Type 2 & other diabetes

Integrating lipometabolic and adiposity indices to enhance risk stratification for metabolic dysfunction-associated steatotic liver disease in type 2 diabetes: clinical utility and interplay between triglyceride-glucose body mass index and low-density lipoprotein cholesterol

Cardiovasc DiabetolPublished Cohort study with data-driven feature selection and external validation

Performance · Association of TyG-BMI with MASLD (WMU cohort)Result — go to the resultOdds ratio 7.36 95% CI 3.89–13.94

Authors' conclusion

TyG-BMI, selected through data-driven feature selection, may serve as a practical candidate predictor of MASLD in patients with T2DM. The observed interaction between TyG-BMI and LDL-C suggests that their joint assessment may further refine MASLD risk stratification. The derived parsimonious model offers a high-performing, non-invasive tool for early MASLD risk stratification across Asian populations.

Study context

Population
T2D patients: WMU cohort (discovery, n=449) and Japanese NAGALA cohort (external validation, n=306)449 WMU + 306 NAGALA
Comparison
TyG-BMI tertiles
Outcome
MASLD
Methodological detailstwo cohorts (discovery and external validation), Boruta and LASSO feature selection
  • Two cohorts (discovery and external validation)
  • Boruta and LASSO feature selection

Performance

Association of TyG-BMI with MASLD (WMU cohort)

Odds ratio

7.36

95% CI 3.89–13.94

T3vs T1
OR 7.36 (95% CI 3.89–13.94)

As reported in the abstract

Significant linear dose-response relationship
P for overall < 0.001

Further findings

Discrimination and reclassification adding TyG-BMI to baseline model

AUC increased (baseline → with TyG-BMI)
0.7288 to 0.7920
NRI
0.6088, P < 0.001
DCA and calibration plots confirmed high clinical net benefit and accuracy

Interaction TyG-BMI × low-density lipoprotein cholesterol (LDL-C)

Significant synergistic interaction between TyG-BMI and LDL-C

Original publication

Integrating lipometabolic and adiposity indices to enhance risk stratification for metabolic dysfunction-associated steatotic liver disease in type 2 diabetes: clinical utility and interplay between triglyceride-glucose body mass index and low-density lipoprotein cholesterol. Cardiovasc Diabetol. Published 28 June 2026. doi:10.1186/s12933-026-03272-3

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