Naik, Shruthi

Diffuse B-cell lymphomas are the most prevalent canine hematologic malignancies, and their clinical presentation resembles that of human B-cell non-Hodgkin lymphomas (NHLs). However, a lack of a clear subtyping framework perpetuates imprecise treatment approaches that fail to address mechanisms of therapy resistance. Here, we employed deep phenotyping via serial sampling and longitudinal transcriptomics to evaluate intratumoral composition and therapy response in a 6-year-old neutered male goldendoodle with stage 5A marginal zone lymphoma (MZL). Following sequential treatment consisting of a single IV dose of oncolytic vesicular stomatitis virotherapy (VSV) and standard CHOP chemotherapy 30 days later, we performed scRNAseq on seven serial lymph node biopsies and spatial sequencing on a resection taken 10 days post-VSV treatment. B cells (>90%) comprised three transcriptionally distinct and temporally stable subpopulations, with specific copy number profiles and robust spatial organization despite disrupted lymph node architecture. Analysis across subpopulations revealed downregulation of the quiescence program including KLF2, suggesting similarity to KLF2-deficient human MZL. While VSV successfully reached target B cells, downstream transcriptional responses were predominantly localized to the T-cell compartment. T cells (≤6%) showed increased proliferation and upregulation of cytotoxicity markers post-VSV administration, enriching for leukocyte-mediated cytotoxicity pathways consistent with an anti-viral immune response. Ultimately, these results provide an in vivo proof-of-concept for the treatment paradigm in canine lymphoma, while emphasizing the need for improved subtyping frameworks and multidimensional treatment strategies targeting intratumoral heterogeneity.

Abstract Background: Canine nodal marginal zone lymphoma (MZL) is the second most common histologic diagnosis of diffuse B-cell lymphomas in dogs, but a molecular profile that can distinguish this condition from the more common canine diffuse large B-cell lymphoma (DLBCL) has been elusive. Here, we use single-cell sequencing to define the transcriptomic signatures of canine MZL before and after oncolytic virotherapy followed by traditional chemotherapy. Objective: The aims of this study were to define the canine MZL transcriptome at single cell resolution and to evaluate its changes in the face of selective pressures introduced by therapy. Methods: Longitudinal biopsies and fine needle aspirates were collected from a dog with MZL enrolled in an immunotherapy trial. Peripheral blood B-cells from healthy dogs served as reference controls. Single-cell sequencing was done using the 10x Genomics Chromium GEM X platform (v3.1), and data was aligned to the canFam4_Y genome. Quality control, clustering, and cell annotation were performed using Seurat in R (v4.4.0). Differential gene expression analysis (DGEA) was performed on 500 randomized MZL B-cells and 500 healthy canine B-cells. InferCNV was deployed on the longitudinal MZL samples for prediction of tumor B-cell CNV profiles. Results: When compared to normal peripheral blood B-cells, the tumor cells were characterized by downregulation of quiescence-associated genes, including KLF2. Copy number analysis uncovered loss on canine chromosome 20 (CFA20) encoding KLF2, gain on CFA13, and gains on CFA32 and CFA36. While an anti-viral T-cell response was identified after VSV treatment, the B-cell subpopulations retained stable transcriptomes, with a disappearance of proliferating B-cells after chemotherapy. Conclusion: This is the first report describing the molecular properties of canine MZL at single cell resolution. Clonal diversity was apparent in the tumor, with copy number loss on CFA20, presumably leading to loss of KLF2. The transcriptional features of the tumor cells remained stable even in the face of a T-cell response to an oncolytic virus. Taken together, the results document silencing of KLF2 as a key phenotypic homology between canine and human MZL, supporting the potential for comparative approaches to enhance our understanding of the significance of KLF2 silencing in this disease. Citation Format: Elise Weir, Grace Walker, Jaime F. Modiano, Aaron L. Sarver, Shruthi Naik, Amy Treeful. Reduced KLF2 expression in canine marginal zone lymphoma mirrors human disease [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 A043.

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.