1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Mechanism of action of long non-coding RNA AC087388.1 targeting PABPC1 on esophageal squamous cell carcinoma
Han ZHONG ; Yan-lei GE ; Jun-qing GAN ; Ye JIN ; Xuan ZHENG ; Zi-qing LIU ; Guo-gui SUN
Chinese Pharmacological Bulletin 2025;41(5):926-935
Aim To explore the roles and mechanisms of long non-coding RNA(lncRNA)AC087388.1 and poly(A)binding protein cytoplasmic 1(PABPC1)in esophageal squamous cell carcinoma(ESCC).Meth-ods The expression level of AC087388.1 in ESCC tissues and cells was detected by real-time fluorescence quantitative polymerase chain reaction(RT-qPCR)and fluorescence in situ hybridization experiments and its clinical relevance was analyzed.Cell counting kit-8(CCK-8),clone formation,scratch and Transwell inva-sion assays were used to detect the effects of knock-down of AC087388.1 on the cell viability,prolifera-tion,migratory,and invasion of ESCC cells respectively ability,and sub-localization in cells.RNA pull down and Western blot experiments were employed to verify the interaction between AC087388.1 and PABPC1 in ESCC cells.Salvage experiments were performed to detect the effect of AC087388.1 targeting PABPC1 on ESCC cells.Results AC087388.1 was highly ex-pressed in ESCC tissues and cells and positively corre-lated with clinical stage of ESCC patients,mainly local-ized in cytoplasm.Knockdown AC087388.1 inhibited ESCC cell viability,proliferation,migration and inva-sionability.PABPC1 was selected from the results of RNA Pull Down-MS experiments for subsequent experi-ments,and AC087388.1 was verified to bind to PAB-PC1 by RNA Pull Down and Western blot experiments.Overexpression of AC087388.1 was verified by rescue experiment to reverse the effects of knockdown of PAB-PC1 on ESCC cell viability,proliferation,migration and invasion.Conclusions High expression of AC087388.1 correlates with clinical stage and may be a risk factor for ESCC progression.AC087388.1 pro-motes the cell viability,proliferation,migration and in-vasive ability of ESCC cells by targeting PABPC1,which may be a novel biomarker for the diagnosis and treatment of ESCC.
3.circ_0071653 targeted miR-197-3p regulates proliferation and metastasis of esophageal squamous cell carcinoma
Xuan ZHENG ; Yan-lei GE ; Jun-qing GAN ; Ye JIN ; Yi-shuang CUI ; Ya-nan WU ; Zi-qing LIU ; Guo-gui SUN
Chinese Pharmacological Bulletin 2025;41(5):888-898
Aim To investigate the effects of circ_0071653 targeting miR-197-3p on the proliferation and metastasis of esophageal squamous cell carcinoma(ES-CC)cells.Methods The circular structure of circ_0071653 was confirmed by Sanger sequencing and ribo-nuclease R tolerance experiments.Real-time quantita-tive polymerase chain reaction(RT-qPCR)and tissue fluorescence in situ hybridization assay were performed to detect the circ_0071653 expression levels and ana-lyze its clinical relevance.Cell fluorescence in situ hy-bridization and nuclear cytoplasmic separation assays were used to verify the subcellular localization of circ_0071653 and miR-197-3p.Bioinformatics analysis,dual luciferase reporter gene and RT-qPCR assays were conducted to validate the interactions between circ_0071653 and miR-197-3p.Moreover,the cell counting Kit-8(CCK-8),colony formation,scratch,Transwell invasion and subcutaneous tumor formation in nude mice assays were used to evaluate the effects of circ_0071653 and miR-197-3p on cell viability,prolifera-tion,migration,and invasion and in vivo tumorigenesi-sability.Results Circ_0071653 was a circular RNA,which showed high expression in ESCC cell lines and tissues.The expression of circ_0071653 was signifi-cantly correlated with lymph node metastasis and clini-cal stage of ESCC patients.Circ_0071653 and miR-197-3p were mainly localized in the cytoplasm.The databases predict that circ_0071653 had complementa-ry binding sites with miR-197-3p,and their binding were confirmed by dual luciferase reporter geneand RT-qPCR assays.Moreover,the activity,proliferation,migration,invasion and in vivo tumorigenesis abilities of ESCC cells were significantly reduced after knocking down circ_0071653,and this effect could be reversed by downregulating the expression of miR-197-3p.Con-clusions Circ_0071653 promotes the malignant pro-gression of ESCC through targeted regulation of miR-197-3p.
4.Case report and literature review of myocardial infarction caused by myocardial bridge
Xiao-qing KOU ; Yi-rong GAN ; Yun-long ZHANG ; Ding-xiong XIE ; Rui MAO ; Tian-xiang LIANG ; Xiao-li YANG ; Yan-zhen WANG
Chinese Journal of Interventional Cardiology 2025;33(2):111-116
Medical therapy and surgical intervention are the two primary approaches for treating myocardial bridge.However,there remains controversy regarding the use of coronary artery bypass grafting(CABG)and myocardial bridge unroofing.Here,we report a case of myocardial infarction following CABG in a patient with a myocardial bridge.The patient was admitted to Lanzhou First Peopie's Hospital with persistent chest pain,chest tightness,and shortness of breath lasting 2 hours.Physical examination revealed no significant abnormalities.Electrocardiography(ECG)indicated extensive anterior wall myocardial infarction.Laboratory findings showed myoglobin levels of 140.1 ng/ml and troponin Ⅰ levels of 2.59 ng/ml,with no other significant abnormalities.The initial diagnosis was acute extensive anterior wall myocardial infarction.Emergency coronary angiography revealed a myocardial bridge in the mid-segment of the left anterior descending artery(LAD).Emergency CABG using the left internal mammary artery to the LAD was performed,leading to symptomatic improvement,and the patient was discharged in stable condition.However,the patient experienced a recurrent myocardial infarction seven years post-surgery and received secondary preventive medical therapy.The patient is currently under ongoing follow-up care.CABG is an effective treatment for myocardial bridge.However,based on the case reported in this study,we recommend careful evaluation of whether a patient may benefit from CABG.
5.Purine Metabolism and Tumorigenesis
Jia-hui WANG ; Yue HUA ; Ji-yong WANG ; Xiao-qing GAN
Progress in Modern Biomedicine 2025;25(14):2378-2390
Purine nucleotides,fundamental constituents of nucleic acids,represent essential organic molecules within cells.These molecules serve critical roles not only in nucleic acid biosynthesis,the transmission of genetic information and signal transduction cascades,but also function as precursors for the synthesis of energy substances.Consequently,purine metabolism is subject to stringent regulatory mechanisms that preserve cellular homeostasis and function integrity.Emerging evidence demonstrates that dysregulated purine metabolism exhibits significant associations with tumorigenesis and existing anti-tumor drugs have developed varying degrees of drugs resistance during therapy.Elucidating the mechanistic links between purine metabolic aberrations and tumorigenesis holds dual significance:it enhances our understanding of cancer pathophysiology while potentially informing novel therapeutic paradigms.This review systematically examines the pathophysiological contributions of key purine metabolic enzymes and intermediate metabolites to malignant transformation,while critically evaluating emerging anti-tumor strategies that target purine metabolism pathways.
6.Mechanism of action of long non-coding RNA AC087388.1 targeting PABPC1 on esophageal squamous cell carcinoma
Han ZHONG ; Yan-lei GE ; Jun-qing GAN ; Ye JIN ; Xuan ZHENG ; Zi-qing LIU ; Guo-gui SUN
Chinese Pharmacological Bulletin 2025;41(5):926-935
Aim To explore the roles and mechanisms of long non-coding RNA(lncRNA)AC087388.1 and poly(A)binding protein cytoplasmic 1(PABPC1)in esophageal squamous cell carcinoma(ESCC).Meth-ods The expression level of AC087388.1 in ESCC tissues and cells was detected by real-time fluorescence quantitative polymerase chain reaction(RT-qPCR)and fluorescence in situ hybridization experiments and its clinical relevance was analyzed.Cell counting kit-8(CCK-8),clone formation,scratch and Transwell inva-sion assays were used to detect the effects of knock-down of AC087388.1 on the cell viability,prolifera-tion,migratory,and invasion of ESCC cells respectively ability,and sub-localization in cells.RNA pull down and Western blot experiments were employed to verify the interaction between AC087388.1 and PABPC1 in ESCC cells.Salvage experiments were performed to detect the effect of AC087388.1 targeting PABPC1 on ESCC cells.Results AC087388.1 was highly ex-pressed in ESCC tissues and cells and positively corre-lated with clinical stage of ESCC patients,mainly local-ized in cytoplasm.Knockdown AC087388.1 inhibited ESCC cell viability,proliferation,migration and inva-sionability.PABPC1 was selected from the results of RNA Pull Down-MS experiments for subsequent experi-ments,and AC087388.1 was verified to bind to PAB-PC1 by RNA Pull Down and Western blot experiments.Overexpression of AC087388.1 was verified by rescue experiment to reverse the effects of knockdown of PAB-PC1 on ESCC cell viability,proliferation,migration and invasion.Conclusions High expression of AC087388.1 correlates with clinical stage and may be a risk factor for ESCC progression.AC087388.1 pro-motes the cell viability,proliferation,migration and in-vasive ability of ESCC cells by targeting PABPC1,which may be a novel biomarker for the diagnosis and treatment of ESCC.
7.circ_0071653 targeted miR-197-3p regulates proliferation and metastasis of esophageal squamous cell carcinoma
Xuan ZHENG ; Yan-lei GE ; Jun-qing GAN ; Ye JIN ; Yi-shuang CUI ; Ya-nan WU ; Zi-qing LIU ; Guo-gui SUN
Chinese Pharmacological Bulletin 2025;41(5):888-898
Aim To investigate the effects of circ_0071653 targeting miR-197-3p on the proliferation and metastasis of esophageal squamous cell carcinoma(ES-CC)cells.Methods The circular structure of circ_0071653 was confirmed by Sanger sequencing and ribo-nuclease R tolerance experiments.Real-time quantita-tive polymerase chain reaction(RT-qPCR)and tissue fluorescence in situ hybridization assay were performed to detect the circ_0071653 expression levels and ana-lyze its clinical relevance.Cell fluorescence in situ hy-bridization and nuclear cytoplasmic separation assays were used to verify the subcellular localization of circ_0071653 and miR-197-3p.Bioinformatics analysis,dual luciferase reporter gene and RT-qPCR assays were conducted to validate the interactions between circ_0071653 and miR-197-3p.Moreover,the cell counting Kit-8(CCK-8),colony formation,scratch,Transwell invasion and subcutaneous tumor formation in nude mice assays were used to evaluate the effects of circ_0071653 and miR-197-3p on cell viability,prolifera-tion,migration,and invasion and in vivo tumorigenesi-sability.Results Circ_0071653 was a circular RNA,which showed high expression in ESCC cell lines and tissues.The expression of circ_0071653 was signifi-cantly correlated with lymph node metastasis and clini-cal stage of ESCC patients.Circ_0071653 and miR-197-3p were mainly localized in the cytoplasm.The databases predict that circ_0071653 had complementa-ry binding sites with miR-197-3p,and their binding were confirmed by dual luciferase reporter geneand RT-qPCR assays.Moreover,the activity,proliferation,migration,invasion and in vivo tumorigenesis abilities of ESCC cells were significantly reduced after knocking down circ_0071653,and this effect could be reversed by downregulating the expression of miR-197-3p.Con-clusions Circ_0071653 promotes the malignant pro-gression of ESCC through targeted regulation of miR-197-3p.
8.Regulatory Mechanisms of Non-classical Ubiquitination Mediated by SidE Family Proteins of Legionella pneumophila
Meng-Rou GAN ; Shi-Qing HUANG ; Hong-Xin GUAN
Chinese Journal of Biochemistry and Molecular Biology 2025;41(1):79-88
Ubiquitination represents a critical post-translational modification of proteins,capable of indu-cing alterations in the stability,cellular localisation and activity of substrate proteins.Consequently,it plays a pivotal role in a multitude of essential cellular processes.The intracellular parasite Legionella pneumophila releases in excess of 300 effector proteins into its host cell via its distinctive type IVB secre-tion system.These effector proteins regulate the physiological activity of host cells,thereby facilitating the growth and reproduction of Legionella and ultimately resulting in Legionella infection in humans.In the context of host infection,a number of effector proteins have been identified as regulators of the host cell ubiquitination system.Together with SidJ,SdjA,DupA/DupB,LnaB,and MavL,SidEs precisely and dynamically modulate the ubiquitination pathway of host cells,thereby providing a suitable environment for L.pneumophila to survive.The clarification of the biological functions of LnaB and MavL has led to the elucidation of this complex non-canonical ubiquitination regulatory cycle in L.pneumophila.This re-view presents a summary of the structural and enzymatic basis of non-classical ubiquitination mediated by SidEs,along with an examination of its biological significance in regulating endoplasmic reticulum rear-rangement and promoting Legionella-containing vacuole formation in host cells;the mechanism by which SidJ/SdjA regulates the phosphoribosylation activity of SidEs;and DupA/DupB,LnaB and MavL reverse the ubiquitination of host substrate proteins by SidEs through a multi-step catalytic reaction.In conclu-sion,this study will provide a reference for further understanding the detailed mechanism and biological significance of this type of non-classical ubiquitination modification,as well as offering insights into the pathogenic mechanism of L.pneumophila.
9.Troubleshooting of B.Braun's EcoMix central liquid supply system:Three case reports
Jian-ming SU ; An LU ; Shao-kang CUI ; Yang-qing GAN
Chinese Medical Equipment Journal 2025;46(7):109-113
The composition of B.Braun's EcoMix central liquid supply system was described.Three common faults of B.Braun's EcoMix central liquid supply system were explored in terms of the cause and elimination method.Some improving measures were put forward to solve the problems in leakage and density deviation.References were provided for medical engineers to treat similar faults.[Chinese Medical Equipment Journal,2025,46(7):109-113]
10.LncRNA GS1-124K5.4 targeting regulation of PRDX6 on proliferation,migration and Invasion of lung squamous carcinoma cells
Yu-ning HU ; Yan-lei GE ; Ye JIN ; Jun-qing GAN ; Wei-nan YAO ; Ya-nan WU ; Xuan ZHENG ; Zi-qing LIU ; Xin SU ; Guo-gui SUN
Chinese Pharmacological Bulletin 2025;41(8):1531-1541
Aim To investigate the effect of long-chain non-coding RNA(lncRNA)GS1-124K5.4 targeting regulation of PRDX6 on proliferation,migration and in-vasion of lung squamous carcinoma(LUSC)cells and the underlying mechanism.Methods The expression level of lncRNA GS1-124K5.4 in lung cancer tissues and adjacent tissues of 60 patients with LUSC were de-termined by fluorescence in situ hybridization.The ex-pression level of lncRNA GS1-124K5.4 in human nor-mal lung cells and LUSC cells were determined by qRT-PCR.Two kinds of LUSC cells(NCI-H 1703,SK-MES-1)with highest expression level of lncRNA GS1-124K5.4 were selected for subsequent experi-ments.The distribution of lncRNA GS1-124K5.4 in cells was studied by fluorescence in situ hybridization and prokaryotic separation.The effect of knockdown of lncRNA GS1-124K5.4 on proliferation of NCI-H1703 and SK-MES-1 cells was studied by CCK-8 experiment and cell clone formation experiment;the effect of knockdown of lncRNA GS1-124K5.4 on migration of NCI-H1703 and SK-MES-1 cells was studied by cell scratch experiment and Transwell cell migration experi-ment;and the effect of knockdown of lncRNA GS1-124K5.4 on invasion of NCI-H1703 and SK-MES-1 cells was studied by Transwell invasion experiment.The protein to be bound by lncRNA GS1-124K5.4 was detected by RNA pull-down combined with mass spec-trometry and immune-precipitation.The effect of knockdown of lncRNA GS1-124K5.4 targeting PRDX6 on proliferation,migration and invasion of NCI-H1703 and SK-MES-1 cells was studied.Results(1)The fluorescence intensity of lncRNA GS1-124K5.4 in lung squamous cell carcinoma increased compared with that in adjacent tissues(P<0.05),and the expression of lncRNA GS1-124K5.4 was related with lymph node metastasis and clinical stage(P<0.05).(2)The ex-pression level of lncRNA GS1-124K5.4 in NCI-H1703,NCI-H520 and SK-MES-1 cells significantly increased(P<0.05).(3)The result of fluorescence in situ hybridization experiment and nucleoplasm sepa-ration experiment showed that lncRNA GS1-124K5.4 was mainly distributed in cell nucleus.(4)The prolif-eration,migration and invasion ability of NCI-H1703 and SK-MES-1 cells with knockdown of lncRNA GS1-124K5.4 significantly decreased(P<0.05).(5)PRDX6 protein to be bound to LncRNA GS1-124K5.4 was determined by RNA pull-down combined with mass spectrometry and immunoprecipitation.(6)The prolif-eration,migration and invasion ability of NCI-H1703 and SK-MES-1 cells with overexpression of lncRNA GS1-124K5.4 significantly increased(P<0.05);the proliferation,migration and invasion ability of NCI-H1703 and SK-MES-1 cells with knockdown of PRDX6 significantly decreased(P<0.05);the proliferation,migration and invasion ability of NCI-H1703 and SK-MES-1 cells with overexpression of lncRNAGS1-124K5.4 and knockdown of PRDX6 showed no signifi-cant change(P>0.05).Conclusions LncRNA GS1-124K5.4 is highly expressed in lung squamous cell carcinoma,and it may promote the proliferation,migration and invasion of lung squamous carcinoma cells by targeting the expression of PRDX6 protein.

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