TY - GEN AB - Immune checkpoint inhibitors have shown success in treating a subset of patients with certain late-stage cancers. However, these treatments fail in many other patients, due to mechanisms that have yet to be fully characterized. The process of T cell exhaustion, by which T cells become dysfunctional in response to extended exposure to antigen, has been implicated in immunotherapy resistance. Single-cell RNA sequencing (scRNA-seq) produces an abundance of data to analyze this process, facilitating insights into cellular processes related to treatment efficacy. However, due to the complexity of the process, contributions of other cell types to a process within a single cell type cannot be simply inferred. These results demonstrate that our analysis framework can identify potential mechanisms driving key cellular processes implicated in the failure of cancer immune checkpoint inhibitors. The framework can be applied to all cell types in the tumor immune microenvironment, expanding our understanding of key biological processes that underpin the effective treatment of cancer. AD - Oregon Health and Science University AD - Oregon Health and Science University AD - Oregon Health and Science University AD - Oregon Health and Science University AD - Oregon Health and Science University AU - Klocke, Christopher AU - Moran, Amy E. AU - Adey, Andrew C. AU - McWeeney, Shannon K. AU - Wu, Guanming DA - 2024 DO - 10.6083/bpxhc43577 DO - doi ID - 43577 KW - Computational Biology KW - Immunotherapy KW - Sequence Analysis, RNA KW - Gene Regulatory Networks KW - T-Cell Exhaustion KW - CD8-Positive T-Lymphocytes KW - bioinformatics KW - cancer immunology KW - scRNA-seq L1 - https://digitalcollections.ohsu.edu/record/43577/files/ResearchWeek.2024.Klocke.Christopher.pdf L2 - https://digitalcollections.ohsu.edu/record/43577/files/ResearchWeek.2024.Klocke.Christopher.pdf L4 - https://digitalcollections.ohsu.edu/record/43577/files/ResearchWeek.2024.Klocke.Christopher.pdf LA - eng LK - https://digitalcollections.ohsu.edu/record/43577/files/ResearchWeek.2024.Klocke.Christopher.pdf N2 - Immune checkpoint inhibitors have shown success in treating a subset of patients with certain late-stage cancers. However, these treatments fail in many other patients, due to mechanisms that have yet to be fully characterized. The process of T cell exhaustion, by which T cells become dysfunctional in response to extended exposure to antigen, has been implicated in immunotherapy resistance. Single-cell RNA sequencing (scRNA-seq) produces an abundance of data to analyze this process, facilitating insights into cellular processes related to treatment efficacy. However, due to the complexity of the process, contributions of other cell types to a process within a single cell type cannot be simply inferred. These results demonstrate that our analysis framework can identify potential mechanisms driving key cellular processes implicated in the failure of cancer immune checkpoint inhibitors. The framework can be applied to all cell types in the tumor immune microenvironment, expanding our understanding of key biological processes that underpin the effective treatment of cancer. PB - Oregon Health and Science University PY - 2024 T1 - Identification of cellular interactions in the tumor immune microenvironment underlying CD8 T cell exhaustion TI - Identification of cellular interactions in the tumor immune microenvironment underlying CD8 T cell exhaustion UR - https://digitalcollections.ohsu.edu/record/43577/files/ResearchWeek.2024.Klocke.Christopher.pdf Y1 - 2024 ER -