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Updated: May 24, 2026

Nuclei Isolation from Mouse Cardiac Progenitor Cells for Epigenome and Gene Expression Profiling at Single-Cell Resolution
Published on: May 12, 2023
Single-nucleus and spatial transcriptomics analyses reveal interplay between evolutionary dynamics and energy
Xiaojuan Wei1, Qianbing Zhang2, Pengjun Liao3
1Department of Lymphoma, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, China.
None:
Primary cardiac lymphoma (PCL), a rare B-cell non-Hodgkin's lymphoma, has shown a rising incidence, yet the lack of clarity regarding its molecular basis continues to hinder the development of effective targeted therapies. In this study, we utilized single-nucleus RNA sequencing and Visium CytAssist spatial transcriptomics in two patients with PCL to examine the metabolic and immune landscape of PCL. Our data implicate chromosomal instability (CIN) as a potential driver of disease progression, likely by modulating cellular sensitivity to metabolic stress. Single-cell analysis identified five distinct malignant B-cell states, including a B3 subset defined by subclonal diversification and enriched fatty acid metabolism-MAPK signaling. NFYA was also noted as a transcription factor potentially involved in this lipid reprogramming. Spatial observations suggest that B3 cells may contribute to an immunosuppressive microenvironment, with the CD44-LGALS9 axis acting as a possible mediator of endothelial cell remodeling and T-cell suppression. Ultimately, this study provides fresh insights into the clonal evolution and metabolic adaptations of PCL. These findings suggest that fatty acid metabolic reprogramming and CD44-LGALS9-mediated immune evasion play roles in tumor maintenance within the cardiac environment, offering a preliminary basis for future targeted therapeutic intervention.
