Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020

Abstract Background Metabolic dysfunction-associated fatty liver disease (MAFLD) has become the most prevalent chronic liver condition in adolescents. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has shown promise in adult MAFLD detection but requires pediatric-spe...

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Main Authors: Yigui Zou, Yu Dai, Ziyuan Li, Baixian Lin, Hu Chen, Zeling Zhuang, Wenwen Li, Qinghua Yang, Dongling Dai
Format: Article
Language:English
Published: BMC 2025-05-01
Series:BMC Gastroenterology
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Online Access:https://doi.org/10.1186/s12876-025-03915-x
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author Yigui Zou
Yu Dai
Ziyuan Li
Baixian Lin
Hu Chen
Zeling Zhuang
Wenwen Li
Qinghua Yang
Dongling Dai
author_facet Yigui Zou
Yu Dai
Ziyuan Li
Baixian Lin
Hu Chen
Zeling Zhuang
Wenwen Li
Qinghua Yang
Dongling Dai
author_sort Yigui Zou
collection DOAJ
description Abstract Background Metabolic dysfunction-associated fatty liver disease (MAFLD) has become the most prevalent chronic liver condition in adolescents. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has shown promise in adult MAFLD detection but requires pediatric-specific validation, particularly when combined with anthropometric measures. This study investigated the association between modified TyG indices and MAFLD, and evaluated their predictive value in adolescents. Methods This cross-sectional study analyzed data from 532 adolescents (12–18 years) in the 2017–2020 National Health and Nutrition Examination Survey (NHANES) with complete records. MAFLD diagnosis was based on transient elastography plus metabolic criteria. The investigators employed multivariate linear regression and restricted cubic splines (RCS) to examine linear and nonlinear relationships between modified TyG indices and CAP values. Subgroup analyses were stratified by obesity status, and sensitivity analyses were performed on the NAFLD cohort (n = 527). Receiver operating characteristic (ROC) curve analysis, using Youden's index, evaluated the predictive performance of TyG indices for MAFLD identification. Results Among 130 MAFLD adolescents (vs 402 controls), modified TyG indices demonstrated significantly stronger associations with CAP in fully adjusted models compared to the original TyG index. TyG-WC showed the highest diagnostic accuracy (AUC = 0.923, 95%CI:0.900–0.947), followed by TyG-BMI (AUC = 0.917) and TyG-WHtR (AUC = 0.915), while the original TyG index performed poorly (AUC = 0.673). Subgroup analyses revealed particularly strong associations in non-obese participants, and sensitivity analyses confirmed result robustness after excluding potential confounders. Optimal cutoff values provided clinically useful screening thresholds, with TyG-WC achieving 94% sensitivity at 665.94. Conclusion This study demonstrates that modified TyG indices incorporating anthropometric parameters (particularly TyG-WC) significantly outperform the original TyG index for MAFLD detection in adolescents, with superior diagnostic accuracy (AUC 0.915–0.923). The robust predictive performance maintained in sensitivity analyses and non-obese subgroups supports their clinical utility as simple, non-invasive screening tools for pediatric MAFLD risk stratification.
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spelling doaj-art-bbb077e48786444b9a0f1e0309965d7f2025-08-20T02:10:50ZengBMCBMC Gastroenterology1471-230X2025-05-0125111110.1186/s12876-025-03915-xModified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020Yigui Zou0Yu Dai1Ziyuan Li2Baixian Lin3Hu Chen4Zeling Zhuang5Wenwen Li6Qinghua Yang7Dongling Dai8Key Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenChildren’s Healthcare and Mental Health Center, Shenzhen Children’s Hospital, Shenzhen Key Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenKey Laboratory for Precision Diagnosis and Treatment of Pediatric Digestive System Disease, Endoscopy Center, Shenzhen Children’s Hospital, ShenzhenAbstract Background Metabolic dysfunction-associated fatty liver disease (MAFLD) has become the most prevalent chronic liver condition in adolescents. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has shown promise in adult MAFLD detection but requires pediatric-specific validation, particularly when combined with anthropometric measures. This study investigated the association between modified TyG indices and MAFLD, and evaluated their predictive value in adolescents. Methods This cross-sectional study analyzed data from 532 adolescents (12–18 years) in the 2017–2020 National Health and Nutrition Examination Survey (NHANES) with complete records. MAFLD diagnosis was based on transient elastography plus metabolic criteria. The investigators employed multivariate linear regression and restricted cubic splines (RCS) to examine linear and nonlinear relationships between modified TyG indices and CAP values. Subgroup analyses were stratified by obesity status, and sensitivity analyses were performed on the NAFLD cohort (n = 527). Receiver operating characteristic (ROC) curve analysis, using Youden's index, evaluated the predictive performance of TyG indices for MAFLD identification. Results Among 130 MAFLD adolescents (vs 402 controls), modified TyG indices demonstrated significantly stronger associations with CAP in fully adjusted models compared to the original TyG index. TyG-WC showed the highest diagnostic accuracy (AUC = 0.923, 95%CI:0.900–0.947), followed by TyG-BMI (AUC = 0.917) and TyG-WHtR (AUC = 0.915), while the original TyG index performed poorly (AUC = 0.673). Subgroup analyses revealed particularly strong associations in non-obese participants, and sensitivity analyses confirmed result robustness after excluding potential confounders. Optimal cutoff values provided clinically useful screening thresholds, with TyG-WC achieving 94% sensitivity at 665.94. Conclusion This study demonstrates that modified TyG indices incorporating anthropometric parameters (particularly TyG-WC) significantly outperform the original TyG index for MAFLD detection in adolescents, with superior diagnostic accuracy (AUC 0.915–0.923). The robust predictive performance maintained in sensitivity analyses and non-obese subgroups supports their clinical utility as simple, non-invasive screening tools for pediatric MAFLD risk stratification.https://doi.org/10.1186/s12876-025-03915-xTyG indexMetabolic dysfunction-associated fatty liver diseaseInsulin resistanceAdolescentNHANES
spellingShingle Yigui Zou
Yu Dai
Ziyuan Li
Baixian Lin
Hu Chen
Zeling Zhuang
Wenwen Li
Qinghua Yang
Dongling Dai
Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
BMC Gastroenterology
TyG index
Metabolic dysfunction-associated fatty liver disease
Insulin resistance
Adolescent
NHANES
title Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
title_full Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
title_fullStr Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
title_full_unstemmed Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
title_short Modified triglyceride-glucose indices as novel predictors of metabolic dysfunction-associated fatty liver disease in US adolescents: a nationally representative study from NHANES 2017–2020
title_sort modified triglyceride glucose indices as novel predictors of metabolic dysfunction associated fatty liver disease in us adolescents a nationally representative study from nhanes 2017 2020
topic TyG index
Metabolic dysfunction-associated fatty liver disease
Insulin resistance
Adolescent
NHANES
url https://doi.org/10.1186/s12876-025-03915-x
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