1.Construction of a postoperative mortality risk model for patients with acute aortic dissection based on XGBoost-SHAP method
Xin ZHANG ; Min FANG ; Yi CAO ; Ting-Ting LI ; Xian-Kong LIU ; Jia-Yi DANG ; Xue-Sen ZHAO ; Hong-Qin REN ; Jia-Ze GENG ; Kai-Wen WANG ; Tie-Sheng HAN ; Yong-Bo ZHAO ; Dong MA
Medical Journal of Chinese People's Liberation Army 2025;50(10):1226-1234
Objective To develop a predictive model for postoperative mortality risk in patients with acute aortic dissection(AAD)using the Extreme Gradient Boosting(XGBoost)algorithm combined with Shapley Additive Explanation(SHAP),and to establish a prediction website to serve as a diagnostic and therapeutic support platform for clinicians and patients.Methods A retrospective cohort study design was adopted.Data from 782 AAD patients who underwent surgical treatment at the Fourth Hospital of Hebei Medical University from January 2013 to December 2023 were collected,including basic information and initial serum biomarker test results.Patients were randomly divided into training and test sets at a 7:3 ratio.An external validation set consisting of 313 AAD patients admitted to the Second Hospital of Hebei Medical University from January 2020 to December 2023 was also established for further model validation.Variables were screened using LASSO regression,and an XGBoost machine learning model was constructed and interpreted using SHAP.The predictive performance of the model was evaluated using receiver operating characteristic(ROC)curve analysis.Using the Shiny package,the XGBoost model was deployed to shinyapps.io to create a prediction website for postoperative mortality risk in AAD patients.One patient was selected by simple random sampling from the test set and the external validation set respectively for the prediction example on the Shiny webpage.Results The XGBoost model demonstrated high predictive performance for postoperative mortality in AAD patients,with area under the ROC curve(AUC)values of 0.928(95%CI 0.901-0.956)in the training set,0.919(95%CI 0.891-0.949)in the test set,and 0.941(95%CI 0.915-0.967)in the external validation set.SHAP values indicated the following order of variable importance in the model(from highest to lowest):"lactate dehydrogenase""blood chlorine""multiple organ injury""carbon dioxide combining power""prothrombin time""α-hydroxybutyric acid""creatine kinase isoenzyme""Stanford classification""combined use of bedside blood purification""gender""acute kidney injury""gastrointestinal bleeding""brain injury"and"shock".A risk prediction website for adverse postoperative outcomes in AAD patients was developed using XGBoost-SHAP method(https://dun-dunxiaolu.shinyapps.io/document/)and validated with examples.One randomly selected patient from each of the test and external validation sets was applied:the predicted mortality risk value for patient 1(who died postoperatively)was 0.9539,and that for patient 2(who survived postoperatively)was 0.0206.Conclusions The XGBoost-SHAP model demonstrates high accuracy in predicting postoperative mortality risk for AAD patients.The online prediction tool established based on this model enhances the identification efficiency of high-risk postoperative mortality patients.
2.Leptin promotes breast cancer cell MCF-7 migration and invasion through inhibiting ACSL5
Tao ZENG ; Lan WEI ; Yong-zhu XU ; Shi-yu YANG ; Hao-li SUN ; Ting-ting DANG ; Yi-qing YOU ; Jia-feng TANG ; Yan ZHANG
Chinese Pharmacological Bulletin 2025;41(4):654-660
Aim To explore the possible regulatory effect of leptin on acyl-CoA synthetase long chain fami-ly member ACSL5 and their effect on migration and in-vasion of breast cancer cell,and to explore the underly-ing mechanism.Methods The expression of leptin receptor was detected by immunofluorescence assay.The migration and invasion ability of MCF-7 cells were detected by wound healing assay and Transwell assay respectively.The downstream target gene of leptin was analyzed by PCR microarray data.The expression of ACSL5 in breast cancer and its correlation with the staging and prognosis of breast cancer patients were as-sessed uing bioinformatics methods.The expression of ACSL5 in MCF-7 cells treated with different concentra-tions of leptin was detected using real time fluorescence quantitative polymerase chain reaction(RT-qPCR).Overexpressing ACSL5 was constructed by lentiviral transfection;the expressions of EMT related proteins,AMPK-α and p-AMPK-α were detected by Western blot.Results Leptin promoted breast cancer cell mi-gration and invasion and EMT.ACSL5 was significant-ly low expressed in breast cancer and related to progno-sis.Leptin downregulated the expression of ACSL5 through OBR.Leptin activated AMPK pathway to downregulate ACSL5 and promote migration,invasion and EMT of breast cancer cells.Conclusions Leptin may promote the migration,invasion and EMT of breast cancer by downregulating ACSL5 through activating AMPK pathway.
3.Leptin promotes breast cancer cell MCF-7 migration and invasion through inhibiting ACSL5
Tao ZENG ; Lan WEI ; Yong-zhu XU ; Shi-yu YANG ; Hao-li SUN ; Ting-ting DANG ; Yi-qing YOU ; Jia-feng TANG ; Yan ZHANG
Chinese Pharmacological Bulletin 2025;41(4):654-660
Aim To explore the possible regulatory effect of leptin on acyl-CoA synthetase long chain fami-ly member ACSL5 and their effect on migration and in-vasion of breast cancer cell,and to explore the underly-ing mechanism.Methods The expression of leptin receptor was detected by immunofluorescence assay.The migration and invasion ability of MCF-7 cells were detected by wound healing assay and Transwell assay respectively.The downstream target gene of leptin was analyzed by PCR microarray data.The expression of ACSL5 in breast cancer and its correlation with the staging and prognosis of breast cancer patients were as-sessed uing bioinformatics methods.The expression of ACSL5 in MCF-7 cells treated with different concentra-tions of leptin was detected using real time fluorescence quantitative polymerase chain reaction(RT-qPCR).Overexpressing ACSL5 was constructed by lentiviral transfection;the expressions of EMT related proteins,AMPK-α and p-AMPK-α were detected by Western blot.Results Leptin promoted breast cancer cell mi-gration and invasion and EMT.ACSL5 was significant-ly low expressed in breast cancer and related to progno-sis.Leptin downregulated the expression of ACSL5 through OBR.Leptin activated AMPK pathway to downregulate ACSL5 and promote migration,invasion and EMT of breast cancer cells.Conclusions Leptin may promote the migration,invasion and EMT of breast cancer by downregulating ACSL5 through activating AMPK pathway.
4.Oral health education for pregnant women: a scoping review
Yemin XIE ; Ting SHUAI ; Lu GAN ; Yun DANG ; Jingcheng WEN ; Yan XUAN ; Xiue LI
Chinese Journal of Modern Nursing 2024;30(19):2625-2636
Objective:To summarize the research on oral health education for pregnant women.Methods:The literature was described and analyzed using a scoping review method. Seven databases, such as PubMed, Embase, Web of Science, China National Knowledge Infrastructure, and WanFang Data, were electronically searched, and the search period was from database establishment to October 30, 2023.Results:A total of 43 articles were included. The implementers of health education were mainly dental professionals and prenatal healthcare personnel. The theoretical basis included the health belief model, planned behavior theory, social cognitive model and so on. The methods involved traditional teaching or lectures, family-centered, internet-based, and motivational interviews. The contents contained many aspects of oral health for pregnant women. The evaluation indicators mainly covered oral health knowledge, attitude and practice, and self-efficacy, oral health beliefs, oral health status, the incidence of oral diseases, adverse pregnancy outcomes of pregnant and postpartum women, and childhood caries incidence.Conclusions:We should establish a cooperation team of the Department of Stomatology and Obstetrics and Gynecology, incorporate oral health for pregnant women into prenatal care projects, fully utilize the platform of pregnant women's schools, explore the optimal theoretical basis for oral health education, and improve the content of oral health education for pregnant women.
5.Exploring Scientific Connotation of "Fried Charcoal Survivability" of Lonicerae Japonicae Flos Based on Color-composition Correlation
Ting ZOU ; Jing WANG ; Xu WU ; Kai YANG ; Ming DANG ; Xiuchu GUO ; Lin WANG ; Chenxi LUO ; Juan PEI ; Chongbo ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(4):175-182
ObjectiveTo explore the scientific connotation of fried charcoal survivability of Lonicerae Japonicae Flos(LJF) by analyzing the correlation between the color change and the intrinsic components during the processing of LJF Carbonisata(LJFC), and taking pH, charcoal adsorption and microscopic characteristics as indexes. MethodLJFC samples with different degrees of processing were prepared according to the stir-frying time of 0.0, 1.5, 3.0, 4.5, 6.0, 7.5, 9.0, 10.5 min(numbered S1-S8), and the contents of gallic acid, chlorogenic acid, cryptochlorogenic acid, rutin, luteoloside, isochlorogenic acid A and isochlorogenic acid C were determined by high performance liquid chromatography(HPLC), and the L*(brightness), a*(red-greenness) and b*(yellow-blueness) of LJFC samples with different degrees of processing were determined by spectrophotometer, and the correlation analysis and principal component analysis(PCA) between the contents of seven representative components and the color of the samples were carried out by SPSS 26. 0 and SIMCA-P 14.1. Then pH, adsorption force and characteristic structure of different samples of LJFC were detected and the processing pattern of LJFC was analyzed. ResultThe results of quantitative analysis revealed that the contents of luteoloside, rutin, chlorogenic acid and isochlorogenic acid A gradually decreased, and the contents of cryptochlorogenic acid, isochlorogenic acid C and gallic acid firstly increased and then decreased. The L* and b* of the sample powders decreased, and a* showed a trend of increasing and then decreasing. The L* and b* were positively correlated with the contents of chlorogenic acid, rutin, luteoloside, isochlorogenic acid A, b* was positively correlated with the content of gallic acid, and a* was positively correlated with the contents of cryptochlorogenic acid and isochlorogenic acid C. PCA revealed that samples could be clearly divided into 3 groups, S1-S2 as one group, S3-S5 as one group, and S6-S8 as one group, with S3 having the highest score. The results of regression analysis showed that only isochlorogenic acid C could be used to predict the contents of components by colorimetric values combined with regression equations. Physicochemical analysis showed that pH of LJFC increased with the increase of degree of charcoal stir-frying, while adsorption force showed a tendency of increasing and then decreasing, with the highest adsorption force in the S5 sample, and the non-glandular hairs, calcium oxalate clusters and pollen grains had a varying degree of decreasing with the deepening of processing degree, and the microstructures of S6-S8 samples were obviously charred with pollen grains almost invisible. ConclusionThe changes in chemical composition and color characteristics of LJFC during the processing have certain correlations, combined with the changes in physicochemical properties, S5 sample is found to be the optimal processed products, which can provide a reference for the processing standardization and quality evaluation of LJFC, and enrich the scientific connotation of fried charcoal survivability of LJF.
6.Activation of STAT3 phosphorylation by Toxoplasma gondii ROP16 Ⅰ/Ⅲ protein regulates the cell cycle,proliferation,and apoptosis of THP-1 cells
He YIN ; Lei MA ; Tian-tian DANG ; Jia-ming LI ; Ting-ting TIAN ; Shan-ni MA ; Zhi-jun ZHAO
Chinese Journal of Zoonoses 2024;40(12):1115-1121,1127
This study was aimed at exploring the effects of Toxoplasma gondii ROP16 Ⅰ/Ⅲ protein on the cell cycle,pro-liferation,and apoptosis of THP-1 cells via activation of STAT3 phosphorylation.ROP16 empty vector and recombinant lenti-viral overexpression vector were transfected into THP-1 cells,the fluorescence intensity was observed,and overexpression was verified.STAT3 and P-STAT3 protein expression in THP-1 cells overexpressing ROP16 Ⅰ/Ⅲ was detected by Western blot-ting.The cells were treated with the STAT3 phosphorylation inhibitor Stattic,and divided into a THP-1 group,THP-1+Stattic group,THP-1-ROP16 Ⅰ/Ⅲ group,and THP-1-ROP16Ⅰ/Ⅲ+Stattic group.Changes in the cell cycle,proliferation curve,and apoptosis rate were detected with flow cytometry and CCK-8 assays,and the expression levels of the apoptosis-related proteins Bax,Cleaved Caspase3,Caspase9,and Bcl-2 were detected by Western blotting.A strong fluorescence signal was ob-served after transfection of ROP16 recombinant lentivirus overexpression vector into THP-1 cells,and ROP16 mRNA and pro-tein expression significantly increased(FmRNA=314.1,Fprotein=758.7,P<0.001),thus indicating successful construction of cell strains with stable overexpression.In addition,P-STAT3 protein showed higher expression in THP-1-ROP16 Ⅰ/Ⅲ group than the THP-1 group(F=606.1,P<0.001).Flow cytometry and CCK-8 results indicated that,compared with the THP-1 group,the THP-1-ROP16 Ⅰ/Ⅲ group showed a cell cycle blocked in G1 phase,lower cell proliferation ability(t Ⅰgroup=19.2,tⅢgroup=24.0,P<0.01),and a higher apoptosis rate(t Ⅰgroup=175.1,tⅢgroup=205.2,P<0.001).Western blotting results also demonstrated significantly elevated expression of the intracellular pro-apoptotic proteins Bax,Cleaved Caspase3,and Caspase9(t Bax Ⅰgroup=15.8,tBaxⅢgroup=11.1,t Caspase9 Ⅰ group=9.1,t Caspaseg Ⅲ group=10.2,t Cleaved Caspase3 Ⅰ group=16.5,t Cleaved Caspase3 Ⅲ group=12.9,all P<0.001),and significantly diminished expression of the anti-apoptotic protein Bcl-2(t Ⅰgroup=18.4,tⅢgroup=26.2,P<0.001).However,after Stattic treatment,the cell cycle,proliferation ability,apoptosis rate,and expression of apoptosis-re-lated proteins in the THP-1-ROP16 Ⅰ/Ⅲ+Stattic group were restored to near baseline levels.Thus,Toxoplasma gondii ROP16 Ⅰ/Ⅲ proteins were found to block the THP-1 cell cycle at G1 phase,inhibit cell proliferation,and promote apoptosis by activating the phosphorylation of STAT3.
7.Activation of STAT3 phosphorylation by Toxoplasma gondii ROP16 Ⅰ/Ⅲ protein regulates the cell cycle,proliferation,and apoptosis of THP-1 cells
He YIN ; Lei MA ; Tian-tian DANG ; Jia-ming LI ; Ting-ting TIAN ; Shan-ni MA ; Zhi-jun ZHAO
Chinese Journal of Zoonoses 2024;40(12):1115-1121,1127
This study was aimed at exploring the effects of Toxoplasma gondii ROP16 Ⅰ/Ⅲ protein on the cell cycle,pro-liferation,and apoptosis of THP-1 cells via activation of STAT3 phosphorylation.ROP16 empty vector and recombinant lenti-viral overexpression vector were transfected into THP-1 cells,the fluorescence intensity was observed,and overexpression was verified.STAT3 and P-STAT3 protein expression in THP-1 cells overexpressing ROP16 Ⅰ/Ⅲ was detected by Western blot-ting.The cells were treated with the STAT3 phosphorylation inhibitor Stattic,and divided into a THP-1 group,THP-1+Stattic group,THP-1-ROP16 Ⅰ/Ⅲ group,and THP-1-ROP16Ⅰ/Ⅲ+Stattic group.Changes in the cell cycle,proliferation curve,and apoptosis rate were detected with flow cytometry and CCK-8 assays,and the expression levels of the apoptosis-related proteins Bax,Cleaved Caspase3,Caspase9,and Bcl-2 were detected by Western blotting.A strong fluorescence signal was ob-served after transfection of ROP16 recombinant lentivirus overexpression vector into THP-1 cells,and ROP16 mRNA and pro-tein expression significantly increased(FmRNA=314.1,Fprotein=758.7,P<0.001),thus indicating successful construction of cell strains with stable overexpression.In addition,P-STAT3 protein showed higher expression in THP-1-ROP16 Ⅰ/Ⅲ group than the THP-1 group(F=606.1,P<0.001).Flow cytometry and CCK-8 results indicated that,compared with the THP-1 group,the THP-1-ROP16 Ⅰ/Ⅲ group showed a cell cycle blocked in G1 phase,lower cell proliferation ability(t Ⅰgroup=19.2,tⅢgroup=24.0,P<0.01),and a higher apoptosis rate(t Ⅰgroup=175.1,tⅢgroup=205.2,P<0.001).Western blotting results also demonstrated significantly elevated expression of the intracellular pro-apoptotic proteins Bax,Cleaved Caspase3,and Caspase9(t Bax Ⅰgroup=15.8,tBaxⅢgroup=11.1,t Caspase9 Ⅰ group=9.1,t Caspaseg Ⅲ group=10.2,t Cleaved Caspase3 Ⅰ group=16.5,t Cleaved Caspase3 Ⅲ group=12.9,all P<0.001),and significantly diminished expression of the anti-apoptotic protein Bcl-2(t Ⅰgroup=18.4,tⅢgroup=26.2,P<0.001).However,after Stattic treatment,the cell cycle,proliferation ability,apoptosis rate,and expression of apoptosis-re-lated proteins in the THP-1-ROP16 Ⅰ/Ⅲ+Stattic group were restored to near baseline levels.Thus,Toxoplasma gondii ROP16 Ⅰ/Ⅲ proteins were found to block the THP-1 cell cycle at G1 phase,inhibit cell proliferation,and promote apoptosis by activating the phosphorylation of STAT3.
8.Leukocyte Telomere Length and Lacunar Stroke: A Mendelian Randomization Study.
Mei Juan DANG ; Tao LI ; Li Li ZHAO ; Ye LI ; Xiao Ya WANG ; Yu Lun WU ; Jia Liang LU ; Zi Wei LU ; Yang YANG ; Yu Xuan FENG ; He Ying WANG ; Ya Ting JIAN ; Song Hua FAN ; Yu JIANG ; Gui Lian ZHANG
Biomedical and Environmental Sciences 2023;36(4):367-370
9. Mechanism of Sophora tonkinensis Gagnep regulating leukocyte transendothelial migration pathway in improving acute pharyngitis based on network pharmacology
Zhao-Yan DANG ; Chang LIU ; Qian-Qian HE ; Ting-Ting FENG ; Wei QUAN ; Ying ZHOU ; Xiu DONG ; Ying ZHOU
Chinese Pharmacological Bulletin 2023;39(2):348-356
Aim To elucidate the molecular mechanism of Sophora tonkinensis Gagnep in improving acute pharyngitis based on network pharmacology, animal experiments and quantitative real-time PCR.Methods The active components and targets of Sophora tonkinensis Gagnep were collected from the database of traditional Chinese medicinal systems databases and analysis platform(TCMSP). Targets related to acute pharyngitis were acquired through GeneCards, OMIM, DrugBank and Disgenet databases. After the common targets of the two were screened, the STRING database was used to construct the protein interaction network, and the Metascape platform was used for pathway analysis. At the same time, Cytoscape software was used to construct a network of "herbal-disease-component-target" and "herbal-disease-component-target-pathway" network. The acute pharyngitis models in rats were established to study the effect of water extract of Sophora tonkinensis Gagnep on acute pharyngitis in rats. Quantitative real-time PCR technology was used to study the effect of Sophora tonkinensis Gagnep on key gene targets in key pathways of pharyngeal tissues in rats with acute pharyngitis. Results In this experiment, 509 related targets of 21 active components of Sophora tonkinensis Gagnep were obtained, 2 167 related targets of acute pharyngitis were obtained, and 194 common targets of Sophora tonkinensis Gagnep and acute pharyngitis were obtained. KEGG pathway analysis screened 344 related signaling pathways, indicating that IL-17 signaling pathway, NF-kappa B signaling pathway and leukocyte transendothelial migration pathway might play a key role in the improvement of acute pharyngitis by Sophorae tonkinensis Gagnep. Animal experiments showed that the low dose group of Sophora tonkinensis Gagnep water extract had better therapeutic effect on acute pharyngitis. The results of quantitative real-time PCR showed that the low-dose group of Sophora tonkinensis Gagnep significantly down-regulated the expression levels of ITGB2, PIK3CA, PIK3CD and PTPN11 genes in leukocyte transendothelial migration pathway(P<0.05). Conclusions The above results show that Sophora tonkinensis Gagnep has the characteristics of multi-component, multi-target and multi-pathway synergy in improving acute pharyngitis, which provides a theoretical basis for further study on the complex mechanism of Sophora tonkinensis Gagnep in improving acute pharyngitis.
10. Mechanism of Sophorae tonkinensis radix et rhizome-induced nephrotoxicity in rats based on network toxicology and experimental validation
Qian-Qian HE ; Chang LIU ; Wei QUAN ; Ting-Ting FENG ; Jing-Xin DING ; Zhao-Yan DANG ; Ying ZHOU ; Ying ZHOU ; Xiu DONG
Chinese Pharmacological Bulletin 2023;39(4):766-773
Aim To investigate the mechanism of Sophorae tonkinensis radix et rhizome (ST) induced nephrotoxicity based on network toxicology and experimental verification. Methods Through network toxicology the target of toxic components of ST was predicted, nephrotoxicity-related target genes were located, the intersection of targets was taken, the STRING platform was imported to map the target protein interactions, MetaScape database was used for GO and KEGG analysis, BioGPS database for screening the key expressed genes in rat nephrotoxicity and the component-target-pathway network was constructed. The mechanism of ST induced nephrotoxicity was verified through animal experiments, and qRT-PCR was applied to detect mRNA expression level of key genes in kidney tissue. Results Twenty toxic components of ST were screened from network toxicology, mainly including matrine, sophoridine, maackiain. A total of 135 targets were involved, and HSP90AA1, SRC, MAPK1, MAPK3, AKT1 were the main targets. A total of 169 related signaling pathways were yielded by KEGG analysis, and the mechanism of nephrotoxicity might be related to cancer pathway, PI3K-Akt signaling pathway, HIF-1 signaling pathway, MAPK signaling pathway. PPARA, RAF1, MAP2K1, SRC, AKT1 and MAPK3 were screened from BioGPS database. The results of animal experiments showed that BUN and SCr level increased (P <0. 01) in rats with high-dose group, and the kidney tissue was significantly damaged. qRT-PCR results indicated that the expression of PPARA, RAF1, MAP2K1, MAPK3 mRNA increased, the expression of AKT1 mRNA decreased in the high-dose group of ST (P <0. 05). Conclusions The mechanism of Sophorae tonkinensis radix et rhizome induced nephrotoxicity is found to be related to the combined action of multiple components, multiple targets and multiple pathways, which also provides a theoretical basis for the in-depth exploration of the toxicology.

Result Analysis
Print
Save
E-mail