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.Mechanisms of Bushen Tongluo Jiangzhuo Prescription in Improving Renal Fibrosis in Rats with Chronic Kidney Disease Based on PI3K/Akt/mTOR Signaling Pathway
Xincui BAO ; Baosheng ZHAO ; Lingling QIN ; Haiyan WANG ; Jing YANG ; You WANG ; Lijia WU ; Yujin LI ; Ming GAO ; Cuiyan LYU ; Tonghua LIU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(6):100-108
ObjectiveTo investigate the mechanisms by which Bushen Tongluo Jiangzhuo prescription improves renal fibrosis in rats with chronic kidney disease (CKD) through the phosphatidylinositol 3-kinase (PI3K)/protein kinase B (Akt)/mammalian target of rapamycin (mTOR) signaling pathway. MethodsSeventy specific pathogen-free (SPF) Sprague-Dawley (SD) rats were randomly divided into a control group (n=15) and a modeling group (n=55). Rats in the modeling group were administered a 2.5% adenine suspension at a dose of 200 mg·kg-1·d-1 by gavage for 4 weeks to establish a CKD model. Successfully modeled rats were randomly divided into a model group, an irbesartan group (20.25 mg·kg-1·d-1), and Bushen Tongluo Jiangzhuo prescription low-, medium-, and high-dose groups (5.82, 11.64, and 23.28 g·kg-1·d-1, respectively), with 10 rats in each group. Each group was administered an equal volume of physiological saline, the corresponding concentration of irbesartan, or Bushen Tongluo Jiangzhuo prescription by gavage for 12 weeks. Body weight and renal function indices were dynamically monitored. Serum creatinine (SCr), blood urea nitrogen (BUN), urine albumin-to-creatinine ratio (ACR), 24-hour urinary total protein (24 hUTP), aspartate aminotransferase (AST), alanine aminotransferase (ALT), interleukin-1β (IL-1β), interleukin-6 (IL-6), and tumor necrosis factor-α (TNF-α) levels were measured using an automatic biochemical analyzer. Renal histopathological changes were observed by hematoxylin-eosin (HE) and Masson staining. Immunohistochemistry (IHC) was used to detect the expression of PI3K, Akt, phosphorylated Akt (p-Akt), and mTOR in renal tissues. Western blot was performed to assess the protein expression of PI3K, p-Akt, Akt, phosphorylated mTOR (p-mTOR), and mTOR in renal tissues. Real-time quantitative polymerase chain reaction (Real-time PCR) was used to determine the mRNA expression levels of PI3K, Akt, and mTOR in renal tissues. ResultsCompared with the model group, rats in the irbesartan group and the low-, medium-, and high-dose Bushen Tongluo Jiangzhuo prescription groups showed significantly decreased levels of SCr, BUN, ACR, 24 hUTP, IL-1β, IL-6, and TNF-α (P<0.01). AST levels were significantly increased (P<0.01), while no significant difference was observed in ALT levels. Histopathological examination revealed that, compared with the model group, renal tubular epithelial cell edema and necrosis and Bowman's capsule dilation were alleviated, inflammatory cell infiltration was reduced, and interstitial and glomerular fibrosis was markedly improved in all treatment groups, with the most pronounced effect observed in the high-dose Bushen Tongluo Jiangzhuo prescription group. Real-time PCR results showed that mRNA expression levels of PI3K, Akt, and mTOR were significantly downregulated in the high-dose group (P<0.01). IHC results demonstrated that PI3K and p-Akt expression levels in renal tissues were significantly decreased in the high-dose group (P<0.01). Western blot analysis further confirmed that the expression levels of PI3K, p-Akt/Akt, and p-mTOR/mTOR were significantly reduced in the high-dose group (P<0.01). ConclusionBushen Tongluo Jiangzhuo prescription improves renal function indices in CKD rats, reduces collagen deposition in renal tissues, and decreases serum inflammatory factor levels. Its protective effect on renal function may be achieved by activating autophagy through downregulation of the PI3K/Akt/mTOR signaling pathway, thereby alleviating renal fibrosis.
3.Correlation of intrinsic capacity of the elderly with sarcopenia and frailty
Journal of Public Health and Preventive Medicine 2026;37(1):134-137
Objective To investigate the status of intrinsic capacity (IC) in elderly inpatients and explore its correlation with sarcopenia and frailty. Methods A total of 320 elderly inpatients hospitalized from October 2021 to October 2024 were enrolled in this study. IC, frailty status, risk of sarcopenia, and basic activities of daily living were evaluated using the IC Comprehensive Assessment Tool, the Frailty Syndrome Rapid Screening Scale, the five-item Sarcopenia Index, and the Barthel index. The correlation between IC and sarcopenia and frailty in elderly inpatients was explored by logistic regression analysis. Results The average IC score, frailty score, 5-item sarcopenia scale score, and incidence rate of positive sarcopenia screening in the elderly inpatients were (4.08±0.52) points, (1.57±0.42) points, (3.84±0.59) points, and 33.75% (108/320), respectively. Logistic regression analysis showed that Barthel index (OR=0.286, 95%CI: 0.128-0.641, P=0.002), sarcopenia (OR=3.762, 95%CI: 1.793-7.892, P<0.001) and frailty (OR=1.236, 95%CI: 1.090-1.401, P=0.001) were the independent influencing factors for IC in the elderly. Conclusion IC decline is common in elderly patients, and elderly inpatients with sarcopenia, frailty or poor self-care ability have a higher risk of IC damage.
4.Notoginsenoside R1 modulates mitophagy in human cardiomyocytes viathe Pink1/Parkin pathway after hypoxia/reoxygenation
Xiaoman XIONG ; Huan WU ; Shanglin LU ; Yong WANG ; Yuhua ZHENG ; Yi XIANG ; Haiyan ZHOU ; Xingde LIU
Acta Universitatis Medicinalis Anhui 2026;61(1):53-59
ObjectiveTo investigate the mechanism by which Notoginsenoside R1 (NGR1) ameliorates hypoxia/reoxygenation (H/R)-induced injury in AC16 human cardiomyocyte cell lines through the regulation of mitophagy. MethodsCommon genes linked to hypoxia/reoxygenation injury and mitophagy were identified by intersecting data from GeneCards and MitoCarta databases. AC16 cell viability was assessed via CCK-8 assay under varying NGR1 concentrations (0, 6.25, 12.5, 25, 50, 100, 200, 300, 400, 500 μmol/L). AC16 cells were divided into the following groups: control group (Control), model group (H/R), and treatment groups (H/R + NGR1 at 100, 200 and 300 μmol/L). Mitochondrial membrane potential (ΔΨm) was measured using 5,5',6,6'-tetrachloro-1,1',3,3'-tetraethylbenzimidazolylcarbocyanine iodide (JC-1) staining. Transcriptional levels of mitophagy-related genes (Parkin, Pink1, P62) were quantified by reverse transcription-quantitative PCR (RT-qPCR). Protein expression of mitophagy-related markers (Parkin, Pink1, P62, and LC3BⅡ) was evaluated via Western blot analysis. Mitochondrial ultrastructure was visualized by transmission electron microscopy (TEM). ResultsCompared to the control group, cell viability in the H/R group significantly decreased (P<0.01). Treatment with NGR1 at concentrations above 100 μmol/L significantly enhanced the cell viability of AC16 cells compared to the H/R group (P<0.01). H/R induced a significant decrease in mitochondrial membrane potential (P<0.01), which was restored by NGR1 treatment (P<0.01). The mRNA levels of Parkin, Pink1, and P62 in the H/R group were upregulated compared to the control group (P<0.05), while NGR1 intervention downregulated their expression (P<0.05). Protein expression levels of Parkin, Pink1, and LC3BⅡ in the H/R group significantly increased, while P62 expression decreased compared to the control group (P<0.01). In contrast, different doses of NGR1 treatment significantly reduced the expression of Parkin, Pink1, and LC3BⅡ while increasing P62 expression (P<0.05). TEM revealed that the mitochondrial structure in the H/R group was severely disrupted, with fragmented and disorganized cristae, which was alleviated by NGR1. ConclusionNGR1 ameliorates H/R-induced AC16 cell injury, and its mechanism may be associated with modulating the Pink1/Parkin pathway to suppress excessive mitophagy.
5.An excerpt of Australian best practice recommendations for transjugular intrahepatic portosystemic shunt (TIPS) in portal hypertension: A consensus statement (2026)
Xu GUO ; Haiyan ZHANG ; Shuaijie QIAN ; Hao WU
Journal of Clinical Hepatology 2026;42(6):1270-1274
Recently, Gastroenterological Society of Australia convened a multidisciplinary group and applied a modified Delphi process to develop the first Australian consensus statement on the application of transjugular intrahepatic portosystemic shunt (TIPS) in portal hypertension. To address the current issues of insufficient application and a lack of standardized protocols for TIPS in Australia, this consensus provides evidence-based recommendations across the key domains of preoperative preparation and assessment for TIPS, surgical standards, postoperative care and follow-up, and specific clinical indications, in order to provide standardized guidance for the comprehensive management of TIPS in liver disease patients with portal hypertension. This article gives an excerpt of the key statements in the consensus.
6.Association between psychological resilience and Internet gaming addiction among primary and secondary school students
CHEN Chunhua, ZHONG Lujie, WU Haiyan, CHEN Yinfang, LI Yun
Chinese Journal of School Health 2026;47(8):1146-1150
Objective:
To investigate the association characteristics between psychological resilience and Internet gaming addiction among primary and secondary school students across different educational stages, so as to provide evidence for stage specific intervention strategies.
Methods:
A total of 30 719 students from primary schools, junior high schools, and senior high schools in Guangzhou, were selected using a cluster random sampling method from October to December 2025. The 10 item Connor- Davidson Resilience Scale (CD-RISC-10) and the Internet Gaming Disorder Scale-Short Form (IGDS9-SF) were used to assess students phychological resilience and Internet gaming addication levels. One way analysis of variance was used for group comparisons. Network analysis was conducted to construct joint networks of psychological resilience and Internet gaming addiction across different educational stages, with a focus on identifying bridge nodes between the two domains.
Results:
Significant differences were observed in psychological resilience points (24.9±8.0, 24.3±8.2, 24.8±7.8) across priamry school, junior high school and senior high school ( F=18.91, P <0.01). There was a statistically significant difference in the scores of Internet game addiction points ( 17.7 ±7.6, 18.6±7.3, 19.2±7.0) among students across priamry school, junior high school and senior high school ( F=85.68, P <0.01). Psychological resilience was negatively correlated with Internet gaming addiction scores among primary school, junior high school, and senior high school students ( r =-0.27, -0.28, -0.19, all P <0.01). Network analysis revealed relatively close associations between psychological resilience and Internet gaming addiction across all educational stages. The bridge nodes were "withdrawal symptoms" for primary school, "toughness" for junior high school, and "loss of interest" for senior high school, with bridge expected influence values of 1.37, 1.31, and 1.18, respectively. The expected influence and bridge expected influence demonstrated good stability across the three educational stages, with correlation stability coefficients of 0.75.
Conclusions
The cross-community connections between psychological resilience and Internet gaming addiction differ across educational stages. Prevention and control of Internet gaming addiction should incorporate targeted interventions based on key bridge symptoms identified at each specific educational stage.
7.Analysis of parental expectations for the development and related factors of children with autism spectrum disorder
Chinese Journal of School Health 2026;47(9):1312-1316
Objective:
To assess parental expectations for the development of children with autism spectrum disorder (ASD) and identify factors associated with these expectations, so as to provide references for improving rehabilitation outcomes and long term development in children with ASD.
Methods:
From June 2024 to January 2026, a total of 877 children with ASD and their parents were recruited from 27 rehabilitation institutions in Hefei. The children had been diagnosed by chief physicians at tertiary level hospitals. Demographic characteristics and data on parental expectations were collected by the Parental Expectations Questionnaire. Differences in parental expectations between groups were assessed using the Mann-Whitney U- test and Kruskal-Wallis H-test, and associated factors were examined using quantile regression.
Results:
The mean item score for overall parental expectations among parents of children with ASD was (4.55±0.47), and scores for all dimensions were higher than those among parents of typically developing children ( t =11.11-31.14, all P <0.01). Child age, school enrollment, and maternal personality were associated with daily living expectation scores, learning and special talents and strengths expectation scores, and special talents and strengths expectation scores, respectively ( H =6.16-8.18, all P <0.05). Parents of preterm children had higher expectations for social interaction, physical and mental well being, and daily living than parents of non-preterm children ( Z =-2.56, -2.48, -2.39, all P <0.05). Multivariate quantile regression analysis showed that children’s age was associated with the expected level of self care ability; school enrollment status was associated with the expected level of learning and specialty strengths; maternal personality was associated with the expected levels of social competence, physical and mental health, self care ability, and specialty strengths; parental age was associated with the expected levels of physical and mental health and specialty strengths; and parental educational attainment was associated with the expected level of self care ability ( β =-0.36-0.41, all P <0.05).
Conclusion
Parents of children with ASD in Hefei generally have high expectations for their children s development across the domains of learning, daily living, social interaction, and physical and mental well being.
8.HIV antibody testing demand and its influencing factors among college students in Shaoxing City
WU Jiani ; JIANG Tingting ; YANG Zuokai ; SHAN Xingren ; YU Jiaqi ; XU Laichao ; LUO Haiyan
Journal of Preventive Medicine 2026;38(3):263-266,273
Objective:
To investigate the antibody testing demand and its influencing factors among college students in Shaoxing City Zheijiang Province, so as to provide evidence for carrying out HIV antibody testing services for college students.
Methods:
From November to December 2022, stratified cluster random sampling method was used to survey college students from 13 colleges in Shaoxing City. Data on socio-demographic information, demand for HIV antibody testing, sexual behaviors, and HIV-related knowledge were collected through a self - designed questionnaire. Factors affecting HIV antibody demand among college students were analyzed using a multivariable logistic regression model.
Results:
A total of 43 716 college students were surveyed, including 19 471 males (44.54%) and 24 245 females (55.46%). There were 2 004 college students (4.58%) with HIV antibody testing demand. Multivariable logistic regression analysis showed that female students (OR=1.344, 95%CI: 1.217-1.485), those in undergraduate institutions (OR=1.296, 95%CI: 1.168-1.438), homosexuals (OR=1.742, 95%CI: 1.301-2.333) or bisexual/uncertain (OR=1.342, 95%CI: 1.171-1.537), those who had sexual experience (OR=1.416, 95%CI: 1.210-1.657), those who had sex with men in the past 6 months (OR=2.164, 95%CI: 1.405-3.333), those who received HIV testing promotion at school in the past year (OR=1.500, 95%CI: 1.327-1.695), and those with perceived risk of HIV infection (OR=5.875, 95%CI: 5.336-6.468) had greater HIV antibody testing demand.
Conclusions
The HIV testing demand among college students is associated with gender, school type, sexual orientation, sexual behaviors, HIV testing promotion, and perceived risk of HIV infection. It is recommended to strengthen HIV knowledge dissemination of AIDS knowledge and mobilization for HIV antibody testing in colleges to improve the accessibility of HIV antibody testing services.
9.Survey of prevalence of allocation of infection control professionals and their position competence in secondary,tertiary traditional Chinese medicine institutions of Beijing
Zilong ZHAO ; Cuizhen ZHANG ; Haiyan MA ; Bing ZHAO ; Yinghong WU
Chinese Journal of Nosocomiology 2025;35(17):2691-2695
OBJECTIVE To investigate the current status of infection control departments setting,allocation of in-fection control professionals and their position competence in the secondary,tertiary traditional Chinese medi-cine institutions of Beijing.METHODS The questionnaire survey was conducted for all of the secondary and tertiary traditional Chinese medicine institutions in Beijing by Beijing Traditional Chinese Medicine Hospital Infection Man-agement Quality Control Center from Feb.17,2023 to Apr.11,2023.The content of the survey involved the in-formation of the hospitals,setting information of infection control departments and allocation of infection control professionals.RESULTS Totally 59 traditional Chines medicine medical institutions were involved in the survey,35(59.32%)were tertiary hospitals.The median of opened beds was 331(155,479)in the first quarter of 2023.The median of equipped infection control professionals was 4(3,5).The number of infection control professional e-quipped in 67.80%of the medical institutions conformed to requirements of"Notice regarding to further strength-en the management of infection control professionals allocation in medical institutions"released by The Joint Pre-vention and Control Mechanism of the State Council for the Response to the Novel Coronavirus Pneumonia Epi-demic in Aug.2021,with the ratio of infection control professionals to beds 1∶94.20.The principals in charge of the infection control department who had the qualifications for senior professional and technical position and en-gaged in infection control for more than 5 years accounted for 20.00%.Among the infection control professionals,nurses accounted for 49.17%,doctors 41.67%,other professionals 9.17%.CONCLUSIONS There is relatively adequate quantity of the infection control professional equipped in the secondary and tertia-ry medical institutions of Beijing,however,the principals in charge of the infection control department who had the qualifications for senior professional and technical position and engaged in infection control for more than 5 years are very scarce.It is necessary to further optimize the structure of the infection control professionals.
10.Efficacy of Ningmitai Capsules combined with cefoperazone/sulbactam in the treatment of type 2 diabetes complicated with urinary tract infections
Xiujuan CHEN ; Hong MIAO ; Jun LI ; Haiyan WU ; Huichao WU ; Xinyu XU
Chinese Journal of Nosocomiology 2025;35(15):2283-2287
OBJECTIVE To investigate the efficacy of Ningmitai Capsules combined with cefoperazone/sulbactam on the treatment of type 2 diabetes mellitus(T2DM)complicated with urinary tract infections(UTIs)and its impact on soluble triggering receptor expressed on myeloid cells-1(sTREM-1),microRNA(miRNA)-34 b and Toll-like receptor-4(TLR4),so as to provide a new combined regimen for clinical treatment of such patients.METHODS From May 2022 to May 2024,122 patients with T2DM complicated with UTIs treated at the Affiliated People's Hospital of Shandong First Medical University were randomly divided into a conventional group and a combination group by the odd-even randomization method,with 61 cases in each group.The conventional group was treated with cefoperazone/sulbactam,whereas the combination group received Ningmitai capsules in combination with cef-operazone/sulbactam.The efficacy,improvement time of related symptoms,T lymphocyte subsets(CD3+,CD4+,CD4+/CD8+),sTREM-1,miRNA-34b,TLR4 levels and occurrence of adverse reactions were compared between the two groups.RESULTS The total effective rate in the combination group was higher than that in the conventional group after treatment(93.44%vs.80.33%,χ2=4.604,P=0.032).There were statistically signifi-cant differences between the two groups in the time for urine routine to return to normal,disappearance of urinary irritation symptoms,conversion of urine pathogens to negative and defervescence(P<0.05).After treatment,the levels of CD3+,CD4+and CD4+/CD8+in both groups were lower than those before treatment(P<0.05),and the levels in the combination group were higher than those in the conventional group(P<0.05).Moreover,the levels of sTREM-1,miRNA-34b and TLR4 in both groups decreased after treatment(P<0.05),and the levels in the combination group were lower than those in the conventional group(P<0.05).During the treatment period,no severe adverse reactions were observed in either group,and laboratory test results for blood routine and hepatic and renal functions showed no abnormalities.CONCLUSION The application of Ningmitai capsules combined with cef-operazone/sulbactam in the treatment of T2DM complicated with UTIs has good efficacy,can effectively control infec-tions,shorten the time for symptom relief,improve immune function and attenuate inflammation level with high safety.


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