In single-cell sequencing analysis, several computational methods have been developed to map the cellular state space, but little has been done to map or create embeddings of the gene space. Here we formulate the gene embedding problem, design tasks with simulated single-cell data to evaluate representations, and establish ten relevant baselines. We then present a graph signal processing approach, called gene signal pattern analysis (GSPA), that learns rich gene representations from single-cell data using a dictionary of diffusion wavelets on the cell-cell graph.
View Article and Find Full Text PDFNat Cardiovasc Res
September 2024
The transcription factors T-bet and Eomesodermin (Eomes) regulate CD8 T cell exhaustion through undefined mechanisms. Here, we show that the subcellular localization of T-bet and Eomes dictate their regulatory activity in exhausted T cells (Ts). Ts had a higher ratio of nuclear Eomes:T-bet than memory T cells (Ts) during chronic lymphocytic choriomeningitis virus (LCMV) infection in preclinical cancer models and in human tumors.
View Article and Find Full Text PDFThe developmental origins of memory T cells remain incompletely understood. During the expansion phase of acute viral infection, we identified a distinct subset of virus-specific CD8 T cells that possessed distinct characteristics including expression of CD62L, T cell factor 1 (TCF-1), and Eomesodermin; relative quiescence; expression of activation markers; and features of limited effector differentiation. These cells were a quantitatively minor subpopulation of the TCF-1 pool and exhibited self-renewal, heightened DNA damage surveillance activity, and preferential long-term recall capacity.
View Article and Find Full Text PDFNew strategies are needed to enhance the efficacy of anti-programmed cell death protein antibody (anti-PD-1 Ab) in cancer. Here, we report that inhibiting palmitoyl-protein thioesterase 1 (PPT1), a target of chloroquine derivatives like hydroxychloroquine (HCQ), enhances the antitumor efficacy of anti-PD-1 Ab in melanoma. The combination resulted in tumor growth impairment and improved survival in mouse models.
View Article and Find Full Text PDFExhausted CD8 T (T) cells in chronic infections and cancer have limited effector function, high co-expression of inhibitory receptors and extensive transcriptional changes compared with effector (T) or memory (T) CD8 T cells. T cells are important clinical targets of checkpoint blockade and other immunotherapies. Epigenetically, T cells are a distinct immune subset, with a unique chromatin landscape compared with T and T cells.
View Article and Find Full Text PDFRetroviral (RV) expression of genes of interest (GOIs) is an invaluable tool and has formed the foundation of cellular engineering for adoptive cell therapy in cancer and other diseases. However, monitoring of transduced T cells long term (weeks to months) in vivo remains challenging because of the low frequency and often poor durability of transduced T cells over time when transferred without enrichment. Traditional methods often require additional overnight in vitro culture after transduction.
View Article and Find Full Text PDFDynamic reprogramming of metabolism is essential for T cell effector function and memory formation. However, the regulation of metabolism in exhausted CD8(+) T (Tex) cells is poorly understood. We found that during the first week of chronic lymphocytic choriomeningitis virus (LCMV) infection, before severe dysfunction develops, virus-specific CD8(+) T cells were already unable to match the bioenergetics of effector T cells generated during acute infection.
View Article and Find Full Text PDFCostimulatory and inhibitory receptors play a key role in regulating immune responses to infections. Recent translation of knowledge about inhibitory receptors such as CTLA-4 and PD-1 into the cancer clinic highlights the opportunities to manipulate these pathways to treat human disease. Studies in infectious disease have provided key insights into the specific roles of these pathways and the effects of their manipulation.
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