1.Differential Resting-State Brain Activity Following Early- and Late-Night Sleep Loss.
Tianqi DI ; Libo ZHANG ; Shiqiu MENG ; Yang GUO ; Wangyue LIU ; Enyu ZHENG ; Zhoulong YU ; Yan SUN ; Jie SHI
Neuroscience Bulletin 2025;41(9):1696-1700
2.Risk factors of vancomycin-related acute kidney injury in elderly patients based on machine learning
Xinyu GUO ; Libo DAI ; Hongxin YANG
Chinese Journal of Pharmacoepidemiology 2025;34(9):1032-1041
Objective To explore the risk factors for vancomycin-related acute kidney injury(VA-AKI)in elderly patients.Methods Clinical data of elderly inpatients who used vancomycin at the Inner Mongolia Autonomous Region People's Hospital from January 2021 to June 2024 were retrospectively collected.The incidence of VA-AKI and the situation of treatment drug monitoring(TDM)were statistically analyzed.LASSO regression was used for feature selection,and this process was repeated 10,000 times.In each iteration,75%of the training samples were randomly selected,and the frequency of each feature being selected was counted.Finally,the features with higher frequency in multiple iterations were selected for model training.The data were divided into training set and test set at an 8∶2 ratio.Four machine learning prediction models,including Logistic regression,random forest,extreme gradient boosting(XGBoost),and support vector machine(SVM),were established.The accuracy and area under the receiver operating characteristic curve(AUC)of the above prediction models were calculated in the test set.The minimum depth distribution was used to visualize the importance of the characteristics of the model.Results A total of 305 elderly patients receiving vancomycin were included,among which 49 cases(16.07%)developed VA-AKI.LASSO regression analysis selected 7 characteristic variables to build 4 machine learning models,and finally selected the random forest model as the risk prediction model.The random forest model has an AUC value of 0.91,an accuracy of 0.89,an accuracy of 0.88,a recall rate of 0.98,and an F1 value of 0.93.The predictor importance ranking was in order of post-treatment creatinine level,C-reactive protein(CRP),albumin(Alb),respiratory failure,cardiac insufficiency,trough concentration time,and dose.Conclusion Post-treatment creatinine level,respiratory weakness,trough concentration time,cardiac insufficiency,Alb,CRP,and dosage were the risk factors for VA-AKI.The random forest model is the most effective in predicting the risk of VA-AKI in elderly patients,providing a reference for rational use of vancomycin in elderly patients.
3.Risk factors of vancomycin-related acute kidney injury in elderly patients based on machine learning
Xinyu GUO ; Libo DAI ; Hongxin YANG
Chinese Journal of Pharmacoepidemiology 2025;34(9):1032-1041
Objective To explore the risk factors for vancomycin-related acute kidney injury(VA-AKI)in elderly patients.Methods Clinical data of elderly inpatients who used vancomycin at the Inner Mongolia Autonomous Region People's Hospital from January 2021 to June 2024 were retrospectively collected.The incidence of VA-AKI and the situation of treatment drug monitoring(TDM)were statistically analyzed.LASSO regression was used for feature selection,and this process was repeated 10,000 times.In each iteration,75%of the training samples were randomly selected,and the frequency of each feature being selected was counted.Finally,the features with higher frequency in multiple iterations were selected for model training.The data were divided into training set and test set at an 8∶2 ratio.Four machine learning prediction models,including Logistic regression,random forest,extreme gradient boosting(XGBoost),and support vector machine(SVM),were established.The accuracy and area under the receiver operating characteristic curve(AUC)of the above prediction models were calculated in the test set.The minimum depth distribution was used to visualize the importance of the characteristics of the model.Results A total of 305 elderly patients receiving vancomycin were included,among which 49 cases(16.07%)developed VA-AKI.LASSO regression analysis selected 7 characteristic variables to build 4 machine learning models,and finally selected the random forest model as the risk prediction model.The random forest model has an AUC value of 0.91,an accuracy of 0.89,an accuracy of 0.88,a recall rate of 0.98,and an F1 value of 0.93.The predictor importance ranking was in order of post-treatment creatinine level,C-reactive protein(CRP),albumin(Alb),respiratory failure,cardiac insufficiency,trough concentration time,and dose.Conclusion Post-treatment creatinine level,respiratory weakness,trough concentration time,cardiac insufficiency,Alb,CRP,and dosage were the risk factors for VA-AKI.The random forest model is the most effective in predicting the risk of VA-AKI in elderly patients,providing a reference for rational use of vancomycin in elderly patients.
4.Exploring the Value Evaluation Framework for High-Value Medical Consumables Access Management in China
Yingyao CHEN ; Yue XIAO ; Liping MA ; Chunlin JIN ; Qing LIU ; Jiaye LENG ; Jiuhong WU ; Libo TAO ; Haiyin WANG ; Minggang WANG ; Wudong GUO ; Li XIE ; Wenbo QI ; Yuanjin JI ; Kun ZHAO ; Shanlian HU
Chinese Health Economics 2023;42(12):3-8
Objective:To construct a value evaluation framework for high-value medical consumables,providing a guidance for medical insurance access and hospital access management scenarios in China.Methods:It conducted literature review,qualitative in-terviews and quantitative surveys.A total of 12 experts were invited for qualitative interviews,while 100 experts from four fields of health technology assessment,medical insurance,hospital management,and clinical practice participated in the quantitative survey.Through those process,it generated the composition of the value framework and the scoring of each item.Differences in ratings be-tween different scenarios and experts were analyzed through chi-square tests.The recommendation level for each item was graded.Re-sults:A comprehensive value evaluation framework for high-value medical consumables was established,which included 6 core dimen-sions,comprised 16 items for secondary dimensions and 50 items for tertiary dimensions.It showed significant differences between the medical insurance access and hospital access scenarios,as well as among different fields of experts in the same scenario.furthermore,grading the items in two scenarios.The medical insurance access scenario had 8 highly recommended items,and the hospital access scenario had 24 highly recommended items.Conclusion:Value evaluation should encourage multi-dimensional assessments and inter-disciplinary participation,continually improving the management of high-value medical consumables in medical insurance and hospital access.
5.Jinyinqingre Oral Liquid alleviates LPS-induced acute lung injury by inhibiting the NF-κB/NLRP3/GSDMD pathway.
Shuhui WANG ; Pan LEI ; Ying FENG ; Mingzhu JIANG ; Zegan LIU ; Ting SHEN ; Shinan MA ; Libo WANG ; Xingrong GUO ; Shiming DU
Chinese Journal of Natural Medicines (English Ed.) 2023;21(6):423-435
Acute lung injury (ALI) is a prevalent and severe clinical condition characterized by inflammatory damage to the lung endothelial and epithelial barriers, resulting in high incidence and mortality rates. Currently, there is a lack of safe and effective drugs for the treatment of ALI. In a previous clinical study, we observed that Jinyinqingre oral liquid (JYQR), a Traditional Chinese Medicine formulation prepared by the Taihe Hospital, Affiliated Hospital of Hubei University of Medicine, exhibited notable efficacy in treating inflammation-related hepatitis and cholecystitis in clinical settings. However, the potential role of JYQR in ALI/acute respiratory distress syndrome (ARDS) and its anti-inflammatory mechanism remains unexplored. Thus, the present study aimed to investigate the therapeutic effects and underlying molecular mechanisms of JYQR in ALI using a mouse model of lipopolysaccharide (LPS)-induced ALI and an in vitro RAW264.7 cell model. JYQR yielded substantial improvements in LPS-induced histological alterations in lung tissues. Additionally, JYQR administration led to a noteworthy reduction in total protein levels within the BALF, a decrease in MPAP, and attenuation of pleural thickness. These findings collectively highlight the remarkable efficacy of JYQR in mitigating the deleterious effects of LPS-induced ALI. Mechanistic investigations revealed that JYQR pretreatment significantly inhibited NF-κB activation and downregulated the expressions of the downstream proteins, namely NLRP3 and GSDMD, as well as proinflammatory cytokine levels in mice and RAW2647 cells. Consequently, JYQR alleviated LPS-induced ALI by inhibiting the NF-κB/NLRP3/GSDMD pathway. JYQR exerts a protective effect against LPS-induced ALI in mice, and its mechanism of action involves the downregulation of the NF-κB/NLRP3/GSDMD inflammatory pathway.
Humans
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NF-kappa B/metabolism*
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Lipopolysaccharides/metabolism*
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NLR Family, Pyrin Domain-Containing 3 Protein/metabolism*
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Acute Lung Injury/metabolism*
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Lung
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Phosphate-Binding Proteins/therapeutic use*
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Pore Forming Cytotoxic Proteins/therapeutic use*
6.Cognition analysis of doctor-patient relationship from the perspective of medical students
Wei LIU ; Qunhong WU ; Yanhua HAO ; Xueyan JING ; Qingfeng GUO ; Yong LI ; Lili CHEN ; Jiao XU ; Siyi TAO ; Weijian SONG ; Yuxin XUE ; Libo LIANG
Chinese Journal of Medical Education Research 2021;20(6):737-740
Objective:Based on the current medical environment, to learn about cognition status of doctor-patient relationship among medical students and analyze causes of the tension between doctors and patients.Methods:Using the self-designed questionnaire "Clinical Medical Students' Cognition Survey on Occupational Status and Doctor-Patient Relationship", a cross-sectional survey was conducted on 527 medical students from 5-year and 7-year clinical program in Batch 2014 in a medical university in Heilongjiang Province. The survey mainly analyzed the causes of the tension between doctors and patients from the level of medical staff, patients and their families, hospitals and society. SPSS 22.0 was used for descriptive statistics and chi-square test.Results:The results showed that 93.7% of the medical students believed that the current doctor-patient relationship was not harmonious. There were cognitive differences among medical students in different gender ( P=0.029), first contact clinical grade ( P=0.003) and professional identity ( P<0.001). Conclusion:Medical students have a poor evaluation towards the current doctor-patient relationship. In order to construct harmonious doctor-patient relationship in the future, we can try to take measures such as carrying out relevant courses of doctor-patient communication, improving the medical students' communication skills and enhancing their professional identity.
7.Comparison of dose distributions among five radiotherapy apparatuses in stereotactic body radiation therapy for pancreatic cancer
Yangsen CAO ; Jianying ZHANG ; Tingting LI ; Jianjian QIU ; Libo ZHANG ; Yayun ZHUANG ; Yang SU ; Xiaojing GUO ; Huojun ZHANG
Chinese Journal of Radiation Oncology 2021;30(2):156-163
Objective:To compare the dose distribution among CyberKnife, Tomotherapy, Edge, Triology and γ-knife in stereotactic body radiation therapy (SBRT) for pancreatic cancer.Methods:Clinical data of 10 panreatic cancer patients receiving CyberKinife treatment were retrospectively analyzed. The treatment plans were designed by five apparatuses from five centers according to the uniform requirement. All plans were transferred to MIM system for the extraction of parameters, which mainly included D min, D mean and D max of PTV, conformity index (CI), new conformity index (nCI), homogeneity index (HI), gradient index (GI), coverage, D max and dose-volume of the stomach and bowel. Results:The best CI and nCI were obtained in Triology ( P<0.001), and the worst HI was found in γ-knife ( P<0.001). The best GI was found in CyberKnife, followed by γ-knife and Tomotherapy, and Edge showed the worst GI ( P<0.001). The highest D min of PTV was found in both Edge and Triology, while lower D min of PTV was found in CyberKnife and Tomotherapy ( P<0.001). Additionally, γ-knife provided the highest D mean and D max of PTV ( P<0.001). Regarding the organs at risk, the lowest D max and D 5cm 3 of the bowel ( P<0.001), D max of the stomach ( P=0.003), D max( P=0.001), D 5cm 3 ( P<0.001) and D 10cm 3 ( P=0.005) of the duodenum, D max( P<0.001) and D 0.35cm 3 ( P<0.001) of the spinal cord were found in CyberKnife. The highest D max of the bowel was found in γ-knife. Furthermore, the highest D 5cm 3 of the duodenum was demonstrated in Edge ( P<0.001) and Tomotherapy provided the highest D max( P<0.001) and D 0.35cm 3 of the spinal cord ( P<0.001). Conclusions:All five radiotherapy apparatuses can meet the requirement of SBRT for pancreatic cancer. More rapid dose fall-off could be obtained via CyberKnife and γ-knife. Triology and Edge provide better target conformity. CyberKnife can better protect the gastrointestinal tract.
9.Hepatitis B virus antigen peptide presentation by Epstein-Barr virus-transformed peripheral blood B cells
Xuan YI ; Chunhua WEN ; Shuqin GU ; Ling GUO ; Libo TANG ; Weibin WANG
Chinese Journal of Hepatology 2021;29(3):240-245
Objective:To establish an Epstein-Barr virus-transformed peripheral blood B cell line (BCL), and explore its phenotypic characteristics, the ability to secrete antibodies and cytokines, and the ability to present hepatitis B virus (HBV) antigen peptide.Methods:Peripheral blood mononuclear cells (PBMCs) were isolated from patients with HBV infection. Epstein-Barr virus supernatant was incubated to construct BCL. The expression of CD19, CD138, CD38, CD27 and the production levels of IFN - γ, IL-10, IL-6 were detected by flow cytometry. BCL loaded with HBV antigen peptide was incubated with in vitro-expanded autologous T cells. Intracellular staining was used to detect the level of interferon-gamma produced by T cells.Results:Compared with untransformed peripheral blood B cells, BCL had high expression levels of CD138, CD38 and CD27, and the difference was statistically significant ( P < 0.05), while the level of IL-6 production was decreased, and the difference was statistically significant ( P < 0.01). BCL loaded with HBV antigen peptide had significantly enhanced the production of interferon-gamma by in vitro-expanded autologous T cells, and the difference was statistically significant ( P < 0.01). Conclusion:BCL highly expresses CD138, CD38 and CD27, but its ability to produce IL-6 decreases. BCL can improve the immune response efficiency of HBV-specific T cells to HBV antigen peptide, and serve as a new tool for hepatitis B immune research.
10.Expressions of T-cell immunoglobulin and mucin domain molecules in peripheral blood of patients with active tuberculosis
Lifang SUN ; Danli GUO ; Guihua WU ; Yunfeng SHENG ; Libo ZHEN ; Qingshan CAI ; Min ZHU
Chinese Journal of Infectious Diseases 2020;38(11):705-710
Objective:To investigate the changes of T-lymphocyte subsets, T-cell immunoglobulin and mucin domain molecule-1 (TIM-1) and TIM-3 levels, and cytokines in the peripheral blood of patients with active tuberculosis.Methods:From December 2017 to December 2018, 50 tuberculosis patients and 50 cured tuberculosis patients in Zhejiang Hospital of Integrated Chinese and Western Medicine were selected as the tuberculosis group and cured tuberculosis group, respectively. Fifty healthy individuals in the same period were selected as the control group. Flow cytometry was used to detect the T-lymphocyte subsets in the peripheral blood. The mRNA levels of TIM-1, TIM-3, interferon(IFN)-γ and interleukin(IL)-4 in peripheral blood mononuclear cells (PBMC) were detected by quantitative real-time polymerase chain reacticn (PCR). T test was used for statistical analysis. Results:The ratio of CD4 + /CD8 + T lymphocytes in the tuberculosis group (1.21±0.50) decreased significantly, comparing with those in the cured tuberculosis group (1.88±0.62) and the control group (1.92±0.82). The differences were statistically significant ( t=2.148 and 2.207, respectively, both P<0.05). The mRNA levels of TIM-1, TIM-3 and IL-4 in PBMC in the tuberculosis group were 2.16±0.37, 1.59±0.36 and 1.52±0.69, respectively, which were all higher than those in the cured tuberculosis group (1.60±1.23, 1.01±0.52 and 0.91±0.36, respectively) and the healthy control group (1.40±0.27, 0.92±0.34 and 0.79±0.42, respectively). All of these differences were statistically significant ( t=14.120, 11.440, 17.130, 12.090, 12.050 and 17.030, respectively, all P<0.05). However, the IFN-γ mRNA level (0.43±0.11) was lower than that in the cured tuberculosis group (1.74±0.72) and the control group (1.82±1.17), and the differences were both statistically significant ( t=13.880 and 11.430, respectively, both P<0.05). Conclusion:The immune dysfunction in patients with active tuberculosis may be related to the low ratio of CD4 + /CD8 + T lymphocytes, the increased expressions of TIM-1 and TIM-3, and the imbalance of helper T lymphocyte (Th)1/Th2 cytokines.

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