# Impact of dual residual risk of cholesterol and inflammation on adult male sex hormones: a cross-sectional study from NHANES

**Authors:** Yang Zhou, Guofeng Wang, Li Liu, Jie Yu, Shiying Ju

PMC · DOI: 10.3389/fendo.2025.1526056 · Frontiers in Endocrinology · 2025-03-10

## TL;DR

This study finds that high inflammation and cholesterol levels are linked to lower testosterone in men, especially those with diabetes.

## Contribution

The study identifies distinct associations between residual cholesterol and inflammation risks with male sex hormones, revealing non-linear correlations and subgroup-specific effects.

## Key findings

- Higher hs-CRP levels are negatively associated with total and free testosterone in men.
- The combination of residual cholesterol and inflammation risks most strongly predicts testosterone deficiency.
- Diabetic patients show a positive link between inflammation and estradiol levels.

## Abstract

Sex hormones are closely linked to inflammation and lipid metabolism. This study explores the correlation of residual cholesterol risk and residual inflammation risk with sex hormones.

Logistic regression and dose-response curve analyses were conducted to examine the associations of total testosterone (TT), Sex Hormone Binding Protein (SHBG), Estradiol (E2), and Free testosterone (FT) with low density lipoprotein cholesterol (LDL-C) and high sensitive c-reactive protein (hs-CRP). Testosterone deficiency, defined as TT below 300 ng/dL, was analyzed across various subgroups based on LDL-C and hs-CRP levels. Grouped by LDL-C and hs-CRP: normal, LDL-C < 2.6 mmol/L, hs-CRP < 3mg/L, residual cholesterol risk only (RCR): LDL-C ≥ 2.6 mmol/L, hs-CRP < 3mg/L, residual inflammation risk only (RIR): LDL-C < 2.6 mmol/L. hs-CRP ≥ 3mg/L, both risk (BR): LDL-C ≥ 2.6 mmol/L, hs-CRP ≥ 3mg/L.

The results indicated a negative association between hs-CRP and TT (β = -1.98, 95% CI [-3.54, -0.42], p = 0.013), as well as FT (β = -0.04, 95% CI [-0.07, -0.02], p = 0.0002). Similar trends were observed for the relationship between hs-CRP and SHBG (β = -3.61, 95% CI [-5.33, -1.90], p = 0.0003). In the presence of both risk factors (BR), TT decreased most significantly (β = -79.37, 95% CI [-112.74, -46.00], p < 0.0001), as did FT in the same subgroup (β = -1.00, 95% CI [-1.61, -0.40], p = 0.0012). Notably, hs-CRP exhibited a non-linear correlation with TT, SHBG, and FT, with distinct inflection points. Furthermore, in diabetic patients, hs-CRP was positively linked to E2 (β = 0.39, 95% CI [0.03, 0.74], p = 0.0328).

LDL-C was independently correlated with SHBG, hs-CRP with TT and FT, and the BR population had a higher risk of testosterone deficiency. Special populations with diabetes and hypertension need to be concerned about residual cholesterol risk and inflammatory risk.

## Linked entities

- **Proteins:** SHBG (sex hormone binding globulin)
- **Diseases:** diabetes (MONDO:0005015)

## Full-text entities

- **Genes:** CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}, SHBG (sex hormone binding globulin) [NCBI Gene 6462] {aka ABP, SBP, TEBG}
- **Diseases:** diabetes (MESH:D003920), hypertension (MESH:D006973), inflammation (MESH:D007249), Testosterone deficiency (MESH:D007153)
- **Chemicals:** E2 (MESH:D004958), TT (MESH:D013739), FT (-), cholesterol (MESH:D002784), lipid (MESH:D008055)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

25 references — full list in the complete paper: https://tomesphere.com/paper/PMC11931246/full.md

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Source: https://tomesphere.com/paper/PMC11931246