Hartman Robin J G, Mokry Michal, Pasterkamp Gerard, den Ruijter Hester M
Laboratory of Experimental Cardiology, University Medical Center Utrecht, University Utrecht, Heidelberglaan 100, 3584CX, Utrecht, The Netherlands.
Central Diagnostics Laboratory, University Medical Center Utrecht, University Utrecht, Utrecht, The Netherlands.
Sci Rep. 2021 Sep 21;11(1):18758. doi: 10.1038/s41598-021-98059-9.
Many pathophysiological mechanisms in human health and disease are dependent on sex. Systems biology approaches are successfully used to decipher human disease etiology, yet the effect of sex on gene network biology is mostly unknown. To address this, we used RNA-sequencing data of over 700 individuals spanning 24 tissues from the Genotype-Tissue Expression project to generate a whole-body gene co-expression map and quantified the sex differences per tissue. We found that of the 13,787 genes analyzed in 24 tissues, 29.5% of the gene co-expression is influenced by sex. For example, skeletal muscle was predominantly enriched with genes co-expressed stronger in males, whereas thyroid primarily contained genes co-expressed stronger in females. This was accompanied by consistent sex differences in pathway enrichment, including hypoxia, epithelial-to-mesenchymal transition, and inflammation over the human body. Furthermore, multi-organ analyses revealed consistent sex-dependent gene co-expression over numerous tissues which was accompanied by enrichment of transcription factor binding motifs in the promoters of these genes. Finally, we show that many sex-biased genes are associated with sex-biased diseases, such as autoimmunity and cancer, and more often the target of FDA-approved drugs than non-sexbiased genes. Our study suggests that sex affects biological gene networks by differences in gene co-expression and that attention to the effect of sex on biological responses to medical drugs is warranted.
人类健康与疾病中的许多病理生理机制都取决于性别。系统生物学方法已成功用于解读人类疾病的病因,但性别对基因网络生物学的影响大多未知。为解决这一问题,我们使用了基因型-组织表达项目中700多名个体横跨24种组织的RNA测序数据,以生成全身基因共表达图谱,并对每个组织的性别差异进行量化。我们发现,在24种组织中分析的13787个基因中,29.5%的基因共表达受性别影响。例如,骨骼肌中主要富集了在男性中共同表达更强的基因,而甲状腺中主要包含在女性中共同表达更强的基因。这伴随着通路富集方面一致的性别差异,包括人体的缺氧、上皮-间质转化和炎症。此外,多器官分析揭示了众多组织中一致的性别依赖性基因共表达,这些基因的启动子中伴有转录因子结合基序的富集。最后,我们表明,许多性别偏向基因与性别偏向疾病相关,如自身免疫和癌症,并且与非性别偏向基因相比,它们更常成为FDA批准药物的靶点。我们的研究表明,性别通过基因共表达的差异影响生物基因网络,因此有必要关注性别对药物生物学反应的影响。