1.Study on medication adherence factors among patients with severe mental disorders in Zhuhai city based on XGBoost model
Zhongshu YE ; Yongyong TENG ; Jingju QUAN ; Yajun SUN ; Jiaju HUANG ; Yixuan WU ; Changlin HAN ; Guangchuan ZHANG
Sichuan Mental Health 2026;39(1):36-43
BackgroundLow medication compliance among patients with severe mental disorders increases the disease burden on both the patients' families and the society. Medication adherence is influenced by numerous factors. Traditional methods such as Logistic regression struggle to quantify the importance of these factors. By introducing Extreme Gradient Boosting (XGBoost) combined with Shapley Additive Explanations (SHAP), enables the quantification of the relative contribution weights of each factor, providing support for identifying the core influencing factors. ObjectiveTo explore the influencing factors of medication adherence among patients with severe mental disorders in Zhuhai, aiming to provide references for optimizing patient management strategies. MethodsExtract the data of patients with severe mental disorders who were registered on the mental health system platform in Zhuhai City from January 1, 2023 to March 31, 2025. A total of 9 329 patients were finally included for analysis. Influencing factors were screened using univariate analysis and multivariate logistic regression analysis, and an XGBoost model combined with the SHAP algorithm was constructed to quantify the importance of each influencing factor. ResultsAmong 9 329 patients, 8 446 demonstrated medication adherence, yielding an adherence rate of 90.53%. Multivariable analysis identified several risk factors significantly associated with medication non-adherence, being unmarried (OR=1.237, 95% CI: 1.019–1.502) or divorced (OR=1.389, 95% CI: 1.038–1.832), a diagnosis of mental retardation with psychiatric disorders (OR=3.025, 95% CI: 2.402–3.796) or paranoid psychosis (OR=5.117, 95% CI: 3.086–8.299), a disease duration of 2–4 years (OR=1.355, 95% CI: 1.085–1.696), 4–6 years (OR=2.143, 95% CI: 1.671–2.747), or >6 years (OR=1.681, 95% CI: 1.365–2.079), lack of guardian subsidies (OR=1.412, 95% CI: 1.099–1.801), absence of a disability certificate (OR=1.900, 95% CI: 1.588–2.282), not being enrolled in care and support groups (OR=1.384, 95% CI: 1.183–1.617) or community services (OR=1.313, 95% CI: 1.042–1.645), and not cohabiting with a guardian (OR=1.257, 95% CI: 1.048–1.501). Conversely, the enrollment in special outpatient disease programs (OR=0.716, 95% CI: 0.609–0.842) and a family history of mental illness (OR=0.713, 95% CI: 0.503–0.982) were identified as protective factors. The XGBoost model exhibited robust predictive performance, with a sensitivity of 0.433, specificity of 0.944, accuracy of 0.891, Area Under the Curve (AUC) of 0.837, and F1 value of 0.449. Feature importance ranking indicated that the top three factors were disease duration, diagnosis, and the acquisition of disability certificates. ConclusionPolicy-based support (acquisition of disability certificates, special outpatient disease enrollment) and clinical disease characteristics (disease duration, diagnosis type) are key factors affecting medication adherence among patients with severe mental disorders in Zhuhai City. [Funded by Zhuhai Medical Research Project (number, 2220009000281)]
2.Prevalence and associated factors of work-related musculoskeletal disorders among workers in a manganese enterprise
Tianzi SHAN ; Junxiang MA ; Tian CHEN ; Kang NONG ; Yucheng SUN ; Xueting WANG ; Gaoman ZHANG ; Teng MA ; Zhuoran XIA ; Fengtao CUI ; Li CHEN ; Yanyan ZHENG ; Piye NIU
Journal of Environmental and Occupational Medicine 2026;43(3):333-340
Background Work-related musculoskeletal disorders (WMSDs) are a major occupational health concern, particularly among workers exposed to adverse ergonomic conditions. Manganese production involves heavy physical demands, yet research on WMSDs among manganese workers remains limited. Objective To investigate the prevalence and influencing factors of WMSDs among manganese workers in a manganese enterprise in Guangxi. Methods A cross-sectional survey was conducted from May to June 2024 on workers at a manganese factory in Guangxi. The Chinese Musculoskeletal Disorders Questionnaire was used to collect information on demographic characteristics, distribution of musculoskeletal symptoms, and work-related exposures. χ2 test was applied to compare differences in positive WMSDs rates across groups, and logistic regression analysis was performed to identify associated factors. Results A total of 1476 workers were enrolled in the study after pre-determined inclusion and exclusion criteria. The overall prevalence of WMSDs was 34.15%. The most commonly affected body regions were the lower back (17.28%), neck (16.67%), and shoulders (13.82%). The results of logistic regression analysis indicated that female, older age, and education level of college or above were associated with a higher risk of WMSDs (P<0.05). Awkward working postures were significantly associated with WMSDs in corresponding body regions; in particular, awkward postures of the neck, upper limbs, trunk, and lower limbs were related to an increased risk of WMSDs in multiple body sites (P<0.05). In addition, poor lighting conditions, high workplace temperature, frequent or sustained arm support during work, and high job demands were associated with an increased risk of overall or site-specific WMSDs (P<0.05). Conclusion The high prevalence of WMSDs among manganese workers is closely associated with demographic characteristics, working postures, and work environment and organizational factors. Targeted ergonomic interventions focusing on high-risk body regions and key ergonomic exposures are warranted to reduce the risk of WMSDs among manganese workers.
3.m6ATEpre: Predicting YTHDF1-mediated mRNA Translation Efficiency Regulated by m6A Sites via Multi-omics Data Integration
Teng ZHANG ; Ming ZHANG ; Shao-Wu ZHANG ; Lian LIU
Progress in Biochemistry and Biophysics 2026;53(4):1087-1102
ObjectiveThe most prevalent mRNA modification, N6-methyladenosine (m6A) plays an important role in various RNA metabolism, including gene expression and translation. By recruiting different “reader” proteins and their cofactors, m6A modification can affect messenger RNA (mRNA) degradation, splicing, nuclear export and translation. However, the selective mechanism by which m6A sites regulate mRNA translation through m6A reader YTHDF1 binding remains poorly understood, due to a lack of computational methods for identifying context-specific m6A sites that regulate translation. To address this, we developed a novel computational framework named m6ATEpre, the first tool designed to predict cell-specific m6A sites that regulate translation efficiency. Methodsm6ATEpre integrates multi-omics data, introduces a novel feature representation strategy for m6A site sequences, and employs an autoencoder to effectively capture embedded feature representations. Specifically, m6ATEpre first integrated MeRIP-seq data and PAR-CLIP data through overlapping m6A sites with YTHDF1 binding sites and identified YTHDF1-mediated m6A sites. Then, m6ATEpre detected the translation gene by analyzing the Ribo-seq data under YTHDF1 knockdown vs control condition. Genes whose translation is mediated by YTHDF1 in an m6A-dependent manner were identified by a significant decrease in translation efficiency upon YTHDF1 knockdown. Next, we proposed a binary vector indicating the presence or absence of YTHDF1 binding motifs to characterize each m6A site sequence. This represents a novel feature representation strategy for m6A sites. m6ATEpre utilized the autoencoder to extract the potentially important feature representations and constructed a multilayer perceptron neural networks model to predict potential m6A sites that regulating translation efficiency. ResultsA comprehensive evaluation of m6ATEpre was conducted through a series of experiments. We compared its performance against that of a similar prediction task model, as well as other classifiers. The results indicate that m6ATEpre achieved the best prediction performance. In addition, we analyzed different feature representation strategies and performed ablation experiments to validate the rationality of the model design. The results demonstrate that our proposed feature representation strategy has a greater advantage in improving prediction performance. In the HeLa cell line, bioinformatic analysis of the metagene distribution and sequence minimum free energy of m6A sites regulating translation efficiency (m6A-reg-TE sites) revealed their specific properties in translation regulation. Functional enrichment analysis indicated that m6A-reg-TE genes are associated with specific biological processes and KEGG pathways. By integrating the binding sites of YTHDF1 co-factors with m6A-reg-TE sites, we revealed that YTHDF1-mediated and m6A-dependent translation efficiency regulation requires the cooperation of multiple translation-regulatory RNA-binding proteins among its co-factors in the HeLa cell line. Furthermore, we extended our predictions to the dataset of the HEK293T cell line. Similarly, bioinformatic analysis of the metagene distribution and functional enrichment revealed the cell-specific characteristic of these predicted m6A-reg-TE sites in HEK293T cells. Likewise, integrated analysis of multiple YTHDF1 co-factors and m6A-reg-TE sites predicted in the HEK293T cell line reveals their m6A-dependent cooperation in regulating translation efficiency. Conclusionm6ATEpre is a timely tool that will advance our understanding of the mechanisms of m6A regulation in translation efficiency. The source code and datasets used in this work can be downloaded from
4.Construction of Risk Prediction Model for Frequent Acute Exacerbations of Chronic Obstructive Pulmonary Disease Under Disease-syndrome Combination
Jing ZHOU ; Gang TENG ; Nianzhi ZHANG ; Yuanyuan WANG ; Qianqian ZHANG ; He HUANG ; Ling LIU ; Mei DONG ; Juan JI
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(6):143-151
ObjectiveTo construct a risk prediction model for frequent acute exacerbations of chronic obstructive pulmonary disease (COPD) under disease-syndrome combination, thus providing decision support for precise clinical intervention. MethodsA total of 2 029 patients with acute exacerbations of COPD admitted to the First Affiliated Hospital of Anhui University of Chinese Medicine from January 2020 to August 2024 were retrospectively included. These patients were classified into groups of frequent acute exacerbations (≥2 times/year) and infrequent acute exacerbations (<2 times/year) according to the hospitalization times per year. Risk factors were screened by LASSO regression combined with logistic regression, and a nomogram model was constructed. The model performance was assessed based on the area under the curve (AUC), calibration curves, and decision curve analysis (DCA). ResultsThe differences in baseline characteristics between the frequent acute exacerbations group (1 196 cases) and infrequent acute exacerbations group (833 cases) were not statistically significant. LASSO regression combined with multivariate logistic regression screened the following independent risk factors: body mass index (BMI), hospitalization days, number of smoking years, place of residence, use of noninvasive ventilators, oxygen-demanding therapy, liver cirrhosis, use of systemic glucocorticosteroids, and traditional Chinese medicine syndrome (phlegm and stasis obstructing the lung). The nomogram model showed good discrimination and calibration in both the training set (AUC=0.748) and validation set (AUC=0.774). ConclusionThe risk prediction model for frequent acute exacerbations of COPD, integrating traditional Chinese medicine syndrome, constructed in this study has high accuracy. It can provide a scientific basis for early clinical identification of high-risk patients and individualized intervention.
5.Carthamus tinctorius L.-derived nanovesicles alleviate cardiomyocyte hypertrophy by inhibiting the NF-κB signaling pathway
Guojun ZHANG ; Zhongpeng DU ; Lu WANG ; Junyu CHEN ; Huanjun RUAN ; Ye LUO ; Weili DUAN ; Shiyu CHEN ; Teng LI ; Xiao KE
Acta Universitatis Medicinalis Anhui 2026;61(8):1416-1423
ObjectiveTo investigate whether Carthamus tinctorius L.-derived nanovesicles (CDNVs) can alleviate angiotensin Ⅱ (ANGⅡ)-induced cardiomyocyte (H9C2) hypertrophy by inhibiting the NF-κB signaling pathway and to elucidate the underlying molecular mechanisms. MethodsCDNVs were isolated and purified by ultracentrifugation combined with sucrose density gradient centrifugation, and their morphology and particle size distribution were identified by transmission electron microscopy and nanoparticle tracking analysis. Rat H9C2 cardiomyocytes were cultured in vitro and randomly divided into the normal control group (NC), ANGⅡ (1.0 μmol/L) group, ANGⅡ+CDNVs group, and ANGⅡ+CDNVs+NF-κB activator 1 group. After 24 h of intervention, cell viability was detected by the CCK-8 assay, the expression of myocardial hypertrophy-related genes (ANP, BNP) was determined by qPCR, the relative cell area was measured by phalloidin staining, the expression of hypertrophy marker proteins and NF-κB pathway proteins (P-p65/p65, P-IκBα/IκBα) was examined by Western blot, and nuclear translocation of p65 was observed by immunofluorescence. Subsequently, NF-κB signaling pathway agonist activator 1 was added, and the expression of myocardial hypertrophy marker proteins and NF-κB pathway proteins was detected. ResultsCDNVs exhibited a typical round-like vesicle structure with an average particle size of 140.4 nm, which was consistent with the morphological characteristics of exosomes. ANGⅡ at concentrations of 0.1-1.0 μmol/L had no significant effect on cardiomyocyte viability. Compared with the NC group, ANGⅡ significantly upregulated the gene expression of ANP and BNP, increased the relative surface area of cardiomyocytes, elevated the levels of myocardial hypertrophy marker proteins and NF‑κB pathway proteins, and promoted the nuclear translocation of p65 (P<0.05). Following treatment with CDNVs, all the above indicators were markedly reduced in comparison with the ANGⅡ group (all P<0.05). However, all these experimental results were reversed after the addition of an NF‑κB agonist. ConclusionCDNVs alleviate ANGⅡ-induced H9C2 cell hypertrophy by inhibiting the NF-κB signaling pathway.
6.Efficacy of stereotactic body radiotherapy combined with sintilimab and bevacizumab in treatment of unresectable hepatocellular carcinoma
Teng ZHANG ; Quan WANG ; Wengang LI ; Xuezhang DUAN
Journal of Clinical Hepatology 2025;41(1):69-74
ObjectiveTo investigate the efficacy and safety of stereotactic body radiotherapy (SBRT) combined with sintilimab and bevacizumab in the treatment of patients with unresectable hepatocellular carcinoma (uHCC) and related prognostic factors. MethodsA total of 42 patients with uHCC who underwent SBRT combined with sintilimab and bevacizumab in Department of Radiation Oncology, The Fifth Medical Centre of PLA General Hospital, from March to December 2022 were enrolled. The prescribed dose of planning target volume was 36 — 50 Gy in 5 — 6 fractions for continuous irradiation, followed by the regimen of sintilimab and bevacizumab. Each course of treatment was 3 weeks until the presence of tumor progression or serious adverse events. The Kaplan-Meier method was used to calculate overall survival (OS) rate and progression-free survival (PFS) rate, and the log-rank test was used for comparison between groups; the Cox proportional hazards model was used to investigate the influencing factors for prognosis. ResultsThe median follow-up time was 21.6 months, with an objective response rate of 69%, a disease control rate of 85.7%, a median PFS of 10.0 months (95% confidence interval [CI]: 6.7 — 13.0), and a median OS of 23.3 months (95%CI: 14.7 — 31.8). Most adverse events were grade 1 — 2 events, and there were no fatal adverse events. At 6 — 8 weeks after treatment, the AFP response group had a significantly better OS than the non-AFP response group (not reached vs 11.8 months, P=0.007). The multivariate analysis showed that AFP response was associated with the good prognosis of patients (hazard ratio=0.31, 95%CI: 0.13 — 0.75, P=0.009). ConclusionFor patients with uHCC, SBRT combined with sintilimab and bevacizumab can improve survival with a manageable safety profile, and a >50% reduction in AFP at 6 — 8 weeks after treatment can be used as a potential prognostic indicator.
7.Effects of mircoRNA-874-3p on biological behavior of lung adenocarcinoma cells through targeted regulation of plakophilin 3 and its mechanism
Fan CHEN ; Zhao-Hu TENG ; Tao FANG ; Jun-Xu REN ; Jing ZHANG ; Xue LI ; Yi-Xuan WANG ; Xu LIN ; Jing-Fang WU
Acta Anatomica Sinica 2025;56(2):188-201
Objective The study aims to investigate the impact of microRNA-874-3p(miR-874-3p)regulation of plakophilin 3(PKP3)on the malignant biological behavior of lung adenocarcinoma cells and its underlying mechanism.Methods Immunohistochemistry and immunocytochemistry were used to detect the expression of PKP3 in lung adenocarcinoma tissue microarray and lung adenocarcinoma cell line A549 cells respectively,and the relationship between PKP3 and clinicopathological features of lung adenocarcinoma patients was analyzed.Select lung adenocarcinoma cell line A549,the experiment was divided into A549 cell group(blank control group),miR-NC group(transfected with miR-NC)and miR-mimics group(transfected with miR-874-3p mimics),sh-NC group(control group transfected with PKP3 silencing plasmid),sh-PKP3 group(transfected with PKP3 silencing plasmid),miR+pcDNA-PKP3 group(transfected with miR-874-3P mimics+pcDNA-PKP3,rescue group)and miR+pcDNA-NC group(transfected with miR-874-3p mimics+pcDNA-NC).The proliferation,invasion,migration and apoptosis of cells in each group were detected.ENCORI database was used to predict the upstream gene of PKP3,and dual luciferase assay was used to detect the targeting relationship between miR-874-3p and PKP3.MAPK/mTOR pathway-related proteins were detected by Western blotting.Results The expression of PKP3 in lung adenocarcinoma tissue was significantly higher than that in adjacent tissues.The high expression of PKP3 was related to clinical stage,tumor size,and lymph node metastasis(P<0.05).Compared with the human normal lung epithelial cells(BEAS-2B),the expression of PKP3 in A549 cells increased significantly,and the expression of miR-874-3p decreased(P<0.05).Overexpression of miR-874-3p decreased the PKP3 expression level(P<0.05).Compared with the control group,both overexpression of miR-874-3p and silenced PKP3 inhibited the cloning and invasion ability of A549 cells,caused cell cycle arrest,and decreased the expression levels of cyclin dependent kinase 4(CDK4),cyclin D1,cyclin E1 proteins in A549 cells(P<0.05).The expressions of Bax protein and Caspase-3 protein were up-regulated(P<0.05),and apoptosis increased.Overexpression of PKP3 could reverse the biological behavior of overexpression of miR-874-3p.Overexpression of miR-874-3p and silencing of PKP3 significantly decreased the expressions of P38 MAPK and mTOR phosphorylated proteins.Conclusion MiR-874-3p can negatively regulate PKP3 expression and inhibit the malignant biological behavior of A549 cells through MAPK/mTOR pathway.
8.Therapeutic effect of remimazolam on cerebral ischemia-reperfusion injury rats by regulating the AMP-activated protein kinase/NOD-like receptor protein 3 signaling pathway
Teng FAN ; Xiao-Fang LI ; Dan SHEN ; Hong-Wei ZHANG ; Xiu-Qin YUE
Acta Anatomica Sinica 2025;56(4):431-437
Objective To investigate the effects of remimazolam(REM)on cerebral ischemia-reperfusion injury(CIRI)rats and the AMP-activated protein kinase(AMPK)/NOD-like receptor protein 3(NLRP3)signaling pathway.Methods One hundred rats were selected to construct the CIRI rat model(Mod)and stochastically separated into a Mod group,low,medium,and high dose remifentanil groups(REM-L,REM-M,REM-H),and high dose remifentanil+pathway inhibitor Compound C group(REM-H+Compound C),with 20 rats in each group.Another 20 healthy rats were included as the control(Ctrl)group.All rats were subjected to neurobehavioral scoring.The water content,infarct area,and oxidative stress indicators of brain tissue were detected.The morphology and apoptosis of brain tissue were observed by HE and TUNEL staining.Western blotting was applied to detect protein expression related to the AMPK/NLRP3 signaling pathway.Results Compared with the Mod group,with the increase of REM dose,the movement disorders in rats were alleviated,the overall structure of brain tissue gradually recovered,pathological damage was reduced,the area of cerebral infarction,brain water content,and apoptosis rate of brain tissue cells decreased,reactive oxygen species(ROS)level,malondialdehyde(MDA)content,and NLRP3 and Caspase-1 protein expression levels decreased,superoxide dismutase the(SOD)content and AMPK protein expression level increased(P<0.05).Compared with the REM-H group,the REM-H+Compound C group showed aggravated motor disorders,and more severe pathological damage to brain tissue,the area of cerebral infarction,cerebral water content and apoptosis rate of brain tissue cells increased,the ROS level,MDA content and the protein expression of NLRP3 and Caspase-1 increased,while the content of SOD and the protein expression decreased(P<0.05).Conclusion Remimazolam can enhance the antioxidant function of the body,reduce brain cell apoptosis,alleviate brain tissue injury,and thus have a certain protective effect on ischemia-reperfusion brain injury in rats,the mechanism of which may be related to the activation of the AMPK/NLRP3 signaling pathway.
9.Correlations of peripheral blood inflammatory and immune-related indicators with clinicopathological features and prognosis in breast cancer patients
Lihui SHI ; Teng ZHANG ; Qiu LIANG ; Lijuan MEI
Journal of Clinical Medicine in Practice 2025;29(6):75-79
Objective To investigate correlations of peripheral blood inflammatory and immune-related indices with clinicopathological features and prognosis in breast cancer patients.Methods A total of 144 breast cancer patients admitted to the Breast Surgery Department of Maternity and Child Healthcare Hospital of Tongzhou District of Beijing were included in cancer group,44 patients with a-typical breast hyperplasia were included in precancerous lesion group,and 131 patients with breast hyperplasia were included in breast hyperplasia group.The neutrophil-to-lymphocyte ratio(NLR),platelet-to-lymphocyte ratio(PLR),and lymphocyte-to-monocyte ratio(LMR)were compared among the three groups.A three-year follow-up was conducted for prognosis assessment.Based on different NLR,PLR,and LMR levels,the cancer group was divided into low NLR group(<2.12,67 pa-tients),high NLR group(≥2.12,77 patients),low PLR group(<133.21,65 patients),high PLR group(≥ 133.21,79 patients),low LMR group(<5.05,80 patients),and high LMR group(≥5.05,64 patients).The correlations of NLR,PLR,and LMR with clinicopathological features and prognosis in breast cancer patients were analyzed.Results NLR in the cancer group was higher than that in the precancerous lesion group and breast hyperplasia group,the PLR was higher than that in the breast hyperplasia group,and the LMR was lower than that in the breast hyperplasia group(P<0.05).NLR and PLR in the precancerous lesion group were higher and LMR was lower than those in the breast hyperplasia group(P<0.05).PLR between patients with different menopa-usal statuses and Ki-67 levels showed statistically significant differences(P<0.05).LMR between patients with different menopausal status also showed a statistically significant difference(P<0.05).After a three-year follow-up,5 patients in the cancer group had a poor prognosis and 139 had a good prognosis.Poor prognosis rates between the low NLR and high NLR groups,low PLR and high PLR groups,and low LMR and high LMR groups showed statistically significant differences(P<0.05).Logistic regression analysis results indicated that increased NLR and PLR were risk factors for poor prognosis in cancer patients,while increased LMR was a protective factor.Conclu-sion Peripheral blood inflammatory and immune-related indicators in breast cancer patients exhibit abnormal changes.Increased NLR and PLR are risk factors for poor prognosis,while increased LMR is a protective factor.
10.Visual analysis in field of sequential weaning of mechanical ventilation based on CiteSpace software
Teng ZHANG ; Yonggang DING ; Xueqi LI ; Chenming DONG
Journal of Clinical Medicine in Practice 2025;29(10):26-30
Objective To analyze the current research status,hotspots,and trends in the field of mechanical ventilation weaning.Methods Literatures in the field of mechanical ventilation wea-ning were retrieved from the Web of Science Core Collection,PubMed,China National Knowledge In-frastructure(CNKI),and Wanfang Data Knowledge Platform from January 1,2010 to November 27,2024.CiteSpace software was used to analyze the research status and future trends.Results A total of 705 English and 494 Chinese eligible articles were included in this study.The author with the most publications was Laurent Brochard(14 articles).Research hotspots focused on mechanical ventila-tion,weaning,non-invasive ventilation,respiratory failure,etc.New research hotspots have shifted towards mechanical ventilation weaning failure,weaning complications,and prolonged weaning.Con-clusion Further research is needed on weaning failure,complications,and prolonged weaning,par-ticularly in the direction of invasive-high-flow oxygen therapy sequential therapy,which will help opti-mize clinical treatment plans and reduce patients' suffering and economic burdens.

Result Analysis
Print
Save
E-mail