Resolving the Heterogeneous Tumor-Centric Cellular Neighborhood through Multiplexed, Spatial Paracrine Interactions in the Setting of Immune Checkpoint Blockade

Author:

Maus Rachel L.G.12,Leontovich Alexey A.3,Moore Raymond M.3,Becher Laura2,Nevala Wendy K.1,Flotte Thomas J.4,Guo Ruifeng4,Schimke Jill M.1,Dicke Betty A.1,Yan Yiyi1ORCID,Markovic Svetomir N.12ORCID

Affiliation:

1. 1Department of Oncology, Mayo Clinic, Rochester, Minnesota.

2. 2Department of Immunology, Mayo Clinic, Rochester, Minnesota.

3. 3Department of Biomedical Statistics and Informatics, Mayo Clinic, Rochester, Minnesota.

4. 4Department of Anatomic Pathology, Mayo Clinic, Rochester, Minnesota.

Abstract

Direct interactions between tumor and immune cells mediate the antitumor effect of all modern cancer immunotherapeutic agents. Simultaneously, tumor cells have evolved mechanisms of evasion, including the downregulation of HLA-I, potentially disrupting the mechanism of action employed by many immune checkpoint inhibitors. And yet, the in situ interplay between these cells within the tumor immune microenvironment (TIME) remains elusive. Recent advances in histologic multiplex bioimaging platforms have enabled in-depth molecular characterization of single cells within spatially preserved and clinically archived tumor tissues. Herein, we applied multiplex immunofluorescence to excisional lymph node biopsies from 14 patients with metastatic melanoma who experienced clear objective responses to immunotherapy (7 complete response; 7 progressive disease) to determine distinguishing features of the TIME in the pretreatment setting. Distinct regions of the TIME were evaluated using 35 proteins probing tumor, immune, and vasculature components across 323 fields of view. Single-cell compositional analysis confirmed established prognostic immune cell types including increased prevalence of cytotoxic T cells within the tumor core fields of view of responders. Integrating single-cell quantification with the spatial arrangement of cellular neighborhoods surrounding tumor cells revealed novel, spatial immune signatures capable of stratifying TIME based on clinical response. Our analysis revealed dynamic cellular composition of the tumor-centric cellular neighborhood (TCCN) based on anatomic subregion, functional expression of HLA-I by the index tumor cell and ultimately clinical response to immunotherapy. Overall, this study provides an analytic framework to resolve the cellular complexity of the TIME, increasingly relevant to the outcomes of modern cancer immunotherapy. Significance: Findings from this work propose a novel approach to resolving clinical heterogeneity of the TIME by objectively quantifying the cellular interactions occurring in metastatic melanoma lymph node tissue utilizing multiplex immunofluorescence. This study provides an analytic and biologically derived unit of measure, the TCCN which is customizable for studying critical paracrine interactions within spatially preserved tissue of various cancers and across the spectrum of multiplex imaging modalities.

Funder

Mayo Foundation for Medical Education and Research

Verily Life Sciences

Publisher

American Association for Cancer Research (AACR)

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Computational methods and biomarker discovery strategies for spatial proteomics: a review in immuno-oncology;Briefings in Bioinformatics;2024-07-25

2. Multiplex Imaging for Cell Phenotyping of Early Human Atherosclerosis;Journal of the American Heart Association;2024-06-18

3. Quantitative spatial evaluation of tumor-immune interactions in the immunotherapy setting of metastatic melanoma lymph nodes;Frontiers in Immunology;2022-12-05

4. Mining taxonomy-aware colocations;Proceedings of the 30th International Conference on Advances in Geographic Information Systems;2022-11

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