Sex blind: bridging the gap between drug exposure and sex-related gene expression in Danio rerio using next-generation sequencing (NGS) data and a literature review to find the missing links in pharmaceutical and environmental toxicology studies
- PMID: 37398910
- PMCID: PMC10312089
- DOI: 10.3389/ftox.2023.1187302
Sex blind: bridging the gap between drug exposure and sex-related gene expression in Danio rerio using next-generation sequencing (NGS) data and a literature review to find the missing links in pharmaceutical and environmental toxicology studies
Abstract
The sex of both humans and Danio rerio has previously been shown to affect the way individuals respond to drug exposure. Genes which allow identification of sex in juvenile zebrafish show potential to reveal these confounding variables between sex in toxicological and preclinical trials but the link between these is so far missing. These sex-specific, early expressed genes where expression is not altered by drug exposure must be carefully selected for this purpose. We aimed to discover genes which can be used in pharmaceutical trials and environmental toxicology studies to uncover sex-related variations in gene expression with drug application using the model organism Danio rerio. Previously published early sex determining genes from King et al. were evaluated as well as additional genes selected from our zebrafish Next-generation sequencing (NGS) data which are known from previously published works not to be susceptible to changes in expression with drug exposure. NGS revealed a further ten female-specific genes (vtg1, cyp17a1, cyp19a1a, igf3, ftz-f1, gdf9, foxl2a, Nr0b1, ipo4, lhcgr) and five male related candidate genes (FKBP5, apobb1, hbaa1, dmrt1, spata6) which are also expressed in juvenile zebrafish, 28 days post fertilisation (dpf). Following this, a literature review was performed to classify which of these early-expressed sex specific genes are already known to be affected by drug exposure in order to determine candidate genes to be used in pharmaceutical trials or environmental toxicology testing studies. Discovery of these early sex-determining genes in Danio rerio will allow identification of sex-related responses to drug testing to improve sex-specific healthcare and the medical treatment of human patients.
Keywords: drug influence; gene expression; human health; sex-variation; zebrafish.
Copyright © 2023 King and Zenker.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Figures


Similar articles
-
Shedding new light on early sex determination in zebrafish.Arch Toxicol. 2020 Dec;94(12):4143-4158. doi: 10.1007/s00204-020-02915-y. Epub 2020 Sep 25. Arch Toxicol. 2020. PMID: 32975586 Free PMC article.
-
Genetic regulation of sex determination and maintenance in zebrafish (Danio rerio).Curr Top Dev Biol. 2019;134:119-149. doi: 10.1016/bs.ctdb.2019.02.004. Epub 2019 Mar 21. Curr Top Dev Biol. 2019. PMID: 30999973 Free PMC article. Review.
-
Expression analysis of growth differentiation factor 9 (Gdf9/gdf9), anti-müllerian hormone (Amh/amh) and aromatase (Cyp19a1a/cyp19a1a) during gonadal differentiation of the zebrafish, Danio rerio.Biol Reprod. 2017 Feb 1;96(2):401-413. doi: 10.1095/biolreprod.116.144964. Biol Reprod. 2017. PMID: 28203731
-
17β-Trenbolone binds to androgen receptor, decreases number of primordial germ cells, modulates expression of genes related to sexual differentiation, and affects sexual differentiation in zebrafish (Danio rerio).Sci Total Environ. 2022 Feb 1;806(Pt 4):150959. doi: 10.1016/j.scitotenv.2021.150959. Epub 2021 Oct 15. Sci Total Environ. 2022. PMID: 34662611
-
A COMPARATIVE REVIEW OF THE USE OF DANIO RERIO (ZEBRAFISH) AS A MODEL OBJECT IN PRECLINICAL STUDIES.Georgian Med News. 2023 Apr;(337):21-24. Georgian Med News. 2023. PMID: 37354667 Review.
Cited by
-
An Extension of Muller's Sheltering Hypothesis for the Evolution of Sex Chromosome Gene Content.Mol Biol Evol. 2025 Jul 30;42(8):msaf177. doi: 10.1093/molbev/msaf177. Mol Biol Evol. 2025. PMID: 40713898 Free PMC article.
References
-
- Al-Sheikh H., Watson A. J., Lacey G. A., Punt P. J., MacKenzie D. A., Jeenes D. J., et al. (2004). Endoplasmic reticulum stress leads to the selective transcriptional downregulation of the glucoamylase gene in Aspergillus Niger. Mol. Microbiol. 53, 1731–1742. 10.1111/j.1365-2958.2004.04236.x - DOI - PubMed
LinkOut - more resources
Full Text Sources
Molecular Biology Databases
Miscellaneous