1.Construction and validation of machine learning predictive models for the risk of metabolic associated fatty liver disease
Linjie QIU ; Haiyan REN ; Yan REN ; Meijie LI ; Chacha ZOU ; Zijing WU ; Jin ZHANG
Journal of Clinical Hepatology 2026;42(4):848-855
ObjectiveTo investigate the value of predictive models established based on machine learning methods in predicting the risk of metabolic associated fatty liver disease (MAFLD), and to analyze its key risk factors. MethodsA retrospective analysis was performed for the 50 variables of 2 168 healthy individuals who underwent physical examination in Department of Health Assessment, Xiyuan Hospital, China Academy of Chinese Medical Sciences, from January 2021 to December 2024, including body composition, past history, and laboratory tests, and according to whether they were diagnosed with MAFLD or not, they were divided into MAFLD group with 265 individuals and non-MAFLD group with 1 903 individuals. The Mann-Whitney U test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Randomly split the research data into a training set and a validation set in a 70% to 30% ratio. Predictive factors were screened from the training set data using univariate analysis, LASSO regression, and multivariate Logistic regression analysis. Predictive models were then constructed using seven machine learning methods: Logistic regression, decision tree, random forest (RF), eXtreme gradient boosting, light gradient boosting machine, support vector machine, and artificial neural network. Model performance was evaluated by plotting receiver operating characteristic curve for the validation set and calculating the area under the curve (AUC), sensitivity, specificity, and Youden index for each model. Furthermore, the SHapley Additive exPlanation (SHAP) method was used to analyze the contribution of variables in the optimal model. ResultsThe prevalence rate of MAFLD among the 2 168 subjects was 12.22% (265/2 168). Smoking, diastolic blood pressure, phase angle, visceral fat area, muscle fat ratio, waist-to-hip ratio, aspartate aminotransferase, non-HDL-C/HDL-C ratio, triglyceride-glucose index, and gallstones were independent risk factors for MAFLD (all P<0.05). The seven predictive models of support vector machine, eXtreme gradient boosting, decision tree, light gradient boosting machine, artificial neural network, RF, and Logistic regression had an AUC of 0.738, 0.754, 0.757, 0.786, 0.795, 0.796, and 0.815, respectively, in the validation set, among which the RF model had the best discriminatory ability (AUC=0.796, 95% confidence interval: 0.754 — 0.839), with a sensitivity of 81.01%, a specificity of 63.16%, and a Youden index of 44.17%. The SHAP analysis showed that visceral fat area, waist-to-hip ratio, and diastolic blood pressure were the top three predictive factors in terms of importance. ConclusionThe RF model, constructed based on body composition and clinical indicators, has a good performance in predicting the risk of MAFLD, and its interpretability can help to identify high-risk individuals in the early stage in clinical practice.
2.Traditional Chinese Medicine Regulates NF-κB Signaling Pathway for Treatment of Obesity: A Review
Zijing WU ; Jixin LI ; Linjie QIU ; Yan REN ; Chacha ZOU ; Meijie LI ; Wenjie LI ; Jin ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(5):310-318
Obesity is a chronic low-grade inflammation and a risk factor for diseases such as diabetes, hypertension, dyslipidemia, and malignant tumors, demonstrating an increasingly grim development situation. The nuclear factor-kappa B (NF-κB) signaling pathway is a key signaling pathway involved in the immune response and inflammatory response. In obese individuals, the expression of NF-κB is overactivated, which leads to abnormal inflammatory responses in the body. Therefore, it is expected to alleviate inflammation and treat obesity by regulating the NF-κB signaling pathway, which has been proven effective by a large number of studies. The available studies on the NF-κB signaling pathway mostly focus on tumors, and there is no systematic review of the mechanism of this pathway in mediating obesity and the traditional Chinese medicine (TCM) treatment. We reviewed the research progress in the pathological and physiological processes of obesity mediated by NF-κB signaling pathway and TCM treatment, aiming to give insights into the clinical treatment of obesity with TCM and provide reference targets and research directions for exploring the biological foundations and the development of new TCM preparations.
3.Comparison of the value of a body shape index and body roundness index in predicting non-alcoholic fatty liver disease among non-obese population
WU Zijing ; LI Jixin ; QIU Linjie ; REN Yan ; LI Meijie ; ZOU Chacha ; ZHANG Jin
Journal of Preventive Medicine 2025;37(12):1222-1227
Objective:
To compare the value of a body shape index (ABSI) and body roundness index (BRI) in predicting non-alcoholic fatty liver disease (NAFLD) among non-obese population, so as to provide a reference for the early identification of populations at high risk of NAFLD.
Methods:
Adults with a body mass index (BMI) of less than 28 kg/m2 who underwent health check-ups in Xiyuan Hospital of China Academy of Chinese Medical Sciences from 2022 to 2024 were selected as the study subjects. Demographic information, disease history, height, weight, waist circumference, blood pressure, and blood lipid indicators were collected, and ABSI and BRI were calculated. NAFLD was diagnosed using abdominal ultrasound. A multivariable logistic regression model was employed to analyze the relationships between ABSI, BRI and NAFLD among non-obese population. A generalized additive model combined with the penalized spline method was used to fit smooth curves to identify nonlinear relationships, and threshold effects were utilized to determine inflection points. The values of ABSI and BRI in predicting NAFLD among non-obese population were used the receiver operating characteristic (ROC) curve.
Results:
A total of 1 195 individuals were surveyed, including 345 males (28.87%) and 850 females (71.13%). A total of 348 cases of NAFLD were detected among the non-obese population, with a detection rate of 29.12%. The adjusted ABSI (sABSI) in the NAFLD group and non-NAFLD group were 7.95±0.33 and 8.08±0.34, while the BRI were 3.35±0.79 and 4.15±0.64, respectively, with statistically significant differences between the two groups (both P<0.05). Multivariable logistic regression analysis showed that, after adjusting for demographic information, disease history, blood pressure, and blood lipid indicators, both sABSI (OR=1.932, 95%CI: 1.184-3.158) and BRI (OR=1.594, 95%CI: 1.071-2.360) were significantly associated with NAFLD among non-obese population. Nonlinear positive correlations were observed between sABSI, BRI, and NAFLD among non-obese population. When sABSI≤8.46 and BRI≥2.72, both indices were positively associated with NAFLD. The area under the ROC curve for ABSI and BRI in predicting NAFLD risk among non-obese population were 0.619 and 0.782, respectively, with optimal cut-off values of 0.082 and 3.656, respectively.
Conclusions
ABSI and BRI show a non-linear relationship with NAFLD among non-obese population. BRI demonstrates relatively better performance in predicting NAFLD risk among this population and can serve as an auxiliary indicator for the early identification of NAFLD among non-obese population.
4.A qualitative study on digital-intelligent equipment empowering"generalized"development of traditional Chinese medicine inspection
Chen ZHAO ; Aomeng ZHANG ; Zehui YE ; Jiaying LUO ; Qiang SHI ; Ying YU ; Xiaoyu ZHANG ; Yin JIANG ; Zhicong ZENG ; Fengxia LIN ; Yinghui JIN ; Xue XU ; Xiaowei ZHANG ; Liangzhen YOU ; Yipin FAN ; Dameng YU ; Shaoyang MEN ; Jian DU ; Rui XU ; Ruijin QIU ; Yingjie ZHI ; Zhineng CHEN ; Xuan ZHANG ; Hongcai SHANG
Journal of Beijing University of Traditional Chinese Medicine 2025;48(8):1052-1061
Objective This study investigated feasible cases and their significance in promoting the"generalized"development of inspection through digital-intelligent equipment.Methods A qualitative research approach was used,involving interviews conducted between February 2025 and March 2025 with experts in traditional Chinese medicine diagnostics,clinical research methodology,medical engineering integration,and related disciplines,using both online and offline methods.In accordance with the Consolidated Criteria for Reporting Qualitative Research,feasible cases involving the specific application of digital equipment in various parts of observation were collected through item enrichment.The significance of extending observation capabilities via these cases was analyzed,along with the overall implications of integrating digital technologies with traditional inspection method.Results Interviews were completed with 11 experts from domestic universities and research institutes in the fields of traditional Chinese medicine diagnosis,medical engineering integration,and related disciplines.A total of 78 feasible cases of digital-intelligent inspection were identified,along with 69 insights regarding the significance of enhancing the inspection capabilities.These insights were synthesized into two dimensions and 23 holistic meanings.The first dimension is to expand the scope of inspection,including obtaining internal environmental characteristics,observing external environmental characteristics,expanding thermodynamic characteristic data,and crossing time and space.The second dimension is to improve the quality of observation and diagnosis information collection and analysis,including 19 specific meanings,such as standardized collection environment,objective quantification,and refined observation.Conclusion Digital-intelligent equipment plays a significant role in expanding the scope of inspection content and achieving high-quality acquisition and analysis of extensive inspection information.These advancements extend and enrich the capabilities of traditional inspection method in traditional Chinese medicine.
5.Long-chain acylcoenzyme A synthase 4 regulates effects of fatty acid synthase on malignant biological behavior of esophageal cancer cells and resistance of gefitinib
Qian-hua ZHOU ; Lei JIANG ; Zhang-gui WANG ; Chao RUI ; Yi-min SHI ; Yan-xin FANG ; Qiu-shui JIN
Chinese Pharmacological Bulletin 2025;41(6):1108-1115
Aim To investigate the effect of ACSL4 on the malignant biological behavior of esophageal cancer cells and gefitinib resistance by regulating FASN,and to explore the related mechanism.Methods Thirty-five fresh esophageal cancer tissues and adjacent nor-mal tissues,and 30 esophageal cancer tissues with ge-fitinib resistance were collected.The expressions of ACSL4 and FASN were detected by qRT-PCR and im-munohistochemistry.The expression levels of ACSL4 and FASN in human normal esophageal cells HET-1 A,esophageal cancer cell lines ECA109,EC9706,TE-1 and TE-1/GR were detected by qRT-PCR.Cells in each group were constructed by liposome transfection technique,and the drug resistance and proliferation a-bility of cells were detected by cloning and CCK-8 as-say,cell apoptosis was detected by flow cytometry,cell invasion ability was detected by Transwell,and EMT pathway protein expression was detected by Western blot.Results Compared with adjacent normal tis-sues,the expression of ACSL4 and FASN genes in cancer tissues increased,and there was a positive corre-lation.The expression of ACSL4 significantly increased in ECA109,EC9706 and TE-1 cells compared with HET-1 A cells.With the increase of gefitinib concen-tration,the expression of ACSL4 in TE-1 cells gradually increased,and the expression of ACSL4 in TE-1/GR cells was higher than that of TE-1.Compared with the control group and the si-NC group,the cell proliferation and invasion ability of si-ACSL4 group decreased,the number of apoptosis increased,the expression of E-Cadherin increased,and the expression of N-Cadherin,Vimentin and β-catenin decreased.The response ex-periment showed that compared with the si-ACSL4 group and the si-ACSL4+oe-NC group,the cells in the si-ACSL4+oe-FASN group increased drug resistance,increased proliferation and invasion ability,decreased apoptosis number and decreased expression of E-Cad-herin.The expressions of N-Cadherin,Vimentin and β-catenin increased.Conclusions By down-regulating the expression of FASN,ACSL4 reverses the resistance of esophageal cancer TE-1/GR cells to gefitinib and in-hibits the proliferation,invasion and accelerates apopto-sis of TE-1/GR cells,which may be related to the regu-lation of EMT signaling pathway.
6.Study on in vitro cytotoxicity of novel iron-based biodegradable biomaterials
Xiao-xiao GAI ; Yi-xin ZHU ; Xiao-xia SUN ; Qiu-jin QU ; Gui ZHANG ; Cheng-hu LIU
Chinese Medical Equipment Journal 2025;46(3):35-41
Objective To propose an in vitro cytotoxicity evaluation method for novel iron-based biodegradable mateirals focusing on their degrading characteristics.Methods Half-finished scaffolds of nitrided iron tubes with a higher iron content of over 99%and a nitrogen content of 0.03%to 0.20%were selected as test samples,and based on the treatment mode were divided into an anaerobic treatment group,a non-anaerobic treatment group,a non-anaerobic treatment with removed iron particle group and a non-anaerobic treatment with plate-washing group.The anaerobic treatment group was processed in an anaerobic workstation;the conventional treatment group underwent standard handling in a biosafety cabinet;the conventional treatment with removed iron particle group was subjected to iron particle elimination using a Midimacs Starting Kit manual sorter after conventional treatment;and the conventional treatment with plate-washing group was rinsed with 0.9%sodium chloride injection before tetrazolium salt reagent treatment.Different extraction media(simulated body fluid,cell culture medium,phosphate buffer and 0.9%sodium chloride injection)were used for the immersion treatment of the test samples in each group to compare the effects of the degradation products on the survival rate of L929 cells.Results The anaerobic treatment group and the conventional treatment with removed iron particle group exhibited no detectable cytotoxicity.Trypan blue staining revealed significant cytotoxicity in the conventional treatment group,while false-negative results emerged due to interactions between the tetrazolium salt reagent and degradation products.In the non-anaerobic treatment with washing plate group,the false negative from iron particles was eliminated while potential cytotoxicity was showen,and the result accuracy was affected because some cells were washed out.Conclusion The proposed method can be used for the in vitro cytotoxicity evaluation,and facilitates the safety evaluation of the application of such materials.[Chinese Medical Equipment Journal,2025,46(3):35-41]
7.Application of intelligent oxygen management system in neonatal intensive care units: a scoping review.
Huan HE ; Qiu-Yi SUN ; Ying TANG ; Jin-Li DAI ; Han-Xin ZHANG ; Hua-Yun HE
Chinese Journal of Contemporary Pediatrics 2025;27(6):753-758
The intelligent oxygen management system is a software designed with various algorithms to automatically titrate inhaled oxygen concentration according to specific patterns. This system can be integrated into various ventilator devices and used during assisted ventilation processes, aiming to maintain the patient's blood oxygen saturation within a target range. This paper employs a scoping review methodology, focusing on research related to intelligent oxygen management systems in neonatal intensive care units. It reviews the fundamental principles, application platforms, and clinical outcomes of these systems, providing a theoretical basis for clinical implementation.
Humans
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Intensive Care Units, Neonatal
;
Infant, Newborn
;
Oxygen/administration & dosage*
;
Oxygen Inhalation Therapy/methods*
;
Respiration, Artificial
8.Shenmai Injection Reduces Cardiomyocyte Apoptosis Induced by Doxorubicin through miR-30a/Bcl-2.
Xiao-Nan ZHANG ; Yan-Yang LI ; Shi-Chao LYU ; Qiu-Jin JIA ; Jun-Ping ZHANG ; Long-Tao LIU
Chinese journal of integrative medicine 2025;31(3):240-250
OBJECTIVE:
To explore the molecular mechanism of Shenmai Injection (SMI) against doxorubicin (DOX) induced cardiomyocyte apoptosis.
METHODS:
A total of 40 specific pathogen-free (SPF) male Sprague Dawley (SD) male rats were divided into 5 groups based on the random number table, including the control group, the model group, miR-30a agomir group, SMI low-dose (SMI-L) group, and SMI high-dose (SMI-H) group, with 8 rats in each group. Except for the control group, the rats were injected weekly with DOX (2 mg/kg) in the tail vein for 4 weeks to induce myocardial injury, and were given different regimens of continuous intervention for 2 weeks. Cardiac function was detected by echocardiography and myocardial pathological changes were observed by Van Gieson (VG) staining. Myocardial injury serum markers, including creatine kinase (CK), lactate dehydrogenase (LDH), troponin T (cTnT), N-terminal pro-brain natriuretic peptide (NT-proBNP), soluble ST2 (sST2), and growth differentiation factor-15 (GDF-15) were detected by enzyme linked immunosorbent assay (ELISA). Cardiomyocyte apoptosis was observed by terminal deoxynucleotidyl transferase-mediated biotinylated dUTP triphosphate nick end labeling (TUNEL) and transmission electron microscopy, and the expressions of target proteins and mRNA were detected by Western blot and quantitative real time polymerase chain reaction (qRT-RCR), respectively.
RESULTS:
The treatment with different doses of SMI reduced rat heart mass index and left ventricular mass index (P<0.05), significantly improved the left ventricular ejection fraction (P<0.05), decreased the levels of serum CK, LDH, cTnT, and NT-proBNP (P<0.05 or P<0.01), reduced the levels of serum sST2 and GDF-15 (P<0.05 or P<0.01), decreased the collagen volume fraction, reduced the expressions of rat myocardial type I and type III collagen (P<0.05 or P<0.01), and effectively alleviated myocardial fibrosis. And the study found that SMI promoted the expression levels of miR-30a and Bcl-2 in myocardium, and down-regulated the expression of Bax, which inhibited the activation of Caspase-3 and Caspase-9 (P<0.05 or P<0.01), and improved myocardial cell apoptosis.
CONCLUSIONS
SMI can alleviate myocardial injury and apoptosis caused by DOX, and its mechanism possibly by promoting the targeted expression of myocardial Bcl-2 protein through miR-30a.
Animals
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Myocytes, Cardiac/metabolism*
;
Apoptosis/drug effects*
;
MicroRNAs/genetics*
;
Rats, Sprague-Dawley
;
Male
;
Drugs, Chinese Herbal/administration & dosage*
;
Doxorubicin/pharmacology*
;
Proto-Oncogene Proteins c-bcl-2/genetics*
;
Drug Combinations
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Injections
;
Rats
10.Safety of teriflunomide in Chinese adult patients with relapsing multiple sclerosis: A phase IV, 24-week multicenter study.
Chao QUAN ; Hongyu ZHOU ; Huan YANG ; Zheng JIAO ; Meini ZHANG ; Baorong ZHANG ; Guojun TAN ; Bitao BU ; Tao JIN ; Chunyang LI ; Qun XUE ; Huiqing DONG ; Fudong SHI ; Xinyue QIN ; Xinghu ZHANG ; Feng GAO ; Hua ZHANG ; Jiawei WANG ; Xueqiang HU ; Yueting CHEN ; Jue LIU ; Wei QIU
Chinese Medical Journal 2025;138(4):452-458
BACKGROUND:
Disease-modifying therapies have been approved for the treatment of relapsing multiple sclerosis (RMS). The present study aims to examine the safety of teriflunomide in Chinese patients with RMS.
METHODS:
This non-randomized, multi-center, 24-week, prospective study enrolled RMS patients with variant (c.421C>A) or wild type ABCG2 who received once-daily oral teriflunomide 14 mg. The primary endpoint was the relationship between ABCG2 polymorphisms and teriflunomide exposure over 24 weeks. Safety was assessed over the 24-week treatment with teriflunomide.
RESULTS:
Eighty-two patients were assigned to variant ( n = 42) and wild type groups ( n = 40), respectively. Geometric mean and geometric standard deviation (SD) of pre-dose concentration (variant, 54.9 [38.0] μg/mL; wild type, 49.1 [32.0] μg/mL) and area under plasma concentration-time curve over a dosing interval (AUC tau ) (variant, 1731.3 [769.0] μg∙h/mL; wild type, 1564.5 [1053.0] μg∙h/mL) values at steady state were approximately similar between the two groups. Safety profile was similar and well tolerated across variant and wild type groups in terms of rates of treatment emergent adverse events (TEAE), treatment-related TEAE, grade ≥3 TEAE, and serious adverse events (AEs). No new specific safety concerns or deaths were reported in the study.
CONCLUSION:
ABCG2 polymorphisms did not affect the steady-state exposure of teriflunomide, suggesting a similar efficacy and safety profile between variant and wild type RMS patients.
REGISTRATION
NCT04410965, https://clinicaltrials.gov .
Humans
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Crotonates/adverse effects*
;
Toluidines/adverse effects*
;
Nitriles
;
Hydroxybutyrates
;
Female
;
Male
;
Adult
;
ATP Binding Cassette Transporter, Subfamily G, Member 2/genetics*
;
Middle Aged
;
Multiple Sclerosis, Relapsing-Remitting/genetics*
;
Prospective Studies
;
Young Adult
;
Neoplasm Proteins/genetics*
;
East Asian People


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