# The Combined Expression Profiles of Epigenetic Biomarkers Reveal Heterogeneity in Normospermic Human Sperm Samples

**Authors:** Nino-Guy Cassuto, Florence Boitrelle, Lea Ruoso, Omar Bouattane, Marion Bendayan, Lina Abdiche, Lionel Larue, Gwenola Keromnes, Nathalie Lédée, Laura Prat-Ellenberg, Geraldine Dray, Alexandre Rouen, John De Vos, Said Assou

PMC · DOI: 10.3390/genes16111314 · Genes · 2025-11-02

## TL;DR

This study shows that normal-looking sperm samples can have hidden defects by analyzing gene expression patterns, suggesting a new way to assess male infertility.

## Contribution

A new Spermatozoa Function Index (SFI) is introduced to detect subclinical sperm dysfunction using gene expression profiles.

## Key findings

- 41% of sperm samples had normal SFI values, while 55.9% had low SFI values.
- Only 57% of normospermic samples had normal SFI values, indicating hidden dysfunction.
- Among strictly normal sperm samples, 22.2% had low SFI values, suggesting subclinical issues.

## Abstract

Background: Male infertility is evaluated using standard semen parameters. However, these criteria offer limited insight into sperm functionality and poorly predict natural fertility or assisted reproductive technology (ART) outcomes. Methods: In this study, the expression levels of three genes (AURKA, HDAC4, and CARHSP1) involved in mitosis regulation, epigenetic modulation and early embryonic development, were measured by RT-qPCR in sperm samples (training dataset). For each gene, thresholds of normal and reduced expression were established by biostatistical modeling and combined with the number of motile spermatozoa to develop the Spermatozoa Function Index (SFI). Results: The ROC analysis was used to interpret the SFI values: SFI > 320 (normal), 290–320 (intermediate), and <290 (low). Then, this index was validated using 627 fresh semen samples from 25- to 60-year-old men at our ART center. Based on the World Health Organization criteria, 54.5% of the 627 sperm samples were normospermic, 8.8% showed oligo-astheno-teratospermia, and 36.6% had one or two abnormal parameters. According to the SFI values, 41% of sperm samples displayed normal expression, 55.9% low expression, and 4.1% intermediate expression. Only 57% of the 342 normospermic samples had normal SFI values and 37% had low SFI values. Among the 81 samples with stringent normal criteria (≥50 million/mL, ≥50% total motility, ≥14% normal morphology), 67.9% displayed normal SFI and 22.2% low SFI values. These findings suggest that even sperm with normal parameters may harbor dysfunctions. Conclusions: Our data highlight a gene signature with strong discriminatory power and promising diagnostic value for detecting subclinical sperm defects and improving male infertility assessment.

## Linked entities

- **Genes:** AURKA (aurora kinase A) [NCBI Gene 6790], HDAC4 (histone deacetylase 4) [NCBI Gene 9759], CARHSP1 (calcium regulated heat stable protein 1) [NCBI Gene 23589]
- **Diseases:** male infertility (MONDO:0005372)

## Full-text entities

- **Genes:** CARHSP1 (calcium regulated heat stable protein 1) [NCBI Gene 23589] {aka CRHSP-24, CRHSP24, CSDC1}, HDAC4 (histone deacetylase 4) [NCBI Gene 9759] {aka AHO3, BDMR, HA6116, HD4, HDAC-4, HDAC-A}, AURKA (aurora kinase A) [NCBI Gene 6790] {aka AIK, ARK1, AURA, BTAK, PPP1R47, STK15}
- **Diseases:** oligo-astheno-teratospermia (MESH:D000072660), Male infertility (MESH:D007248), sperm defects (MESH:C567467)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12652175/full.md

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12652175/full.md

## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC12652175/full.md

---
Source: https://tomesphere.com/paper/PMC12652175