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. 2025 Aug;92(8):e70045.
doi: 10.1002/mrd.70045.

microRNAs for qPCR Normalization Under Morphofunctional Conditions in Bovine Sperm (Bos taurus)

Affiliations

microRNAs for qPCR Normalization Under Morphofunctional Conditions in Bovine Sperm (Bos taurus)

Lucas Petitemberte de Souza et al. Mol Reprod Dev. 2025 Aug.

Abstract

Cattle represents one of the most common and widely distributed categories of large ruminants, with well-established production practices. Fertility is a key factor that significantly influences the success of this production. Studies have shown that microRNAs (miRNAs) present in sperm cells play a crucial role as regulators of processes related to sperm functionality. miRNAs quantification by qPCR is one of the most accurate and straightforward methods, but this technique requires data normalization, and there is no universal consensus on which miRNAs should be used. The present study aimed to identify suitable miRNAs normalizers for qPCR analysis of Bos taurus semen. To achieve this, normalization candidates were assessed under different semen quality conditions, considering sperm morphology and motility. A small nuclear RNA (U6) and six miRNA candidates (Let-7c-5p, miR-100-5p, miR-25-3p, miR-26a-5p, miR-204-5p, miR-92a-3p) were selected. The expression stability of each candidate was analyzed using four independent methods (delta Ct, geNorm, NormFinder, and BestKeeper), under the semen quality conditions. Additionally, a comprehensive stability analysis was conducted using RefFinder, for each condition individually and for the combined conditions. The results indicated that miR-92a-3p was the most stable reference miRNA for motility-related analyses, while Let-7c-5p emerged as the best candidate for morphology-focused analyses. As a normalizer to analyze samples concomitantly, Let-7c-5p was identified as the optimal normalizer, while miR-26a-5p was the least stable candidate. This study provides the first identification of miRNA normalizers for qPCR analysis of Bos taurus semen, enabling more accurate miRNA quantification in this biological matrix and species.

Keywords: Bos taurus; normalizing microRNAs; qPCR; semen; stability.

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Conflict of interest statement

The authors declare no conflicts of interest.

Figures

Figure 1
Figure 1
Total and progressive motility in Bos taurus sperm cells. Results are expressed as the mean and standard error of the mean (SEM) for each group (unpaired t‐test). **** = p < 0.0001. (a) Total motility = 85.15% (Hight) and 63.19% (Low/Moderate). (b) 80.47% (High) and 56.54% (Low/Moderate).
Figure 2
Figure 2
Overall stability scores of the seven data‐normalizing microRNA candidates for Bos taurus semen with different sperm motility profiles. Scores are provided by the delta Ct (a), geNorm (b), NormFinder (c), and BestKeeper (d) algorithms.
Figure 3
Figure 3
Overall stability scores of the seven data‐normalizing microRNA candidates for Bos taurus semen with different sperm morphology profiles. Scores are provided by the delta Ct (a), geNorm (b), NormFinder (c), and BestKeeper (d) algorithms.
Figure 4
Figure 4
Comprehensive consensus stability score of the seven data normalization microRNA candidates for Bos taurus semen. The comprehensive score was performed by RefFinder based on previous scores provided by the delta Ct method, geNorm, NormFinder, and BestKeeper. (a) RefFinder stability score in samples from the Motility groups. (b) RefFinder stability score in samples from the Morphology groups.
Figure 5
Figure 5
Comprehensive consensus stability classification of the seven microRNA candidates for data normalization to Bos taurus semen to jointly analyze analyzed sperm quality variables (motility and morphology). Comprehensive ranking was performed by RefFinder based on previous rankings provided by delta Ct method, geNorm, NormFinder and BestKeeper.

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References

    1. Alves, M. B. R. , de Arruda R. P., De Bem T. H. C., et al. 2019. “Sperm‐Borne miR‐216b Modulates Cell Proliferation During Early Embryo Development via K‐RAS.” Scientific Reports 9, no. 1: 10358. 10.1038/s41598-019-46775-8. - DOI - PMC - PubMed
    1. Alves, M. B. R. , de Arruda R. P., Batissaco L., et al. 2021. “Changes in miRNA Levels of Sperm and Small Extracellular Vesicles of Seminal Plasma Are Associated With Transient Scrotal Heat Stress in Bulls.” Theriogenology 161: 26–40. 10.1016/j.theriogenology.2020.11.015. - DOI - PubMed
    1. Andersen, C. L. , Jensen J. L., and Falck Ørntoft T.. 2004. “Normalization of Real‐Time Quantitative Reverse Transcription‐PCR Data: A Model‐Based Variance Estimation Approach to Identify Genes Suited for Normalization, Applied to Bladder and Colon Cancer Data Sets.” Cancer Research: 64. http://www.ncbi.nlm.nih.gov/RefSeq/. - PubMed
    1. Bae, I. S. , Chung K. Y., Yi J., et al. 2015. “Identification of Reference Genes for Relative Quantification of Circulating micrornas in Bovine Serum.” PLoS One 10, no. 3: e0122554. 10.1371/journal.pone.0122554. - DOI - PMC - PubMed
    1. Blödorn, E. B. , Domingues W. B., Martins A. W. S., et al. 2023. “Microrna Qpcr Normalization in Nile Tilapia (Oreochromis niloticus): Effects of Acute Cold Stress on Potential Reference Targets.” Fish Physiology and Biochemistry 49, no. 3: 409–423. 10.1007/s10695-023-01190-9. - DOI - PubMed

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