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.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.
3.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.
4.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.
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.Research progress on the influencing factors of psychological distress in patients with coronary heart disease
Xiaotian DUAN ; Hongshi CAO ; Taiyu BI ; Haiyan WANG ; Songyu WANG ; Quantong ZHAO ; Ran WANG ; Chunjing WU
Sichuan Mental Health 2025;38(1):89-96
Coronary heart disease is a chronic and lifelong disease, which places a dual burden on the physiological and psychological well-being of patients, and can easily lead to psychological distress and affect their prognosis and quality of life. This article provides a systematic review, in which the current status, evaluation tools, influencing factors and intervention methods of psychological distress in patients with coronary heart disease are explored, aiming to provide key information beneficial for identifying and preventing psychological distress, and to improve the overall management and treatment effectiveness of coronary heart disease patients. In this paper, 18 articles were included, and the demographic, physiological, psychological and social factors affecting the psychological distress of patients with coronary heart disease were systematically analyzed, thus to provide a deeper understanding of psychological distress and offering references for formulating targeted intervention strategies.
8.Prevention and management of diagnostic blood loss in critically ill patients:a summary of best evidence
Wei WU ; Haiyan HUANG ; Yuanyuan MI ; Jinkai LUO ; Yanhong JIN ; Ting YOU
Modern Clinical Nursing 2025;24(9):75-83
Objective To systematically retrieve,evaluate and summarise the best available evidence on prevention and management of diagnostic blood loss in critically ill adult patients and to provide guidance for standardising diagnostic blood sampling in clinical practice.Methods A structured evidence question was created using the PIPOST framework(Population,Intervention,Professional,Outcome,Setting and Type of evidence).Guided by the"5S"levels-of-evidence pyramid,a top-down systematic search was conducted on databases of BMJ Best Practice,UpToDate,the Joanna Briggs Institute(JBI)EBP Database,GIN,SIGN,RNAO,NICE,Medlive Guideline,WHO,National Blood Authority(Australia),National Health Commission of China,Cochrane Library,PubMed,EMbase,CINAHL,Web of Science,Wanfang Data,CNKI,VIP,and SinoMed.Searched literature included clinical decision aids,guidelines,evidence summaries,systematic reviews Meta analysis,RCTs,quasi-experimental,cross-sectional,cohort studies and expert consensus/opinions.Search period covered between 1st January 2015 and 10th February 2025.Quality appraisal,evidence extraction,synthesis and grading were performed according to JBI and GRADE approaches.Results Nineteen articles were retrieved including five guidelines,five systematic reviews,one RCT,two quasi-experimental studies,two cross-sectional studies,one professional standard and three expert consensuses.A total of 26 recommendations were extracted and they were organised into five domains:education and training,blood-sampling assessment,frequency of sampling,strategies to minimise blood volume drawn,and quality control.Conclusion This evidence summary provides the best current guidance for preventing and managing iatrogenic blood loss caused by diagnostic testing in critically ill adults,providing evidence-based basis for standardizing blood tests by medical staff.
9.Study on clinical effect of needle-embedding for preventing and treating postoperative constipation in thoracic and lumbar vertebral fractures
Liangliang SHI ; Tianyu WANG ; Lingkang WU ; Ying JIN ; Haiyan LI
Chongqing Medicine 2025;54(9):2023-2027
Objective To explore the clinical application of needle-embedding therapy for preventing and treating postoperative constipation in the patients with thoracolumbar vertebral fractures based on the theory of"preventing illness".Methods Eighty patients meeting the criteria for postoperative constipation af-ter thoracolumbar vertebral surgery in a tertiary hospital of Hangzhou City from January 2023 to February 2024 were selected as the study subjects.The patients were divided into the control group and experimental group by using the random number table method,40 cases in each group.The control group adopted the treat-ment of orally taking lactulose oral solution and the nursing such as routine postoperative food and drink and bed defecation training.The experimental group was given the needle-embedding therapy on the basis of rou-tine care.The gastrointestinal syndrome rating scale(GSRS)score,intra-abdominal pressure(IAP),abdomi-nal circumference,defecation and exhausting situation before and after intervention were performed the statis-tics and compared between the two groups.Results At 36,72 h after oeperation,the GSRS score,IAP and ab-dominal circumference in the both groups were significantly declined or decreased compared with those imme-diately after the operation,the above indicators in the experimental group were superior to those in the control group,and the differences were statistically significant(P<0.01).The first exhausting and defecation time of the experimental group was earlier than that of the control group,and the difference was statistically signifi-cant(P<0.01).Conclusion Under the basis of"preventing illness",the needing-embedding therapy has signif-icant therapeutic effects in preventing and treating postoperative constipation in thoracolumbar fractures,could effec-tively reduce IAP,alleviate the symptoms of constipation in the patients and improve their quality of life.
10.Pathological diagnosis of solid pancreatic lesions with endoscopic ultrasound-guided fine needle aspiration: a series study of 311 cases
Xiaoxiao WEN ; Xiaoyi LIU ; Jinfeng CUI ; Lichao ZHANG ; Wenxuan LIU ; Haiyan YANG ; Yuan WANG ; Li YI ; Lei LOU ; Juan WANG ; Yuehong LI ; Wenxin WU ; Xianghong ZHANG
Chinese Journal of Pathology 2025;54(1):52-58
Objective:To investigate the combined application of cytology, cell block histology and immunohistochemistry to improve the diagnostic accuracy of solid pancreatic lesions in endoscopic ultrasound-guided fine needle aspiration (EUS-FNA) samples.Methods:The pathological data of EUS-FNA in 311 cases of solid pancreatic lesions submitted to the Second Hospital of Hebei Medical University, Shijiazhuang, China from May 2019 to September 2023 were retrospectively analyzed. The cases included pancreatic ductal adenocarcinoma (PDAC, 172 cases), solid pseudopapillary neoplasm (SPN, 12 cases), neuroendocrine tumors (PNET, 14 cases) and chronic pancreatitis (113 cases). The cytological features of smears, the histology of cell block sections and the diagnostic markers in PDAC, SPN and PNET were analyzed. The diagnostic accuracies of cytology, cell block histology/immunohistochemistry and combination of the two methods for classifying these pancreatic solid lesions were evaluated.Results:Irregular arrangement of atypical (cancer) cells, anisonucleosis and nuclear atypia were the typical cytological features of PDAC, while presence of pseudopapillae with a myxoid/hyalinized fibrovascular core and low adhesion/salt-and-pepper chromatin were diagnostic features of SPN and NET, respectively. Immunohistochemical results showed that CK7 and CK19 were the most sensitive markers of pancreatic ductal epithelia, and the diffuse strong expression of S-100P (102/111, 91.9%) and aberrant expression of p53 (80/111, 72.1%) were important immunophenotypic markers of PDAC. Various degrees of CDX2 expression could be found in 66.4% PDAC. The expression of CD10, PR, vimentin, CD99 and cyclinD1 and the aberrant expression of β-catenin were the immunophenotypic features of SPN, while the expression of CgA, Syn and CD56 were indispensable immunemarkers for the diagnosis of PNET. Overall, cytology had higher sensitivity than cell block histology (93.9% versus 82.8%) and lower specificity (92.9% versus 99.1%), while the combination of the two methods significantly improved the sensitivity to 96.9% in solid pancreatic lesions. The combination of cytology and cell block histology could significantly improve the diagnostic efficacy of EUS-FNA in PDAC.Conclusions:Integrated diagnosis based on cytology (including rapid on-site evaluation), cell block histology and immunohistochemical findings could significantly improve the diagnostic yield of EUS-FNA in classifying solid pancreatic lesions.


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