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Simple Summary: Excessive white adipose tissue accumulation in farm animal results in a lower meat percentage of the carcass, which may attenuate economic benefits. Moreover, consumers prefer to purchase lean meat without excessive subcutaneous fat. Thus, developing strategies to enhance skeletal muscle growth and maintain or decrease adiposity in farm animals is desirable. Guanidinoacetic acid (GAA) has been officially registered as an animal feed additive to promote the performance of animals. Currently, little is known about its effects on sheep adipose tissue accumulation. We found that dietary GAA supplementation could attenuate adipose tissue growth in sheep. Moreover, GAA inhibited proliferation and differentiation of sheep stromal vascular fraction (SVF) cells in vitro. Thus, these data could potentiate the application of GAA to sheep meat production. Guanidinoacetic acid (GAA) is an amino acid derivative, previously described in the skeletal muscle of vertebrates, that serves as an important regulator of cellular bioenergetics and has been widely used as a feed additive. Nevertheless, the effect of GAA on adipose tissue growth remains unclear. Here, we hypothesized that dietary GAA negatively affected adipose tissue development in lambs. Lambs were individually fed diets with (0.09%) or without GAA for 70 d ad libitum, and the subcutaneous adipose tissues were sampled for analysis. The results showed that dietary GAA supplementation decreased the girth rib (GR) value (p < 0.01) of lamb carcasses. Both real-time PCR and Western blot analysis suggested that dietary GAA inhibited the expression of adipogenic markers, including peroxisome proliferator-activated receptor γ (PPARγ, p < 0.05), CCAAT/enhancer-binding protein α (C/EBPα, p < 0.01) and sterol-regulatory-element-binding protein 1c (SREBP1C, p < 0.01) in subcutaneous adipose tissue. In vitro, GAA inhibited sheep stromal vascular fraction (SVF) cell proliferation, which was associated with downregulation of proliferating cell nuclear antigen (PCNA, p < 0.05), cyclin-dependent kinase 4 (CDK 4, p < 0.05) and cyclin D1 (p < 0.01). GAA suppressed adipogenesis of SVF cells. Furthermore, miRNA sequencing revealed that GAA affected the miRNA expression profile, and real-time PCR analysis confirmed that miR-133a expression in both subcutaneous adipose tissue and SVF cell was downregulated by GAA. Meanwhile, miR-133a promoted adipogenic differentiation of SVF cells by targeting Sirt1. miR-133a mimics alleviated the inhibitory effect of GAA on SVF cells' adipogenic differentiation. In summary, GAA attenuated adipogenesis of sheep SVF cells, which might occur through miR-133a-modulated Sirt1 expression. [ABSTRACT FROM AUTHOR]