Abstract A023: Different paths to the same destination: Molecular divergence and functional convergence in human and canine lymphomas

Abstract Introduction: Lymphomas are among the most common malignancies in dogs, and their morphologic and biological similarities to human counterparts have established them as widely accepted models of human disease. However, emerging molecular data suggest that conservation varies by subtype, and that many common lymphoma subtypes are principally convergent rather than homologous conditions, requiring a critical reassessment of when and how canine lymphomas provide relevant models of human disease. Methods: We employed conventional pathology, immunohistochemistry, and next generation sequencing platforms, including single-cell sequencing and spatial genomics, to characterize the transcriptional landscape and cellular organization of canine lymphomas, complemented by population metadata. Results: Our analysis revealed that canine DLBCL lacks the traditional GCB/ABC bifurcation seen in humans. While activation of NFκB pathways is seen commonly in these tumors, a germinal center-like DLBCL subtype is not apparent in dogs, and the transcriptional signatures are distinct from those of activated B-cell like DLBCL. Instead, we identified a novel canine-specific DLBCL subset driven by an AP-1-associated transcriptional signature, mirroring advanced human follicular lymphoma rather than human DLBCL. In contrast, emerging data suggest that downregulation of quiescence programs might be a shared feature of both human and canine MZLs, making this subtype a candidate for conserved disease mechanisms. While canine T-cell lymphomas exhibited extensive transcriptional heterogeneity, the samples in our dataset did not align with established human T-cell subgroups, suggesting that high incidence in dogs might not equate to molecular similarity. Conclusions: Our results suggest canine and human lymphomas are principally convergent rather than homologous diseases whose evolution and topological organization are constrained by developmental programs. The distinct transcriptional programs of canine and human DLBCLs reveal informative biological divergence, while potential shared features of MZL suggest contexts where comparative oncology may illuminate conserved disease mechanisms. Canine T-cell lymphomas exhibit extensive transcriptional heterogeneity that, at present, defies simple classification, mirroring challenges in their human counterparts and underscoring the need for larger studies to establish molecular patterns that inform causation, prognosis, and treatment. These findings highlight contexts where distinct and conserved molecular features between canine and human lymphoma can reveal shared and divergent disease mechanisms, ultimately underscoring the need for subtype-specific validation as canine lymphomas are adopted as models of human disease. Use of AI: Generative AI was used to improve clarity and readability of the abstract. AI was not used to conduct the study or to produce new text or material. Citation Format: Jaime F. Modiano, Amy E . Treeful, Grace E. Walker, Davis M. Seelig, Caitlyn M. Callaghan, Timothy D. O'Brien, Shruthi Naik, Aaron L. Sarver. Different paths to the same destination: Molecular divergence and functional convergence in human and canine lymphomas [abstract]. In: Proceedings of the Fifth AACR International Meeting on Advances in Malignant Lymphoma: From Discovery to Clinical Impact; 2026 Jun 24-27; Philadelphia, PA. Philadelphia (PA): AACR; Blood Cancer Discov 2026;7(3_Suppl):Abstract nr A023.