1.Mediating role of insulin resistance in the relationship between hypertension and NAFLD and construction of its risk prediction model.
Yaxuan HE ; Honghui HE ; Yu CAO ; Fang WANG
Journal of Central South University(Medical Sciences) 2025;50(7):1188-1201
OBJECTIVES:
Non-alcoholic fatty liver disease (NAFLD) and hypertension are common metabolic disorders, both closely associated with insulin resistance (IR), suggesting potential shared pathological mechanisms. This study aims to investigate the mediating role of IR in the relationship between hypertension and NAFLD, and to evaluate the applicability and modeling value of various IR surrogate indices in predicting NAFLD risk.
METHODS:
A total of 280 976 individuals who underwent health examinations at the Health Management Center of the Third Xiangya Hospital of Central South University between August 2017 and December 2021 were included. NAFLD was diagnosed based on abdominal ultrasound findings, and hypertension was defined according to the criteria of the Chinese Guidelines for the Management of Hypertension. Demographic information, anthropometric indices, and biochemical parameters were collected, and multiple IR surrogate indices were constructed, including the triglyceride-glucose index (TyG) and its derivatives, as well as the metabolic score for insulin resistance (METS-IR). Group comparisons were performed between hypertensive and non-hypertensive participants, as well as between NAFLD and non-NAFLD participants. Pearson correlation analysis was applied to assess the associations of metabolic parameters and IR indices with NAFLD. Furthermore, mediation models were constructed to explore the mediating role of IR in the "hypertension-NAFLD" relationship. Finally, parametric models and machine learning algorithms were compared to evaluate their predictive performance and value in assessing NAFLD risk in this population.
RESULTS:
The prevalence of NAFLD was significantly higher in hypertensive individuals than in non-hypertensive participants (63.61% vs 33.79%, P<0.001), accompanied by elevated IR levels and adverse metabolic features. Correlation analysis and variable importance rankings across multiple models consistently identified TyG-waist circumference (TyG-WC) and METS-IR as the IR indices most strongly associated with NAFLD. In mediation analysis, the TyG-WC pathway explained 32.03% of the total effect, and the METS-IR pathway explained 17.02%. Interaction analysis showed that hypertension status may attenuate the mediating effect of IR (all interaction estimates were negative). In prediction model comparisons, the simplified model incorporating sex, age, WC, TyG-WC, and METS-IR demonstrated good performance in the test set. Logistic regression and its regularized form (LASSO regression) achieved an accuracy of 0.83, receiver operating characteristic (ROC)-area under the curve (AUC) of 0.91, and a Brier score of 0.12, comparable to ensemble models (random forest and XGBoost), with consistently stable performance across different algorithms.
CONCLUSIONS
IR plays a significant mediating role in the association between hypertension and NAFLD, with TyG-WC identified as a key indicator showing strong mechanistic relevance and predictive value. Risk prediction models based on IR surrogate indices demonstrate advantages in simplicity and interpretability, providing empirical support for the early screening and individualized prevention of NAFLD in the general population.
Humans
;
Non-alcoholic Fatty Liver Disease/complications*
;
Insulin Resistance
;
Hypertension/epidemiology*
;
Male
;
Female
;
Middle Aged
;
Risk Factors
;
Adult
;
Machine Learning
;
Triglycerides/blood*
2.Implementation of evidence-based nursing indicators for deep open wound pain management and its difficulties
Ping ZHANG ; Yaxuan FANG ; Ping XIANG ; Yi CHEN ; Ruiting WANG
Chinese Journal of Orthopaedic Trauma 2020;22(6):544-548
Objective:To analyze the implementation of evidence-based nursing indicators for deep open wound pain management and its difficulties.Methods:From May to October 2018 at Department of Traumatology and Orthopaedics, Nanfang Hospital, 2 nurses were selected by objective sampling and 20 patients with deep open wound by convenient sampling. According to the 13 best practices in nursing guidelines for pain management, we formulated a no-pain dressing change program for deep open wounds on the basis of the research evidence in wound care and pain management. After the program was implemented, its effect on pain relief was evaluated. Practical Application of Clinical Evidence System (PACES) and software GRiP were used to evaluate the whole implementation process. IBM SPSS 21.0 was used to analyze the pain scores before and after implementation.Results:The results of PACES showed that the implementation rate of best practices by the 2 nurses increased significantly during the project period and remained at a reasonable level one month after the project. The patients' pain scores before dressing were 3.2±2.3 and 3.5±1.2 at the baseline evaluation and the follow-up evaluation 1, respectively; the pain scores during dressing at the base evaluation and the subsequent evaluation 1 were 5.4±2.3 and 4.2±2.4. The effect of implementation of evidence-based nursing indicators for deep open wound pain management on pain relief was significant ( P<0.05). Conclusions:This project improved the implementation rate of the best pain management practices in dressing change for deep open wounds, but the implementation encountered difficulties in interdisciplinary cooperation and organizational structure. This study may provide a reference for other evidence-based nursing projects aiming at transforming evidence-based nursing guidelines into clinical practice.
3.Quality of Care for People with Disabilities and Related Factors in Hubei, China
Yaxuan FANG ; Guiling HUANG ; Zhinan YANG ; Xiqian GU ; Li DU ; Qin CHEN ; Yinping ZHANG ; Xianmei MENG ; Liaobin CHEN
Chinese Journal of Rehabilitation Theory and Practice 2017;23(8):900-904
Objective To investigate the current situation of quality of care for people with disabilities and the related factors. Methods In November, 2015, 399 disabled persons from five special service institutions in Hubei, China were conveniently sampled, and investigated with the Chinese version of Quality of Care and Support (QOCS) for people with disability scale and demographic questionnaire. Results The total score of QOCS was (38.11±6.24), and the proportion of total score in the dimensions of caring provision, caring environment and caring information were more than 70%. The score of QOCS was various with the age, domicile, employment, medical insurance, monthly household expenditure and expenditure for food of the people with disabilities, and the age (β=0.06, P<0.01) and medical insurance (β=-0.850, P<0.001) were the independent factors related with the score of QOCS. Conclusion People with disabilities self-reportedly satis-fied in the quality of care in Hubei, and it can be improved from the increase of medical insurance level.
4.Correlation of Quality of Life to Quality of Care and Support and Social Integration in Persons with Severe Disabilities in Wuhan, China
Xiqian GU ; Guiling HUANG ; Xianmei MENG ; Yaxuan FANG
Chinese Journal of Rehabilitation Theory and Practice 2016;22(11):1329-1334
Objective To investigate the quality of life, quality of care and support and social integration in persons with severe disabilities, and to analyze the relationship of quality of life with quality of care and support and social integration. Methods From September, 2015 to March, 2016, 399 persons with severe disabilities in Wuhan, China were investigated with World Health Organization Quality of Life-Disability Scale, World Health Organization Quality of Care and Support Scale-Disability Scale and Social integration Scale. Results The quality of life was in middle level in persons with severe disabilities, and positively correlated with the scores of quality of care and support (r> 0.11, P<0.05) and social integration (r>0.39, P<0.01). Conclusion The quality of life is related with the quality of care and support and social integration in persons with severe disabilities. Policy and support system should be targeted on it for the social security and rehabilitation.

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