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Multiplexed single-cell analysis reveals prognostic and nonprognostic T cell types in human colorectal cancer
Kazuya Masuda, Adam Kornberg, Jonathan Miller, Sijie Lin, Nathan Suek, Theo Botella, Kerim A. Secener, Alyssa M. Bacarella, Liang Cheng, Matthew Ingham, Vilma Rosario, Ahmed M. Al-Mazrou, Steven A. Lee-Kong, Ravi P. Kiran, Marlon Stoeckius, Peter Smibert, Armando Del Portillo, Paul E. Oberstein, Peter A. Sims, Kelley S. Yan, Arnold Han
Kazuya Masuda, Adam Kornberg, Jonathan Miller, Sijie Lin, Nathan Suek, Theo Botella, Kerim A. Secener, Alyssa M. Bacarella, Liang Cheng, Matthew Ingham, Vilma Rosario, Ahmed M. Al-Mazrou, Steven A. Lee-Kong, Ravi P. Kiran, Marlon Stoeckius, Peter Smibert, Armando Del Portillo, Paul E. Oberstein, Peter A. Sims, Kelley S. Yan, Arnold Han
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Research Article Immunology

Multiplexed single-cell analysis reveals prognostic and nonprognostic T cell types in human colorectal cancer

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Abstract

Clinical outcomes in colorectal cancer (CRC) correlate with T cell infiltrates, but the specific contributions of heterogenous T cell types remain unclear. To investigate the diverse function of T cells in CRC, we profiled 37,931 T cells from tumors and adjacent normal colon of 16 patients with CRC with respect to transcriptome, TCR sequence, and cell surface markers. Our analysis identified phenotypically and functionally distinguishable effector T cell types. We employed single-cell gene signatures from these T cell subsets to query the TCGA database to assess their prognostic significance. We found 2 distinct cytotoxic T cell types. GZMK+KLRG1+ cytotoxic T cells were enriched in CRC patients with good outcomes. GNLY+CD103+ cytotoxic T cells with a dysfunctional phenotype were not associated with good outcomes, despite coexpression of CD39 and CD103, markers that denote tumor reactivity. We found 2 distinct Treg subtypes associated with opposite outcomes. While total Tregs were associated with good outcomes, CD38+ Tregs were associated with bad outcomes independently of stage and possessed a highly suppressive phenotype, suggesting that they inhibit antitumor immunity in CRC. These findings highlight the potential utility of these subpopulations in predicting outcomes and support the potential for novel therapies directed at CD38+ Tregs or CD8+CD103+ T cells.

Authors

Kazuya Masuda, Adam Kornberg, Jonathan Miller, Sijie Lin, Nathan Suek, Theo Botella, Kerim A. Secener, Alyssa M. Bacarella, Liang Cheng, Matthew Ingham, Vilma Rosario, Ahmed M. Al-Mazrou, Steven A. Lee-Kong, Ravi P. Kiran, Marlon Stoeckius, Peter Smibert, Armando Del Portillo, Paul E. Oberstein, Peter A. Sims, Kelley S. Yan, Arnold Han

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Figure 4

The functional and phenotypic diversity of single CD4+ T cells with prognostic significance in CRC.

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The functional and phenotypic diversity of single CD4+ T cells with prog...
(A) UMAP of 12,642 single CD4+ T cells in CRC and adjacent normal colon from a total of 16 patients (left). Colored by each cluster. Distinct clusters contain unstimulated T cells and stimulated T cells. Dot plot depicting relative expression of identifying marker genes for each nonstimulated cluster (right). (B) Cells from tumor or adjacent normal colon are indicated on the CD4 UMAP. (C) Heatmap of TCR clone frequency in intratumoral T cells or T cells from normal tissue on the CD4 UMAP. (D) Heatmap of CD39 ADT signal on the CD4 UMAP. (E) GSEA based on gene expression between nonstimulated clusters and stimulated subclusters (as indicated). (F) Distribution of cells within the clusters of T_Tcyto1, T_Tcyto2, T_Tex, and Treg (identified in Figure 1B) on the CD4 UMAP. (G) Subclustering of CD4_Trm.CCL5 cluster. Three subpopulations are labeled. (H) Heatmap showing relative gene expression of the genes indicated within each CD4_Trm.CCL5 subcluster shown in G. (I) Heatmap depicting average ADT signal in the CITE-Seq antibody panel within each CD4_Trm.CCL5 subcluster shown in G. (J) Bar graph depicting clonal composition of T cells within each cluster. (K and L) Heatmap of ADT signals (as indicated) on the CD4 UMAP.

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