# Associations between the TyG index and the ɑ-Klotho protein in middle-aged and older population relevant to diabetes mellitus in NHANES 2007–2016

**Authors:** Shujuan Qiu, Chunlei Li, Jinhua Zhu, Zhentao Guo

PMC · DOI: 10.1186/s12944-024-02172-3 · 2024-06-21

## TL;DR

This study explores how the TyG index, a marker for insulin resistance, relates to α-Klotho protein levels in middle-aged and older adults, with and without diabetes.

## Contribution

The study reveals sex-specific and diabetes-dependent associations between the TyG index and α-Klotho protein levels.

## Key findings

- In non-diabetic individuals, higher TyG index was linked to lower α-Klotho levels, especially in women.
- In diabetic individuals, a non-linear relationship was observed, with α-Klotho increasing at higher TyG values.
- Diabetes status significantly modifies the relationship between TyG and α-Klotho.

## Abstract

The anti-aging protein Klotho has diverse functions in antioxidative stress and energy metabolism through several pathways. While it has been reported that α-Klotho is downregulated in patients with insulin resistance (IR), the association between Klotho and IR is complex and controversial. The triglyceride-glucose (TyG) index has provided a practical method for assessing IR. With this in mind, our study aimed to investigate the relationship between the TyG index and soluble α-Klotho protein levels in US populations, both with and without diabetes mellitus.

This cross-sectional study analyzed data from middle-aged and older participants in the National Health and Nutrition Examination Survey (NHANES) conducted between 2007 and 2016. The participants were divided into two groups based on their diabetes mellitus status: those with diabetes and those without diabetes. To evaluate the relationship between the TyG index and the concentration of the α-Klotho protein in each group, a series of survey-weighted multivariable linear regression models were employed. Furthermore, to examine the association between these two variables, multivariable-adjusted restricted cubic spline curves and subgroup analysis were generated.

The study involved 6,439 adults aged 40 years or older, with a mean age of 57.8 ± 10.9 years. Among them, 1577 (24.5%) had diabetes mellitus. A subgroup analysis indicated that the presence of diabetes significantly affected the relationship between the TyG index and the α-Klotho level. After considering all covariables, regression analysis of the participants without diabetes revealed that the α-Klotho concentration decreased by 32.35 pg/ml (95% CI: -50.07, -14.64) with each one unit increase in TyG (p < 0.001). The decline in α-Klotho levels with elevated TyG was more pronounced in the female population. In patients with diabetes mellitus, a non-linear association between the TyG index and α-Klotho was observed. There was no significant correlation observed between the two when TyG index were below 9.7. However, there was an increase in klotho levels of 106.44 pg/ml for each unit increase in TyG index above 9.7 (95% CI: 28.13, 184.74) (p = 0.008).

Our findings suggested that the presence of diabetes may influence the relationship between the TyG index and soluble α-Klotho. Furthermore, there seem to be sex differences in individuals without diabetes. Further studies are necessary to validate these findings.

The online version contains supplementary material available at 10.1186/s12944-024-02172-3.

## Linked entities

- **Diseases:** diabetes mellitus (MONDO:0005015)

## Full-text entities

- **Genes:** KL (klotho) [NCBI Gene 9365] {aka HFTC3, KLA}
- **Diseases:** diabetes (MESH:D003920), IR (MESH:D007333)
- **Chemicals:** triglyceride (MESH:D014280), TyG (-), glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC11191244/full.md

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Source: https://tomesphere.com/paper/PMC11191244