1.Comparison of the in-hospital mortality risk predictive models among patients with ischemic stroke combined by dysphagia based on interpretable machine learning
Yaoyong TAI ; Shengyong WU ; Xiao LUO ; Ronghui ZHU ; Qian HE ; Cheng WU
Shanghai Journal of Preventive Medicine 2025;37(3):199-205
ObjectiveTo predict the in-hospital mortality risk among patients with ischemic stroke combined by dysphagia using interpretable machine learning methods, so as to provide more evidence-based support for the prognosis prediction of patients with ischemic stroke combined by dysphagia. MethodsMedical record of 308 patients diagnosed with ischemic stroke combined by dysphagia in the Medical Information Mart for Intensive Care Ⅳ (MIMIC-Ⅳ) (2.0) in the United States were retrospectively analyzed. Features of the research data were screened based on the least absolute shrinkage and selection operator, and which were randomly divided into a training set and a test set at a ratio of 7∶3. Then ten models, including logistic regression, random forest, K-nearest neighbor, linear discriminant analysis, naive bayes (NB), neural network, quadratic discriminant analysis, recursive partitioning tree, extreme gradient boosting tree, and support vector machine, etc. were constructed. The predictive effect was measured by calculating the area under the curve (AUC) of receiver operating characteristics. In addition, the calibration curve and Brier score were used to evaluate the calibration degree of the model, and the decision curve was drawn to reflect the clinical net benefit. The Shapley additive explanation method was used to analyze the interpretability of the black box model and explore the important decision-making factors. ResultsThe NB model in the test set showed better predictive ability compared with other models (AUC=0.85, 95%CI: 0.83‒0.88). After interpretability analysis, it was found that blood urea nitrogen (BUN), age, sequential organ failure assessment, bicarbonate, chloride, and hypertension were important risk factors for in-hospital mortality in patients with ischemic stroke combined by dysphagia. ConclusionThe comprehensive performance of the NB model is better than that of the other nine models in predicting the risk of in-hospital mortality in patients with ischemic stroke combined by dysphagia. The interpretability of the model can help clinicians better understand the reasons behind the results and take further reasonable intervention measures for risk factors to improve the survival probability of patients.
2.Analysis of evaluation results for the implementation of Specification for testing of quality control in medical X-ray diagnostic equipment (WS 76-2020)
Ling ZHANG ; Weidong ZHU ; Hezheng ZHAI ; Tingting YE ; Tinggui HE ; Wanyan CHENG ; Cheng ZHANG ; Chunxu YIN
Chinese Journal of Radiological Health 2025;34(4):559-565
Objective To evaluate the overall implementation of the WS 76-2020 standard in Anhui Province, China and identify and analyze the factors affecting the implementation of the standard, and to provide a basis for the effective implementation and revision of WS 76-2020. Methods According to the requirements of the Notice of the Department of Regulations in National Health Commission on the 2024 assessment of implementation of mandatory standards, an evaluation of radiological health standards was organized and conducted in Anhui Province. The evaluation involved the three dimensions of standard implementation status, technical content of the standards, and effectiveness of standard implementation, with subsequent data analysis. Results The total evaluation score for WS 76-2020 was 87.83 points, indicating that the standard effectively guided the quality control testing of medical X-ray diagnostic equipment. However, stability testing was either underutilized or not performed in practice. The qualified rate of X-ray diagnostic equipment in the province was 94.26%, with equipment performance issues identified as the leading contributor to non-qualified instances. Expert discussions highlighted recommendations particularly concerning the operability, applicability, and scientific rigor of the standard. Conclusion It is recommended to strengthen the dissemination and training for the standard, promote medical institutions to voluntarily conduct stability testing, provide supplementary clarifications or revisions for problematic clauses, and standardize quality control testing techniques for radiological diagnostic equipment.
3.Anti-COVID-19 mechanism of Anoectochilus roxburghii liquid based on network pharmacology and molecular docking
Jin ZHU ; Yan-bin WU ; De-fu HUANG ; Bing-ke BAI ; Xu-hui HE ; Dan JIA ; Cheng-jian ZHENG
Acta Pharmaceutica Sinica 2024;59(3):633-642
italic>Anoectochilus roxburghii liquid (spray, a hospital preparation of Wu Mengchao Hepatobiliary Hospital of Fujian Medical University) has shown a good clinical treatment effect during the COVID-19 pandemic, but its material basis and mechanism of action are still unclear. In this study, network pharmacology and molecular docking methods were used to predict the molecular mechanism of
4.miR-375 Attenuates The Migration and Invasion of Osteosarcoma Cells by Targeting MMP13
Zhong LIU ; Lei HE ; Jian XIAO ; Qing-Mei ZHU ; Jun XIAO ; Yong-Ming YANG ; Yong-Jian LUO ; Zhong-Cheng MO ; Yi-Qun ZHANG ; Ming LI
Progress in Biochemistry and Biophysics 2024;51(5):1203-1214
ObjectiveTo explore whether miR-375 regulates the malignant characteristics of osteosarcoma (OS) by influencing the expression of MMP13. MethodsPlasmid DNAs and miRNAs were transfected into OS cells and HEK293 cells using Lipofectamine 3000 reagent. Real-time quantitative polymerase chain reaction was performed to measure the expression of miR-375 and MMP13 in OS patients and OS cells. Western blot was performed to analyze the MMP13 protein in the patients with OS and OS cells. The targeting relationship between miR-375 and MMP13 was analyzed by luciferase assay. Migration and invasion were analysed by heal wound and transwell assays, respectively. ResultsmiR-375 expression in OS tissues was lower than that in normal tissues. The expression of MMP13 was upregulated in OS tissues. MMP13 expression was negatively correlated withmiR-375 expression in patients with OS. Migration and invasion were significantly inhibited in OS cells with the miR-375 mimic compared with OS cells with the miRNA control. MMP13 partially reversed the inhibition of migration and invasion induced by miR-375 in the OS cells. ConclusionmiR-375 attenuates migration and invasion by downregulating the expression of MMP13 in OS cells.
5.Mechanism of Taohong Siwutang Alleviating Myocardial Ischemia Reperfusion Injury in Ovariectomized Mice by Up-regulating Nrf2/HO-1 Signaling Pathway
Yuming YANG ; Ying ZHU ; Changyi LIU ; Jing CHENG ; Fei HE
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(13):11-19
ObjectiveTo investigate the effect and mechanism of Taohong Siwutang (TSD) on myocardial ischemia reperfusion injury (MIRI) in ovariectomized (OVX) female mice. MethodAfter the OVX model of female mice was established, the estradiol (E2) level was detected by enzyme-linked immunosorbent assay (ELISA) to verify the model. Sixty OVX mice were randomly divided into six groups: Sham operation group, model group, low, medium, and high dose groups (9, 18, 36 g·kg-1) of TSD, and nuclear factor E2-related factor 2 (Nrf2) inhibitor group, with 10 mice in each group. The MIRI model was verified by a laser speckle flowmeter. The pathological changes in myocardial tissue were detected by 2,3, 5-triphenyltetrazolium chloride (TTC) and hematoxylin-eosin (HE) staining. Serum creatine kinase isoenzyme (CK-MB), cardiac troponin Ⅰ (CTnⅠ), malondialdehyde (MDA), superoxide dismutase (SOD), interleukin-6 (IL-6), and interleukin-10 (IL-10) levels were detected by ELISA. The expression of Nrf2 and heme oxygenase-1 (HO-1) were observed by immunofluorescence staining. The expressions of Nrf2, HO-1, apoptotic B-cell lymphomato-2 (Bcl-2), Bcl-2 associated X protein (Bax), inflammatory cytokines interleukin-18 (IL-18), and interleukin-1β (IL-1β) were detected by Western blot. ResultCompared with the sham operation group, the serum levels of CK-MB, CTnⅠ, MDA, and IL-6 in the model group were increased (P<0.01), and the levels of SOD and IL-10 were decreased (P<0.01). The damage scores of TTC and HE staining in myocardial tissue were increased (P<0.01). The expressions of Nrf2 and HO-1 in myocardial tissue by immunofluorescence were decreased (P<0.01), and the protein expressions of Nrf2, HO-1, and Bcl-2 in myocardial tissue were decreased. The protein expressions of Bax, IL-18, and IL-1β were increased (P<0.01). Compared with the model group, serum levels of CK-MB, CTnⅠ, MDA, and IL-6 of TSD groups were significantly decreased (P<0.05, P<0.01), and SOD and IL-10 were significantly increased (P<0.05, P<0.01). TTC staining and HE staining damage scores of myocardial tissue were significantly decreased (P<0.01). The expressions of Nrf2 and HO-1 in myocardial tissue by immunofluorescence were increased (P<0.01). The protein expressions of Nrf2, HO-1, and Bcl-2 were significantly increased (P<0.05, P<0.01), and those of Bax, IL-18, and IL-1β were significantly decreased (P<0.05, P<0.01). The effect of the high dose group of TSD was the most significant. The serum levels of CK-MB, CTnⅠ, MDA, and IL-6 in the Nrf2 inhibitor group were significantly increased (P<0.05, P<0.01), and the levels of SOD and IL-10 were significantly decreased (P<0.05, P<0.01). The damage scores of TTC and HE staining in myocardial tissue were significantly increased (P<0.01). The expressions of Nrf2 and HO-1 in myocardial tissue by immunofluorescence were significantly decreased (P<0.01). The protein expressions of Nrf2, HO-1, and Bcl-2 in myocardial tissue were significantly decreased, and those of Bax, IL-18, and IL-1β were significantly increased (P<0.01). ConclusionTSD can alleviate MIRI in OVX mice, reduce oxidative stress response and the release of inflammatory factors, and inhibit apoptosis, playing a protective role in OVX mice with MIRI, which may be related to the activation of Nrf2/HO-1 signaling pathway.
6.Health risk assessment of oral exposure to 9 metals/ metalloids in drinking water for adults in Zibo, Shandong Province
Sha ZHU ; Yi HE ; Hui GAO ; Tong CHANG ; Tao WANG ; Cheng PENG
Journal of Environmental and Occupational Medicine 2024;41(9):1049-1053
Background Oral exposure to metals/metalloid elements in drinking water may be harmful to human health. Objective To assess potential health risks of oral exposure to 9 metals/metalloids in drinking water in Zibo City of Shandong Province from 2019 to 2023, and provide reference for the development of local drinking water management policies. Method From 2019 to 2023, a total of
7.Research on the association between the DYS570 microvariant and Y-SNP haplogroup in Kunming
Lei HUANG ; Guangsen YANG ; Yujie FAN ; Xueyun CHEN ; Zhu YANG ; Wei WANG ; Wei HE ; Dian ZHAI ; Jun DENG ; Yiyan ZHANG ; Baowen CHENG
Chinese Journal of Forensic Medicine 2024;39(1):82-87
Objective To investigate the association between microvariants at locus DYS570 and Y-SNPs haplogroup.Methods 89 Y-SNPs and 34 Y-STRs in AIYSNP42,AIYSNP47 and YfilerTM Platinum kits were used to detect the genotype of 116 microvariants at locus DYS570 in Kunming,and the Set-B kit was used to detect the core repeat sequences of the DYS570 locus.The data were statistically analyzed by direct counting method.Then,a network map was drawn by Network 10.2,in order to visualize the genetic information of the sample.Results The results demonstrated that 111 DYS570/18.3-21.3 samples had a core repeat sequence of TTT[TITC]18-21,belonging to subgroup O2a2b1a1a1a4-F14494.A DYS570/20.3 sample had a core repeat sequence of[TTTC]15TTC[TTTC]5,belonging to O2a1b1a1a1a1e-F1365 subgroup.A DYS570/17.1 sample had a core repeat sequence of[TTTC]17 T,belonging to the O2a1b1a1a1a-F11 subgroup.Three DYS570(19.2)samples had[TTTC]3 TT[TTTC]16,belonging to the D1a1a-M15 haplogroup.Conclusion The results indicated that the microvariant with the same core repeat structure at locus DYS570 was associated with haplogroups,and the ancestry origin of samples can be inferenced from microvariant characteristics during the practice of forensic medicine.
8.Advances in antitumor research of bifunctional small molecule inhibitors targeting heat shock protein 90
Hong-ping ZHU ; Xin XIE ; Rui QIN ; Wei HUANG ; Yan-qing LIU ; Cheng PENG ; Gu HE ; Bo HAN
Acta Pharmaceutica Sinica 2024;59(1):1-16
The heat shock protein 90 (Hsp90) protein family is a cluster of highly conserved molecules that play an important role in maintaining cellular homeostasis. Hsp90 and its co-chaperones regulate a variety of pathways and cellular functions, such as cell growth, cell cycle control and apoptosis. Hsp90 is closely associated with the occurrence and development of tumors and other diseases, making it an attractive target for cancer therapeutics. Inhibition of Hsp90 expression can affect multiple oncogenic pathways simultaneously. Most Hsp90 small molecule inhibitors are in clinical trials due to their low efficacy, toxicity or drug resistance, but they have obvious synergistic anti-tumor effect when used with histone deacetylase (HDAC) inhibitors, tubulin inhibitors or topoisomerase II (Topo II) inhibitors. To address this issue, the design of Hsp90 dual-target inhibitors can improve efficacy and reduce drug resistance, making it an effective tumor treatment strategy. In this paper, the domain and biological function of Hsp90 are briefly introduced, and the design, discovery and structure-activity relationship of Hsp90 dual inhibitors are discussed, in order to provide reference for the discovery of novel Hsp90 dual inhibitors and clinical drug research from the perspective of medicinal chemistry.
9.Experts consensus on standard items of the cohort construction and quality control of temporomandibular joint diseases (2024)
Min HU ; Chi YANG ; Huawei LIU ; Haixia LU ; Chen YAO ; Qiufei XIE ; Yongjin CHEN ; Kaiyuan FU ; Bing FANG ; Songsong ZHU ; Qing ZHOU ; Zhiye CHEN ; Yaomin ZHU ; Qingbin ZHANG ; Ying YAN ; Xing LONG ; Zhiyong LI ; Yehua GAN ; Shibin YU ; Yuxing BAI ; Yi ZHANG ; Yanyi WANG ; Jie LEI ; Yong CHENG ; Changkui LIU ; Ye CAO ; Dongmei HE ; Ning WEN ; Shanyong ZHANG ; Minjie CHEN ; Guoliang JIAO ; Xinhua LIU ; Hua JIANG ; Yang HE ; Pei SHEN ; Haitao HUANG ; Yongfeng LI ; Jisi ZHENG ; Jing GUO ; Lisheng ZHAO ; Laiqing XU
Chinese Journal of Stomatology 2024;59(10):977-987
Temporomandibular joint (TMJ) diseases are common clinical conditions. The number of patients with TMJ diseases is large, and the etiology, epidemiology, disease spectrum, and treatment of the disease remain controversial and unknown. To understand and master the current situation of the occurrence, development and prevention of TMJ diseases, as well as to identify the patterns in etiology, incidence, drug sensitivity, and prognosis is crucial for alleviating patients′suffering.This will facilitate in-depth medical research, effective disease prevention measures, and the formulation of corresponding health policies. Cohort construction and research has an irreplaceable role in precise disease prevention and significant improvement in diagnosis and treatment levels. Large-scale cohort studies are needed to explore the relationship between potential risk factors and outcomes of TMJ diseases, and to observe disease prognoses through long-term follw-ups. The consensus aims to establish a standard conceptual frame work for a cohort study on patients with TMJ disease while providing ideas for cohort data standards to this condition. TMJ disease cohort data consists of both common data standards applicable to all specific disease cohorts as well as disease-specific data standards. Common data were available for each specific disease cohort. By integrating different cohort research resources, standard problems or study variables can be unified. Long-term follow-up can be performed using consistent definitions and criteria across different projects for better core data collection. It is hoped that this consensus will be facilitate the development cohort studies of TMJ diseases.
10.Tofacitinib inhibits the transformation of lung fibroblasts into myofibroblasts through JAK/STAT3 pathway
Shan HE ; Xin CHEN ; Qi CHENG ; Lingjiang ZHU ; Peiyu ZHANG ; Shuting TONG ; Jing XUE ; Yan DU
Journal of Peking University(Health Sciences) 2024;56(3):505-511
Objective:To investigate the effect of tofacitinib,a pan-Janus kinase(JAK)inhibitor,on transforming growth factor-beta 1(TGF-β1)-induced fibroblast to myofibroblast transition(FMT)and to explore its mechanism.To provide a theoretical basis for the clinical treatment of connective tissue disease-related interstitial lung disease(CTD-ILD).Methods:(1)Human fetal lung fibroblast 1(HFL-1)were cultured in vitro,and 6 groups were established:DMSO blank control group,TGF-β1 in-duction group,and TGF-β1 with different concentrations of tofacitinib(0.5,1.0,2.0,5.0 μmol/L)drug intervention experimental groups.CCK-8 was used to measure the cell viability,and wound-healing assay was performed to measure cell migration ability.After 48 h of combined treatment,quantitative real-time PCR(RT-PCR)and Western blotting were used to detect the gene and protein expression levels of α-smooth muscle actin(α-SMA),fibronectin(FN),and collagen type Ⅰ(COL1).(2)RT-PCR and enzyme-linked immunosorbnent assay(ELISA)were used to detect the interleukin-6(IL-6)gene and protein expression changes,respectively.(3)DMSO carrier controls,1.0 μmol/L and 5.0 μmol/L tofacitinib were added to the cell culture media of different groups for pre-incubation for 30 min,and then TGF-β1 was added to treat for 1 h,6 h and 24 h.The phosphorylation levels of Smad2/3 and signal transducer and activator of transcription 3(STAT3)protein were detected by Western blotting.Results:(1)Tofacitinib inhibited the viability and migration ability of HFL-1 cells after TGF-β1 induction.(2)The expression of α-SMA,COL1A1 and FN1 genes of HFL-1 in the TGF-β1-induced groups was signifi-cantly up-regulated compared with the blank control group(P<0.05).Compared with the TGF-β1 in-duction group,α-SMA expression in the 5.0 μmol/L tofacitinib intervention group was significantly inhi-bited(P<0.05).Compared with the TGF-β1-induced group,FN1 gene was significantly inhibited in each intervention group at a concentration of 0.5-5.0 μmol/L(P<0.05).Compared with the TGF-β1-induced group,the COL1A1 gene expression in each intervention group did not change significantly.(3)Western blotting results showed that the protein levels of α-SMA and FN1 in the TGF-β1-induced group were significantly higher than those in the control group(P<0.05),and there was no significant difference in the expression of COL1A1.Compared with the TGF-β1-induced group,the α-SMA protein level in the intervention groups with different concentrations decreased.And the differences between the TGF-β1-induced group and 2.0 μmol/L or 5.0 μmol/L intervention groups were statistically significant(P<0.05).Compared with the TGF-β1-induced group,the FN1 protein levels in the intervention groups with different concentrations showed a downward trend,but the difference was not statistically sig-nificant.There was no difference in COL1A1 protein expression between the intervention groups com-pared with the TGF-β1-induced group.(4)After TGF-β1 acted on HFL-1 cells for 48 h,the gene ex-pression of the IL-6 was up-regulated and IL-6 in culture supernatant was increased,the intervention with tofacitinib partly inhibited the TGF-β1-induced IL-6 gene expression and IL-6 in culture supernatant.TGF-β1 induced the increase of Smad2/3 protein phosphorylation in HFL-1 cells for 1 h and 6 h,STAT3 protein phosphorylation increased at 1 h,6 h and 24 h,the pre-intervention with tofacitinib inhibited the TGF-β1-induced Smad2/3 phosphorylation at 6 h and inhibited TGF-β1-induced STAT3 phosphorylation at 1 h,6 h and 24 h.Conclusion:Tofacitinib can inhibit the transformation of HFL-1 cells into myofi-broblasts induced by TGF-β1,and the mechanism may be through inhibiting the classic Smad2/3 path-way as well as the phosphorylation of STAT3 induced by TGF-β1,thereby protecting the disease progres-sion of pulmonary fibrosis.

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