotide for bowel preparation in elderly constipated patients before colonoscopy
Jianjun ZHANG ; Haipeng WANG ; Guangfeng DONG ; Ming CHEN ; Jinqi LIU ; Hao ZHANG ; Mingjuan SUN ; Meng LU ; Huizhuan ZHAI ; Xingguang HUANG ; Zengjun LI ; Dongyang WANG
The Journal of Practical Medicine 2025;41(19):2967-2971
Objective To evaluate the efficacy and safety of polyethylene glycol electrolyte powder(PEG)combined with linaclotide(Lin)for bowel preparation in elderly constipated patients before colonoscopy.Methods In this prospective,randomized controlled trial,90 elderly patients with constipation undergoing colonoscopy were recruited at our hospital from June 2022 to December 2023.Participants were randomly assigned to three groups(n=30 each):PEG-3L alone,PEG-3L+Lin,and PEG-2L+Lin.Primary outcome was Boston Bowel Preparation Scale(BBPS)score and secondary outcomes included adverse event rates,colonoscopy completion rate,withdrawal time,and polyp detection rate.Statistical analysis was performed using independent t-tests and chi-square tests.Results The PEG-3L+Lin group achieved significantly higher BBPS scores than both PEG-3L alone and PEG-2L+Lin groups did(both P<0.001).The PEG-2L+Lin group also outperformed the PEG-3L alone group in cleansing efficacy(90.0%vs.76.7%,P=0.008).The PEG-2L+Lin group demonstrated the best tolerability and lowest adverse event rate,the PEG-3L group had the longest withdrawal time(P<0.05),but the three groups showed no significant difference in polyp detection rates.Conclusion PEG combined with linaclotide significantly improves bowel cleansing in elderly constipated patients.PEG-2L+Lin regimen provides optimal balance between efficacy,safety,and tolerability,making it a preferable choice for this population.
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.Impact of hypertensive disorders of pregnancy and preeclampsia on neonatal heel blood methionine levels
Tengda CHEN ; Xin YAN ; Jinqi ZHAO ; Lulu LI ; Xianxian YUAN ; Shunan WANG ; Yuanyuan KONG ; Guanghui LI
Chinese Journal of Perinatal Medicine 2025;28(9):739-745
Objective:This study aimed to evaluate the effects of hypertensive disorders of pregnancy (HDP), including their clinical subtypes, on neonatal heel blood methionine levels and explore potential dose-effect relationships.Methods:A retrospective cohort study was conducted among 11 007 singleton pregnancies and their neonates delivered at Beijing Obstetrics and Gynecology Hospital, Capital Medical University, from July 2021 to October 2022. Participants were stratified into an HDP group [ n=992; 480 with gestational hypertension, 512 with preeclampsia (including 229 severe cases)] and a non-HDP control group ( n=10 015). Methionine concentrations were measured using tandem mass spectrometry from heel blood dried filter paper samples collected within 72 hours post-delivery. Statistical analyses included non-parametric tests to compare intergroup differences, multiple linear regression to evaluate the effects of HDP on methionine levels, and multivariate logistic regression to identify risk factors for hypermethioninemia (>50 μmol/L). Results:(1) Baseline data: Maternal age was higher in the HDP group compared to controls [33 (30-36) vs. 33 (30-35) years, Z=-2.29, P=0.022], with elevated pre-pregnancy body mass index (BMI) [23 (21-26) vs. 21 (20-23) kg/m2, Z=-17.15, P<0.001] and increased gestational hyperglycemia prevalence [26.5% (263/992) vs. 19.8% (1 986/10 015), χ2=27.95, P<0.001]. (2) Methionine level: Neonates in the HDP group exhibited higher methionine levels [25.96 (21.58-30.89) vs. 24.77 (20.45-29.53) μmol/L, Z=-5.26, P<0.001], with a severity-dependent gradient: gestational hypertension [25.83 (21.77-30.61)], preeclampsia [26.05 (21.23-31.11)], and severe preeclampsia [26.15 (21.25-32.13)] ( Z=2.97, 3.92, 2.26; all P<0.05). Trend analysis confirmed a dose-effect relationship between HDP and neonatal methionine ( χ2=7.82, P=0.005). (3) Multivariate analysis: After adjusting for confounding factors such as maternal age and BMI, HDP remained independently associated with elevated methionine levels ( β=0.93, 95% CI: 0.47-1.40, t=3.92, P<0.001) and increased hypermethioninemia risk ( OR=2.75, 95% CI: 1.13-6.68). Subgroup analysis revealed ORs of 3.20 (95% CI: 1.07-9.57) for gestational hypertension, 3.25 (95% CI: 1.09-9.72) for preeclampsia, and 5.23 (95% CI: 1.54-17.82) for severe preeclampsia (all P<0.05). (4) Neonatal outcomes: Neonates in the HDP group had lower birth weights [3 230 (2 910-3 560) vs. 3 335 (3 070-3 600) g, Z=-7.43, P<0.001] and higher fetal growth restriction rates [10.3% (102/992) vs. 3.1% (306/10 015), χ2=136.47, P<0.001]. Conclusions:HDP demonstrates an elevation of neonatal methionine levels, correlating with disease severity, particularly in severe preeclampsia. These findings underscore the necessity for enhanced metabolic monitoring and long-term follow-up in offspring of mothers with HDP, especially those with severe preeclampsia.
10.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.

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