Abstract Despite being the most common subtype of human peripheral T-cell lymphoma (PTCL), PTCL-not otherwise specified (PTCL-NOS) remains a poorly understood diagnosis of exclusion with poor survival times and treatment responses. Canine PTCL clinically and immunophenotypically resembles human PTCL-NOS, and PTCL is more common in dogs than humans, leading to their interest as a naturally occurring preclinical model. Canine models of cancer offer several unique advantages: in contrast to traditional rodent models, these are spontaneous tumors in genetically diverse and immunocompetent animals living in a shared environment with humans, but relative to their human counterparts, they offer accelerated lifespans with shorter clinical courses of disease. Here, we analyzed the gene expression profile of 96 canine CD4+ PTCLs to determine similarities to human PTCL-NOS and investigate a possible cell of origin. Bulk RNA-seq was performed on lymph node aspirates of 96 cases of canine CD4+ PTCL diagnosed by flow cytometry and sorted CD4+ nodal lymphocytes and CD4+ thymocytes from healthy control dogs. Raw reads were aligned to the Ensembl canine reference genome (ROS_Cfam_1.0) and tabulated. Data normalization and differential expression analysis was conducted with DESeq2, and differentially expressed genes were compared to human PTCL-NOS and various stages of T-cell development via gene set enrichment analyses (GSEA). Global gene expression in canine CD4+ PTCL was analogous to that of human PTCL-NOS (NES = 2.3, p < 0.001). Additionally, canine CD4+ PTCL had increased expression of GATA3 (log2fc = 1.9, padj = 6.5e-07) and was enriched for gene signatures associated with downregulation of PTEN (NES = 1.7, p = 0.0001) and upregulation of PI3K/AKT/mTOR signaling (NES = 1.5, padj = 0.0007), resembling the more aggressive human GATA3-PTCL subtype. Canine CD4+ PTCL was also enriched for human and murine gene signatures associated with early thymocyte progenitor cells and had increased expression of genes of immaturity, including CD34 (log2fc = 7.8, padj = 2.6e-14), KIT (log2fc = 3.3, padj = 7.7e-05), and CCR9 (log2fc = 4.8, padj = 3.9e-11), although surface CD34 expression is not detected by flow cytometry. These findings were confirmed when we compared the canine PTCL gene expression programs to a canine single cell transcriptomic atlas of hematopoietic precursors and T cells across canine bone marrow, thymic, and lymph node tissues. Canine CD4+ PTCL cells were significantly (padj < 0.05) enriched for gene signatures associated with early thymic and bone marrow precursors (NES 1.3-2.1), and negatively enriched for gene signatures associated with naïve nodal CD4+ T cells (NES = -3.2, padj = 0.006). In conclusion, the gene expression profile of canine CD4+ PTCL resembles human PTCL-NOS, supporting its potential as a naturally occurring preclinical model, and a subset of these neoplasms may arise from a thymic precursor cell of origin. Citation Format: Eileen Owens, Adam Harris, Anne Avery. A naturally occurring canine model of peripheral T-cell lymphoma, not otherwise specified [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 1772.