1.Meta analysis of the prevalence and risk factors of non-alcoholic fatty liver disease in overweight and obese children and adolescents in China.
Yi XIAO ; Yu-Fan PAN ; Yu DAI ; Yu-Jian SUN ; Yue ZHOU ; Yu-Feng YU
Chinese Journal of Contemporary Pediatrics 2025;27(4):410-419
OBJECTIVES:
To systematically evaluate the prevalence and risk factors of non-alcoholic fatty liver disease (NAFLD) in overweight and obese children and adolescents in China.
METHODS:
Databases including China National Knowledge Infrastructure, Wanfang Data, VIP Database, China Biomedical Literature Database, PubMed, Embase, Web of Science, and Cochrane Library were searched, from database inception to October 2024. Two researchers independently screened the literature, extracted data, and assessed the quality of the studies according to inclusion and exclusion criteria. A Meta analysis was conducted using Stata 16.0 software.
RESULTS:
A total of 42 studies involving 16 481 overweight and obese children and adolescents were included. The Meta analysis results showed that the prevalence of NAFLD among overweight and obese children in China was 43% (95%CI: 37%-48%). Factors associated with NAFLD included being male (OR=1.61, 95%CI: 1.17-2.04), increased weight (MD=10.33, 95%CI: 9.08-11.57), increased waist circumference (MD=5.49, 95%CI: 3.36-7.62), longer duration of obesity (MD=0.31, 95%CI: 0.02-0.61), higher body mass index (MD=3.11, 95%CI: 2.07-4.16), elevated fasting blood glucose levels (MD=0.17, 95%CI: 0.06-0.29), higher triglyceride levels (MD=0.32, 95%CI: 0.17-0.47), elevated total cholesterol levels (MD=0.15, 95%CI: 0.10-0.21), higher low-density lipoprotein cholesterol levels (MD=0.14, 95%CI: 0.04-0.23), increased alanine aminotransferase levels (MD=24.39, 95%CI: 18.57-30.20), increased aspartate aminotransferase levels (MD=12.49, 95%CI: 9.67-15.32), elevated serum insulin levels (MD=4.47, 95%CI: 2.57-6.36), higher homeostasis model assessment-insulin resistance (MD=0.45, 95%CI: 0.30-0.59), and elevated uric acid levels (MD=55.91, 95%CI: 35.49-76.32) (P<0.05).
CONCLUSIONS
The prevalence of NAFLD among overweight and obese children and adolescents in China is high. Male gender, increased weight, increased waist circumference, prolonged obesity duration, higher body mass index, dyslipidemia, and elevated levels of fasting blood glucose, liver enzymes, serum insulin, homeostasis model assessment-insulin resistance, and uric acid are potential risk factors for NAFLD in this population.
Humans
;
Non-alcoholic Fatty Liver Disease/etiology*
;
Risk Factors
;
Adolescent
;
Child
;
Overweight/complications*
;
Prevalence
;
China/epidemiology*
;
Obesity/complications*
;
Male
;
Female
2.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*
3.Study on related factors and characteristics of multimorbidity of overweight and obesity-related diseases in children in Hunan Province.
Zhen Zhen YAO ; Jun Xia YAN ; Ning An XU ; Ru Tong KANG ; Xiong Wei LI ; Hai Xiang ZHOU ; Wen DAI ; Si S OUYANG ; Yi Xu LIU ; Jia You LUO ; Yan ZHONG
Chinese Journal of Preventive Medicine 2023;57(5):747-752
From January 2019 to December 2021, overweight and obese children who visited in health outpatient Center of Hunan Children's Hospital were studied to explore and analyze the rate, related factors and patterns of multimorbidity of overweight and obesity-related diseases in children in Hunan Province. Univariate and multivariate logistic regression models were used to analyze the multimorbidity-related factors of overweight and obesity-related diseases in children. Association rules (apriori algorithm) were used to explore the multimorbidity patterns of overweight and obesity-related diseases in children. A total of 725 overweight and obese children were included in this study. The multimorbidity rate of overweight and obesity-related diseases in children was 46.07% (334/725). Age, waist circumference, the frequency of food consumption such as hamburgers and fries and adding meals before bedtime were multimorbidity-related factors of overweight and obesity-related diseases in children. The multimorbidity associated with nonalcoholic fatty liver disease (NAFLD) was relatively common. The patterns with the top three support degrees were "NAFLD+dyslipidemia","NAFLD+hypertension" and "NAFLD+hyperuricemia". The patterns with the top three confidence and elevation degrees were "Hypertension+dyslipidemia => NAFLD","Hyperuricemia => NAFLD" and "NAFLD+hypertension => dyslipidemia".
Child
;
Humans
;
Overweight/complications*
;
Non-alcoholic Fatty Liver Disease
;
Pediatric Obesity/epidemiology*
;
Hyperuricemia
;
Multimorbidity
;
Hypertension/epidemiology*
;
Dyslipidemias
;
Body Mass Index
;
Risk Factors
4.A cross-sectional study on the prevalence rate and influencing factors of non-alcoholic fatty liver disease in overweight/obese children.
Wen DAI ; Zhen-Zhen YAO ; Si-Si OU-YANG ; Ning-An XU ; Hai-Xiang ZHOU ; Xiong-Wei LI ; Yan ZHONG ; Jia-You LUO
Chinese Journal of Contemporary Pediatrics 2023;25(5):448-456
OBJECTIVES:
To investigate the prevalence rate of non-alcoholic fatty liver disease (NAFLD) in overweight/obese children who visit a hospital, and to explore the influencing factors of NAFLD, in order to provide a basis for the prevention of NAFLD in overweight/obese children.
METHODS:
Overweight/obese children who visited Hunan Children's Hospital from June 2019 to September 2021 were recruited. The prevalence rate of NAFLD was examined. Logistic regression analysis was used to explore the factors influencing the development of NAFLD [non-alcoholic fatty liver (NAFL) and non-alcoholic steatohepatitis (NASH)]. Receiver operating characteristic curve analysis was used to evaluate the predictive value of the influencing factors for NAFL and NASH.
RESULTS:
A total of 844 overweight/obese children aged 6-17 years were enrolled. The prevalence rate of NAFLD in overweight/obese children was 38.2% (322/844), among which the prevalence rates of NAFL and NASH were 28.8% (243/844) and 9.4% (79/844), respectively. Multivariate logistic regression analysis showed that the increase of waist-to-hip ratio (WHR) and low high-density lipoprotein cholesterol (HDL-C) were associated with the development of NAFL and NASH (P<0.05). The receiver operating characteristic curve analysis showed that the combined measurement of WHR and HDL-C had a predictive value for NAFL (area under the curve: 0.653, 95%CI: 0.613-0.694), and for NASH (area under the curve: 0.771, 95%CI: 0.723-0.819).
CONCLUSIONS
The prevalence rate of NAFLD in overweight/obese children who visit a hospital is high. WHR and HDL-C are associated with the development of NAFLD and the combined measurement of WHR and HDL-C has a certain value for predicating the development of NAFLD.
Child
;
Humans
;
Cholesterol, HDL
;
Cross-Sectional Studies
;
Non-alcoholic Fatty Liver Disease/complications*
;
Overweight/complications*
;
Pediatric Obesity/epidemiology*
;
Prevalence
;
Adolescent
5.Comparison of time trends in the incidence of primary liver cancer between China and the United States: an age-period-cohort analysis of the Global Burden of Disease 2019.
Zhiyong ZOU ; Zuofeng ZHANG ; Ce LU ; Hui WANG
Chinese Medical Journal 2022;135(17):2035-2042
BACKGROUND:
China and the United States (US) ranked first and third in terms of new liver cancer cases and deaths globally in 2020. Therefore, a comprehensive assessment of trends in the incidence of primary liver cancer with four major etiological factors between China and the US during the past 30 years with age-period-cohort (APC) analyses is warranted.
METHODS:
Data were obtained from the Global Burden of Disease 2019, and period/cohort relative risks were estimated by APC modeling from 1990 to 2019.
RESULTS:
In 2019, there were 211,000 new liver cancer cases in China and 28,000 in the US, accounting for 39.4% and 5.2% of global liver cancer cases, respectively. For China, the age-standardized incidence rate (ASIR) consecutively decreased before 2005 but increased slightly since then, whereas the ASIR continuously increased in the US. Among the four etiological factors of liver cancer, the fastest reduction in incidence was observed in hepatitis B virus-related liver cancer among Chinese women, and the fastest increase was in nonalcoholic steatosis hepatitis (NASH)-related liver cancer among American men. The greatest reduction in the incidence of liver cancer was observed at the age of 53 years in Chinese men (-5.2%/year) and 33 years in Chinese women (-6.6%/year), while it peaked at 58 years old in both American men and women (4.5%/year vs . 2.8%/year). Furthermore, the period risks of alcohol- and NASH-related liver cancer among Chinese men have been elevated since 2013. Simultaneously, leveled- off period risks were observed in hepatitis C viral-related liver cancer in both American men and women.
CONCLUSIONS
Currently, both viral and lifestyle factors have been and will continue to play an important role in the time trends of liver cancer in both countries. More tailored and efficient preventive strategies should be designed to target both viral and lifestyle factors to prevent and control liver cancer.
Male
;
Humans
;
United States/epidemiology*
;
Female
;
Middle Aged
;
Incidence
;
Global Burden of Disease
;
Non-alcoholic Fatty Liver Disease/complications*
;
Cohort Studies
;
Liver Neoplasms/etiology*
;
China/epidemiology*
6.Peripheral Artery Disease and Risk of Fibrosis Deterioration in Nonalcoholic Fatty Liver Disease: A Prospective Investigation.
Wen ZHU ; Chan Juan DENG ; Li Ping XUAN ; Hua Jie DAI ; Zhi Yun ZHAO ; Tian Ge WANG ; Mian LI ; Jie Li LU ; Yu XU ; Yu Hong CHEN ; Wei Qing WANG ; Yu Fang BI ; Min XU
Biomedical and Environmental Sciences 2020;33(4):217-226
Objective:
Liver fibrosis is an important predictor of mortality in nonalcoholic fatty liver disease (NAFLD). Peripheral artery disease (PAD) and liver fibrosis share many common metabolic dysfunctions. We aimed to explore the association between PAD and risk of fibrosis deterioration in NAFLD patients.
Methods:
The study recruited 1,610 NAFLD patients aged ≥ 40 years from a well-defined community at baseline in 2010 and followed up between August 2014 and May 2015. Fibrosis deterioration was defined as the NAFLD fibrosis score (NFS) status increased to a higher category at the follow-up visit. PAD was defined as an ankle-brachial index of < 0.90 or > 1.40.
Results:
During an average of 4.3 years' follow-up, 618 patients progressed to a higher NFS category. PAD was associated with 92% increased risk of fibrosis deterioration [multivariable-adjusted odds ratio ( ): 1.92, 95% confidence interval ( ): 1.24, 2.98]. When stratified by baseline NFS status, the for progression from low to intermediate or high NFS was 1.74 (95% : 1.02, 3.00), and progression from intermediate to high NFS was 2.24 (95% : 1.05, 4.80). There was a significant interaction between PAD and insulin resistance (IR) on fibrosis deterioration ( for interaction = 0.03). As compared with non-PAD and non-IR, the coexistence of PAD and IR was associated with a 3.85-fold (95% : 2.06, 7.18) increased risk of fibrosis deterioration.
Conclusion
PAD is associated with an increased risk of fibrosis deterioration in NAFLD patients, especially in those with IR. The coexistence of PAD and IR may impose an interactive effect on the risk of fibrosis deterioration.
Adult
;
Aged
;
Aged, 80 and over
;
Ankle Brachial Index
;
China
;
epidemiology
;
Female
;
Humans
;
Liver Cirrhosis
;
epidemiology
;
etiology
;
Male
;
Middle Aged
;
Non-alcoholic Fatty Liver Disease
;
epidemiology
;
etiology
;
Peripheral Arterial Disease
;
complications
;
Prevalence
;
Prospective Studies
;
Risk Factors
7.Nonalcoholic Fatty Liver Disease and Diabetes: An Epidemiological Perspective
Endocrinology and Metabolism 2019;34(3):226-233
Nonalcoholic fatty liver disease (NAFLD) is thought to stem from the body's inability to store excess energy in adipocytes; as such, it is commonly viewed as the hepatic manifestation of metabolic syndrome. The pathogenesis of NAFLD involves ectopic fat accumulation, which also takes place in the liver, muscle and visceral fat. NAFLD is rapidly becoming more widespread in Korea, with an estimated prevalence of 30% in adults. Type 2 diabetes mellitus (T2DM) and NAFLD share insulin resistance as a common pathophysiological mechanism, and each of these two diseases affects the development of the other. Recent studies have suggested that NAFLD is often present as a comorbidity in T2DM patients. The mutual interrelationship between these conditions is shown by findings suggesting that T2DM can exacerbate NAFLD by promoting progression to nonalcoholic hepatosteatosis or fibrosis, while NAFLD causes the natural course of diabetic complications to worsen in T2DM patients. It remains unknown whether one disease is the cause of the other or vice versa. In this review, I would like to discuss current epidemiological data on the associations between NAFLD and T2DM, and how each disease affects the course of the other.
Adipocytes
;
Adult
;
Comorbidity
;
Diabetes Complications
;
Diabetes Mellitus, Type 2
;
Epidemiology
;
Fibrosis
;
Humans
;
Insulin Resistance
;
Intra-Abdominal Fat
;
Korea
;
Liver
;
Non-alcoholic Fatty Liver Disease
;
Prevalence
8.The Risk of Abdominal Obesity according to the Degree of Non-Alcoholic Fatty Liver Disease in Korean Men.
Sung Keun PARK ; Jae Hong RYOO ; Joong Myung CHOI ; Min Woo SEO ; Chung Min PARK
Journal of Korean Medical Science 2016;31(3):410-416
Although non-alcoholic fatty liver disease has been reported as a cardiometabolic risk factor, the effect of non-alcoholic fatty liver is yet to be clarified on abdominal obesity. Therefore, this study was conducted to investigate the longitudinal relationship of non-alcoholic fatty liver on the development of abdominal obesity. The study participants were composed of 11,212 Korean men without abdominal obesity. They were followed up from 2005 to 2010 to be monitored for the development of abdominal obesity according to their degree of non-alcoholic fatty liver disease (normal, mild, and moderate to severe). Cox-proportional hazard model was used to calculate the hazard ratios for abdominal obesity according to the degree of non-alcoholic fatty liver disease. While the average incidence was 15.5%, the incidence of abdominal obesity increased according to the degree of non-alcoholic fatty liver (normal: 11.6%, mild: 25.2%, moderate to severe: 41.0%, P < 0.001). Multivariable-adjusted hazard ratios for abdominal obesity independently increased proportionally to the degree of NAFLD (mild [1.07; 0.94-1.23], moderate to severe [1.58; 1.11-2.26], P for trend < 0.001). The risk of abdominal obesity increased proportionally to the degree of non-alcoholic fatty liver disease. This finding guarantees further studies to reveal the incidental relationship of abdominal obesity with non-alcoholic fatty liver disease.
Adult
;
Asian Continental Ancestry Group
;
Cohort Studies
;
Demography
;
Follow-Up Studies
;
Humans
;
Incidence
;
Male
;
Non-alcoholic Fatty Liver Disease/complications/*epidemiology
;
Obesity, Abdominal/*complications/epidemiology
;
Proportional Hazards Models
;
Prospective Studies
;
Republic of Korea/epidemiology
;
Risk Factors
;
Waist Circumference
9.Prevalence and Factors Associated with Nonalcoholic Fatty Liver Disease in a Nonobese Korean Population.
Gut and Liver 2016;10(1):117-125
BACKGROUND/AIMS: Nonalcoholic fatty liver disease (NAFLD) is an emerging problem in Asia, but little is known about the disease in the nonobese population. The aims of this study were to investigate the prevalence of NAFLD and the factors associated with it in a nonobese Korean population and to compare the clinical characteristics of nonobese and obese subjects with NAFLD. METHODS: This cross-sectional study used data from 2,058 subjects who participated in a medical checkup program. RESULTS: The prevalence of NAFLD was 12.4% (213/1,711) in the nonobese population. A higher body mass index (BMI), higher homeostasis model assessment of insulin resistance (HOMA-IR) values, higher alanine aminotransferase (ALT) levels, triglyceride concentrations 150 mg/dL, and hyperuricemia were independently associated with the presence of NAFLD in the nonobese subjects. Compared with the obese subjects with NAFLD, the nonobese subjects with NAFLD were composed of a higher proportion of females and had lower BMIs, smaller waist circumferences, lower HOMA-IR values, and fewer metabolic irregularities. CONCLUSIONS: Higher BMIs, HOMA-IR values, ALT levels, hypertriglyceridemia, and hyperuricemia were associated with NAFLD in the nonobese subjects. Clinicians should be particularly aware of the possibility of NAFLD in nonobese Asian people.
Adult
;
Alanine Transaminase/blood
;
Anthropometry
;
Asian Continental Ancestry Group/*statistics & numerical data
;
Body Mass Index
;
Cross-Sectional Studies
;
Female
;
Homeostasis
;
Humans
;
Hypertriglyceridemia/complications
;
Hyperuricemia/complications
;
Insulin Resistance
;
Male
;
Middle Aged
;
Non-alcoholic Fatty Liver Disease/blood/*epidemiology/*etiology
;
Obesity/complications
;
Prevalence
;
Republic of Korea/epidemiology
;
Risk Factors
;
Sex Factors
;
Triglycerides/blood
;
Waist Circumference
10.The Relationship between Type 2 Diabetes Mellitus and Non-Alcoholic Fatty Liver Disease Measured by Controlled Attenuation Parameter.
Young Eun CHON ; Kwang Joon KIM ; Kyu Sik JUNG ; Seung Up KIM ; Jun Yong PARK ; Do Young KIM ; Sang Hoon AHN ; Chae Yoon CHON ; Jae Bock CHUNG ; Kyeong Hye PARK ; Ji Cheol BAE ; Kwang Hyub HAN
Yonsei Medical Journal 2016;57(4):885-892
PURPOSE: The severity of non-alcoholic fatty liver disease (NAFLD) in type 2 diabetes mellitus (T2DM) population compared with that in normal glucose tolerance (NGT) individuals has not yet been quantitatively assessed. We investigated the prevalence and the severity of NAFLD in a T2DM population using controlled attenuation parameter (CAP). MATERIALS AND METHODS: Subjects who underwent testing for biomarkers related to T2DM and CAP using Fibroscan® during a regular health check-up were enrolled. CAP values of 250 dB/m and 300 dB/m were selected as the cutoffs for the presence of NAFLD and for moderate to severe NAFLD, respectively. Biomarkers related to T2DM included fasting glucose/insulin, fasting C-peptide, hemoglobin A1c (HbA1c), glycoalbumin, and homeostasis model assessment of insulin resistance of insulin resistance (HOMA-IR). RESULTS: Among 340 study participants (T2DM, n=66; pre-diabetes, n=202; NGT, n=72), the proportion of subjects with NAFLD increased according to the glucose tolerance status (31.9% in NGT; 47.0% in pre-diabetes; 57.6% in T2DM). The median CAP value was significantly higher in subjects with T2DM (265 dB/m) than in those with pre-diabetes (245 dB/m) or NGT (231 dB/m) (all p<0.05). Logistic regression analysis showed that subjects with moderate to severe NAFLD had a 2.8-fold (odds ratio) higher risk of having T2DM than those without NAFLD (p=0.02; 95% confidence interval, 1.21-6.64), and positive correlations between the CAP value and HOMA-IR (ρ=0.407) or fasting C-peptide (ρ=0.402) were demonstrated. CONCLUSION: Subjects with T2DM had a higher prevalence of severe NAFLD than those with NGT. Increased hepatic steatosis was significantly associated with the presence of T2DM, and insulin resistance induced by hepatic fat may be an important mechanistic connection.
Adult
;
Aged
;
Biomarkers/metabolism
;
C-Peptide/metabolism
;
Case-Control Studies
;
Diabetes Mellitus, Type 2/*complications/metabolism
;
Female
;
Hemoglobin A, Glycosylated/metabolism
;
Humans
;
Insulin Resistance
;
Male
;
Middle Aged
;
Non-alcoholic Fatty Liver Disease/*epidemiology/metabolism/pathology
;
Odds Ratio
;
Prevalence

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