# Non-linear relationship between high-density lipoprotein cholesterol and metabolic dysfunction-associated steatotic liver disease: a cross-sectional study in the Japanese population

**Authors:** Xiang Guo, Yucong Zou, Cui Yang, Changchun Cao, Yulong Wang, Fubing Zha

PMC · DOI: 10.3389/fmed.2026.1751477 · Frontiers in Medicine · 2026-02-10

## TL;DR

This study finds that higher HDL cholesterol levels are linked to lower risk of liver disease in Japanese people, but only above a certain threshold.

## Contribution

Discovers a non-linear threshold effect of HDL-C on MASLD risk in the Japanese population.

## Key findings

- HDL-C levels above 1.04 mmol/L significantly reduce MASLD risk.
- A non-linear inverse relationship exists between HDL-C and MASLD prevalence.
- Adjustments for health variables confirm the robustness of the observed association.

## Abstract

Research into the effect of high-density lipoprotein cholesterol (HDL-C) on metabolic dysfunction-associated steatotic liver disease (MASLD) remains relatively limited. This research aims to shed light on how HDL-C levels correlate with MASLD among the Japanese demographic.

A comprehensive review of health records from 14,280 patients at Murakami Memorial Hospital from 2004 to 2015 was undertaken. To investigate the linear association of HDL-C concentrations with MASLD occurrence, binary logistic regression was applied. Additionally, a generalized additive model (GAM) integrated with smooth curve fitting procedures was implemented to characterize potential non-linear dependencies.

An inverse correlation was observed between HDL-C levels and MASLD prevalence (OR = 0.46; 95% CI: 0.37–0.58), holding steady after adjustments for various demographic and health variables. The consistency of these findings was confirmed through multiple sensitivity tests. The study also uncovered a non-linear correlation between HDL-C concentrations and MASLD occurrence. A detailed analysis using a two-piece logistic regression and recursive techniques pinpointed a critical HDL-C level of 1.04 mmol/L. Above this level, each unit increase in HDL-C was linked to a 61% decrease in the likelihood of MASLD (OR = 0.39; 95% CI: 0.30–0.50), a connection that dissipates below this threshold of HDL-C (OR = 1.49; 95% CI: 0.66–3.35).

The investigation revealed an inverse, non-linear relationship between HDL-C and MASLD within the Japanese community, emphasizing a pivotal threshold effect. Elevated HDL-C levels beyond 1.04 mmol/L significantly diminish MASLD risk.

## Linked entities

- **Diseases:** metabolic dysfunction-associated steatotic liver disease (MONDO:0013209), MASLD (MONDO:0013209)

## Full-text entities

- **Genes:** GPT (glutamic--pyruvic transaminase) [NCBI Gene 2875] {aka AAT1, ALT, ALT1, GPT1, SGPT}, SLC17A5 (solute carrier family 17 member 5) [NCBI Gene 26503] {aka AST, ISSD, NSD, SD, SIALIN, SIASD}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** hepatic fat accumulation (MESH:D005218), fatty liver (MESH:D005234), non-alcoholic steatohepatitis (MESH:D005235), obese (MESH:D009765), liver condition (MESH:D017093), Metabolic dysfunction (MESH:D008659), MASLD (MESH:D008107), hepatic inflammation (MESH:D007249), metabolic syndrome (MESH:D024821), HbA1c (MESH:D006445), in lipid metabolism (MESH:D052439), atherosclerosis (MESH:D050197), cardiovascular diseases (MESH:D002318), diabetes mellitus (MESH:D003920), DM (MESH:D009223)
- **Chemicals:** CY (MESH:D003545), lipid (MESH:D008055), cholesterol (MESH:D002784), glucose (MESH:D005947), ethanol (MESH:D000431), FPG (-), TC (MESH:D013667), TG (MESH:D014280)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929366/full.md

## References

29 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929366/full.md

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Source: https://tomesphere.com/paper/PMC12929366