STARTRAC analyses of scRNAseq data from tumor models reveal T cell dynamics and therapeutic targets

Author:

Bhatt Dev1ORCID,Kang Boxi2ORCID,Sawant Deepali1ORCID,Zheng Liangtao2ORCID,Perez Kristy1ORCID,Huang Zhiyu1ORCID,Sekirov Laura1ORCID,Wolak Dan1ORCID,Huang Julie Y.1ORCID,Liu Xian1ORCID,DeVoss Jason1ORCID,Manzanillo Paolo S.1ORCID,Pierce Nathan1ORCID,Zhang Zemin2ORCID,Symons Antony1ORCID,Ouyang Wenjun1ORCID

Affiliation:

1. Department of Inflammation and Oncology, Amgen Research, Amgen, South San Francisco, CA

2. Beijing Advanced Innovation Centre for Genomics, Peking-Tsinghua Centre for Life Sciences, Peking University, Beijing, China

Abstract

Single-cell RNA sequencing is a powerful tool to examine cellular heterogeneity, novel markers and target genes, and therapeutic mechanisms in human cancers and animal models. Here, we analyzed single-cell RNA sequencing data of T cells obtained from multiple mouse tumor models by PCA-based subclustering coupled with TCR tracking using the STARTRAC algorithm. This approach revealed various differentiated T cell subsets and activation states, and a correspondence of T cell subsets between human and mouse tumors. STARTRAC analyses demonstrated peripheral T cell subsets that were developmentally connected with tumor-infiltrating CD8+ cells, CD4+ Th1 cells, and T reg cells. In addition, large amounts of paired TCRα/β sequences enabled us to identify a specific enrichment of paired public TCR clones in tumor. Finally, we identified CCR8 as a tumor-associated T reg cell marker that could preferentially deplete tumor-associated T reg cells. We showed that CCR8-depleting antibody treatment provided therapeutic benefit in CT26 tumors and synergized with anti–PD-1 treatment in MC38 and B16F10 tumor models.

Publisher

Rockefeller University Press

Subject

Immunology,Immunology and Allergy

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