Numerous studies have shown that an improper diet in parents has a negative impact on offspring's health. Furthermore, the negative effects of trans fatty acids (TFA) in maternal diets on fertility and health and their impact on future generations have been documented. However, there is limited research on the negative effects of TFA in paternal diets on male children. The current work used qRT-PCR to investigate the effects of trans fatty acids and vitamin E in the paternal diet on the expression pattern of androgen signaling pathway genes such as STAR, CYP11a1, HSD3B, SRD5a2, and SCARB1 in offspring testes. In this experiment, parental rats were randomly separated into four groups, each with ten father rats, and were fed for eight weeks (60 days) as follows. 1: Standard diet group plus liquid sunflower oil (control). 2: Standard diet group containing trans fatty acids (CTH). 3: The regular diet group received 2.5 times the recommended quantity of vitamin E supplement. 4: Standard diet group with vitamin E and trans fatty acid supplementation (ETH). The testis tissue samples from 35 offspring were then used. Following RNA extraction from tissues and cDNA synthesis, quantitative real-time PCR was used to evaluate the expression levels of androgen signaling pathway genes such as STAR, CYP11A1, HSD3B, SCARB1, and SRD5A2. Our findings showed that the expression of CYP11A1 was considerably reduced in the progeny of paternal rats given ETH compared to the CTH group. The expression levels of the STAR gene were significantly lower in the progeny of paternal rats administered TFA, ETH, and vitamin E compared to the controls. Although the CTH group had lower SCARB1 expression than the other groups, the difference was not statistically significant. Paternal vitamin E consumption substantially affected SRD5A2 expression when compared to offspring of paternal rats fed vitamin E + trans fatty acid or those fed a conventional diet containing trans fatty acid. Furthermore, the vitamin E group showed a statistically significant increase in HSD3B expression compared to the other groups. Bioinformatics analyses, such as protein-protein interaction networks and gene ontology term enrichment, revealed that these genes play roles in lipid biosynthesis, hormone metabolism, male sex differentiation, reproductive development, and steroid biosynthesis. Our data indicate that paternal trans fatty acid consumption influences the expression of particular androgen signaling pathway genes in offspring testis, with vitamin E potentially mitigating some of these effects.