1.Correlation between liver fibrosis degree and carotid plaque in patients with lean metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(2):319-325
ObjectiveTo investigate the association between noninvasive liver fibrosis markers and carotid plaque (CP) in patients with lean metabolic dysfunction-associated fatty liver disease (MAFLD), and to provide a basis for screening high-risk populations. MethodsA total of 957 patients with lean MAFLD who underwent physical examination in Subei People’s Hospital from January 2021 to June 2023 was enrolled as the observation cohort, with the presence or absence of CP as the outcome, and fibrosis-4 (FIB-4) index and nonalcoholic fatty liver disease fibrosis score (NFS) were used to assess liver fibrosis degree. The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. The multivariate logistic regression analysis, the restricted cubic spline analysis, the receiver operating characteristic curve, and the mediation effect analysis were used to investigate the association between liver fibrosis degree and CP. ResultsThe prevalence rate of CP was 36.6% in the lean MAFLD population. Compared with the non-CP group(n=607), the CP group (n=350) had a significantly higher proportion of male patients, a significantly higher proportion of patients with smoking/diabetes/hypertension, and significantly higher levels of age, creatinine, blood urea nitrogen, triglycerides, fasting blood glucose, aspartate aminotransferase, aspartate aminotransferase/alanine aminotransferase ratio, NFS, and FIB-4 index, as well as significantly lower levels of platelet count and albumin (all P<0.05). The multivariate logistic regression analysis showed that after adjustment for confounding factors, FIB-4 index (odds ratio[OR]=2.979, 95% confidence interval[CI]:2.141 — 4.219, P<0.001) and NFS (OR=1.747, 95%CI: 1.499 — 2.046, P<0.001) were positively correlated with CP. Both FIB-4 index and NFS had a good value in predicting CP. Hypertension had a significant indirect effect on the prevalence rate of CP through its impact on liver fibrosis markers, and its mediating effect accounted for 39.5% — 40.8% of the total effect (P<0.001). ConclusionIn patients with lean MAFLD, NFS and FIB-4 index are significantly positively correlated with the prevalence rate of CP, and they can be used as potential epidemiological predictive indicators. Liver fibrosis markers may play a mediating role in the association between hypertension and CP. Interventions targeting hypertension and liver fibrosis markers may help to prevent and delay the progression of CP.
2.Association of liver fibrosis markers and inflammation markers with the risk of gallstones in patients with metabolic dysfunction-associated fatty liver disease
Shuai ZHANG ; Shoulu JIN ; Wanqing LI ; Xijing SHI ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU ; Xiaoxing XIANG ; Jun LIU
Journal of Clinical Hepatology 2026;42(3):579-585
ObjectiveTo investigate the association of liver fibrosis scores and inflammation markers with gallstones in patients with metabolic dysfunction-associated fatty liver disease (MAFLD), as well as the mediating role of liver fibrosis scores in the relationship between inflammation markers and gallstones. MethodsA total of 14 567 patients who received physical examination and were diagnosed with MAFLD in Subei People’s Hospital from January 2014 to June 2023 were enrolled in this study, and according to the results of abdominal color Doppler ultrasound, they were divided into gallstone group with 1 724 patients and non-gallstone group with 12 843 patients. Related clinical data were collected from all patients, including demographic data, medical history, family history, physical examination, Color Doppler ultrasound, and biochemical parameters. The biomarkers associated with metabolic disorders and insulin resistance included triglyceride-glucose index (TyG), TyG-body mass index (BMI) index, atherogenic index of plasma (AIP), and non-high-density lipoprotein cholesterol-to-high-density lipoprotein cholesterol ratio (NHHR); the biomarkers associated with inflammation and nutritional status included neutrophil-to-lymphocyte ratio (NLR), neutrophil percentage-to-albumin ratio (NPAR), and monocyte-to-lymphocyte ratio (MLR); the biomarkers for assessing liver fibrosis degree and liver function included albumin-bilirubin (ALBI) score, NAFLD fibrosis score (NFS), fibrosis-4 (FIB-4) index, and aspartate aminotransferase-to-platelet ratio index (APRI). The independent-samples t test was used for comparison of normally distributed continuous data between two groups, while the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups; the chi-square test was used for comparison of categorical data between two groups. Multivariate Logistic regression analysis, restricted cubic spline analysis, and mediating effect analysis were used to assess the association of liver fibrosis markers and inflammation markers with the risk of gallstones. ResultsThe prevalence rate of gallstones was 11.8% among the MAFLD patients. There were significant differences between the gallstone group and the non-gallstone group in sex, age, smoking history, diabetes, hypertension, lymphocytes, platelets, glucose, albumin, serum uric acid, alanine aminotransferase, aspartate aminotransferase, red blood cell, NLR, NPAR, MLR, NFS, FIB-4 index, and ALBI score (all P<0.05). The multivariate Logistic regression analysis showed that NLR (odds ratio [OR]=1.091, 95% confidence interval [CI]: 1.028 — 1.160, P<0.05), NPAR (OR=1.073, 95%CI: 1.042 — 1.105, P<0.05), MLR (OR=1.142, 95%CI: 1.057 — 1.232, P<0.05), NFS (OR=1.239, 95%CI: 1.190 — 1.291, P<0.05), and FIB-4 index (OR=1.326, 95%CI: 1.241 — 1.417, P<0.05) were influencing factors for the prevalence rate of gallstones. The restricted cubic spline analysis showed a significant non-linear association between NFS/FIB-4 index and the risk of gallstone (non-linear P<0.05). The mediating effect analysis further showed that the association of NLR, MLR, and NPAR with gallstones was partially mediated by NFS or FIB-4 index, with a mediating effect accounting for 36.79%、28.09%、29.67% and 18.31%、17.70、11.57%, respectively. ConclusionNFS and FIB-4 index have a non-linear association with the prevalence rate of gallstones in MAFLD patients, and they also mediate the association of NLR, NPAR, and MLR with the risk of gallstone.
3.Association between triglyceride-glucose index and gallstones in women:A cross-sectional study
Shuai ZHANG ; Jun LIU ; Xijing SHI ; Yang WU ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU
Journal of Clinical Hepatology 2025;41(7):1407-1413
Objective To investigate the association between triglyceride-glucose(TyG)index and the prevalence of gallstones in women,and to assess whether it can be used as a convenient indicator for the epidemiological survey of gallstones in women.Methods A total of 22 979 adult women who underwent physical examination in Subei People's Hospital of Jiangsu from January 2021 to June 2023 were enrolled,and according to the results of abdominal color Doppler ultrasound,they were divided into gallstone group with 1 763 women and non-gallstone group with 21 216 women.The independent samples t-test was used for comparison of normally distributed continuous data between groups,and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between groups;the chi-square test was used for comparison of categorical data between groups.The multivariate logistic regression analysis,the restricted cubic spline analysis,the subgroup analysis,and mediating effect were used to investigate the association between TyG index and the risk of gallstones in women.Results The overall prevalence rate of gallstones was 7.7%in women.Compared with the non-gallstone group,the gallstone group had significantly higher age,BMI,FPG,TG,TyG index,TC,Hb,BUN,UA,SCr,TC,and LDL-C(all P<0.05),and the women with diabetes,fatty liver,hypertension,and hyperuricemia were more likely to have gallstones(all P<0.05).The multivariate logistic regression analysis showed that based on the quartiles of TyG index,the risk of gallstones in the Q3(8.97-9.38)group was 1.38(95%confidence interval[CI]:1.15-1.62,P<0.001)times that in the Q1(<8.63)group,and the risk of gallstones in the Q4(≥9.38)group was 1.39(95%CI:1.16-1.68,P<0.001)times that in the Q1 group.After adjustment for all covariates,TyG index,as a continuous variable,showed an independent positive correlation with the risk of gallstones(odds ratio[OR]=1.24,95%CI:1.11-1.39,P=0.004).The restricted cubic spline curve revealed a significant nonlinear association between TyG index and the risk of gallstones(P for non linear=0.008),and the threshold analysis showed statistical significance in the effect of TyG index below the inflection point of 8.95(OR=1.34,95%CI:1.15-1.97,P=0.042).The subgroup analysis showed that TyG index was significantly positively correlated with gallstones in women with a BMI of<25 kg/m2,an age of<50 years,an age of≥50 years,the absence of diabetes or fatty liver,total cholesterol<5.72 mmol/L,total bilirubin<21 μmol/L,a hemoglobin level of 110-150 g/L,and blood urea nitrogen<7.5 μmol/L(all P<0.05).A mediating analysis was performed for the subgroups with a statistically significant P value for interaction,and the results showed that BMI accounted for 23.0%of the mediating effect in the influence of TyG index on gallstones,and fatty liver and diabetes accounted for 15.7%and 21.0%,respectively.Conclusion In women,a higher TyG index indicates a higher risk of gallstones.Lowering TyG index may reduce the risk of gallstones by improving insulin sensitivity.
4.Association between triglyceride-glucose index and gallstones in women:A cross-sectional study
Shuai ZHANG ; Jun LIU ; Xijing SHI ; Yang WU ; Hao LIANG ; Hao DONG ; Dailong LU ; Ying ZHU
Journal of Clinical Hepatology 2025;41(7):1407-1413
Objective To investigate the association between triglyceride-glucose(TyG)index and the prevalence of gallstones in women,and to assess whether it can be used as a convenient indicator for the epidemiological survey of gallstones in women.Methods A total of 22 979 adult women who underwent physical examination in Subei People's Hospital of Jiangsu from January 2021 to June 2023 were enrolled,and according to the results of abdominal color Doppler ultrasound,they were divided into gallstone group with 1 763 women and non-gallstone group with 21 216 women.The independent samples t-test was used for comparison of normally distributed continuous data between groups,and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between groups;the chi-square test was used for comparison of categorical data between groups.The multivariate logistic regression analysis,the restricted cubic spline analysis,the subgroup analysis,and mediating effect were used to investigate the association between TyG index and the risk of gallstones in women.Results The overall prevalence rate of gallstones was 7.7%in women.Compared with the non-gallstone group,the gallstone group had significantly higher age,BMI,FPG,TG,TyG index,TC,Hb,BUN,UA,SCr,TC,and LDL-C(all P<0.05),and the women with diabetes,fatty liver,hypertension,and hyperuricemia were more likely to have gallstones(all P<0.05).The multivariate logistic regression analysis showed that based on the quartiles of TyG index,the risk of gallstones in the Q3(8.97-9.38)group was 1.38(95%confidence interval[CI]:1.15-1.62,P<0.001)times that in the Q1(<8.63)group,and the risk of gallstones in the Q4(≥9.38)group was 1.39(95%CI:1.16-1.68,P<0.001)times that in the Q1 group.After adjustment for all covariates,TyG index,as a continuous variable,showed an independent positive correlation with the risk of gallstones(odds ratio[OR]=1.24,95%CI:1.11-1.39,P=0.004).The restricted cubic spline curve revealed a significant nonlinear association between TyG index and the risk of gallstones(P for non linear=0.008),and the threshold analysis showed statistical significance in the effect of TyG index below the inflection point of 8.95(OR=1.34,95%CI:1.15-1.97,P=0.042).The subgroup analysis showed that TyG index was significantly positively correlated with gallstones in women with a BMI of<25 kg/m2,an age of<50 years,an age of≥50 years,the absence of diabetes or fatty liver,total cholesterol<5.72 mmol/L,total bilirubin<21 μmol/L,a hemoglobin level of 110-150 g/L,and blood urea nitrogen<7.5 μmol/L(all P<0.05).A mediating analysis was performed for the subgroups with a statistically significant P value for interaction,and the results showed that BMI accounted for 23.0%of the mediating effect in the influence of TyG index on gallstones,and fatty liver and diabetes accounted for 15.7%and 21.0%,respectively.Conclusion In women,a higher TyG index indicates a higher risk of gallstones.Lowering TyG index may reduce the risk of gallstones by improving insulin sensitivity.

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