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A multi-tissue single-cell tumor microenvironment atlas reveals myeloid-derived cell states with significant impact on clinical outcome

View ORCID ProfileGiovanna Resk Maklouf, Gabriela Rapozo Guimarães, View ORCID ProfileCristiane Esteves Teixeira, Marco Antônio Pretti, Leandro de Oliveira Santos, Nayara Gusmão Tessarollo, Nayara Evelin Toledo, Marcelo Falchetti, Mylla M. Dimas, Alessandra Freitas Serain, Nina Carrossini Bastos, Fabiane Carvalho de Macedo, Fabiana Resende Rodrigues, Jesse Lopes da Silva, Edroaldo Lummertz da Rocha, Cláudia Bessa Pereira Chaves, Andreia Cristina de Melo, Pedro Manoel Mendes Moraes-Vieira, Marcelo A. Mori, View ORCID ProfileMariana Boroni
doi: https://doi.org/10.1101/2023.01.04.522727
Giovanna Resk Maklouf
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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  • ORCID record for Giovanna Resk Maklouf
Gabriela Rapozo Guimarães
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Cristiane Esteves Teixeira
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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  • ORCID record for Cristiane Esteves Teixeira
Marco Antônio Pretti
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Leandro de Oliveira Santos
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Nayara Gusmão Tessarollo
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Nayara Evelin Toledo
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Marcelo Falchetti
2Department of Microbiology, Immunology, and Parasitology, Federal University of Santa Catarina, Santa Catarina, Brazil
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Mylla M. Dimas
2Department of Microbiology, Immunology, and Parasitology, Federal University of Santa Catarina, Santa Catarina, Brazil
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Alessandra Freitas Serain
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Nina Carrossini Bastos
3Pathology Department, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Fabiane Carvalho de Macedo
3Pathology Department, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Fabiana Resende Rodrigues
3Pathology Department, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Jesse Lopes da Silva
4Division of Clinical Research and Technological Development, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Edroaldo Lummertz da Rocha
2Department of Microbiology, Immunology, and Parasitology, Federal University of Santa Catarina, Santa Catarina, Brazil
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Cláudia Bessa Pereira Chaves
4Division of Clinical Research and Technological Development, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
5Gynecology Oncology Section, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Andreia Cristina de Melo
4Division of Clinical Research and Technological Development, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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Pedro Manoel Mendes Moraes-Vieira
6Laboratory of Immunometabolism, Department of Genetics, Evolution, Microbiology, and Immunology, Institute of Biology, University of Campinas, Campinas, Brazil
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Marcelo A. Mori
7Laboratory of Aging Biology, Department of Biochemistry and Tissue Biology, University of Campinas, Campinas, Brazil
8Obesity and Comorbidities Research Center (OCRC), University of Campinas, Campinas, Brazil
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Mariana Boroni
1Bioinformatics and Computational Biology Lab, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, Brazil
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  • ORCID record for Mariana Boroni
  • For correspondence: mariana.boroni@inca.gov.br
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Abstract

Immunotherapies provide long-lasting responses across a wide range of cancers; however, only a fraction of patients responds to them. Multiple reasons contribute to the failure, including the existence of myeloid-derived cells (MDCs) within tumors. Due to their high plasticity, these cells display numerous cell states and, as a result, distinct pro-tumorigenic behaviors, making them interesting targets. However, the creation of cutting-edge anticancer therapies is hampered by the lack of MDC-specific markers. To fully define the MDC landscape in solid tumors, we combined single-cell RNA-Seq from 13 public datasets, including samples from seven different cancers and normal samples, yielding the largest collection of MDC subpopulations within the tumor microenvironment. We identified five major lineages subdivided into one mast cell cluster, three neutrophils, eight dendritic cells, six monocytes, and eleven macrophage states. Transcriptional profiles coupled with deconvolution estimates of cell populations in large cohorts revealed five MDC subpopulations as independent prognostic markers in different cancer types, including resident tissue interstitial macrophages and FCGR3A+ monocytes associated with an unfavorable clinical outcome in ovarian and breast cancer patients, respectively. Our work reveals that TREM2+ macrophages can be distinguished in different populations and associated with distinct prognoses. By analyzing a Brazilian cohort of ovarian cancer, we found that TREM2+ macrophages are associated with a better prognosis, indicating that their role might be dependent on the tumor niche and co-expression of immunosuppressive markers. Collectively, this atlas reveals in high-resolution the heterogeneous MDC identity as well as new avenues for understanding and manipulating their fate in cancer.

One Sentence Summary Myeloid-derived cell atlas exhibit heterogeneous phenotypes in the tumor microenvironment strongly linked with clinical outcomes in cancer.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted January 04, 2023.
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A multi-tissue single-cell tumor microenvironment atlas reveals myeloid-derived cell states with significant impact on clinical outcome
Giovanna Resk Maklouf, Gabriela Rapozo Guimarães, Cristiane Esteves Teixeira, Marco Antônio Pretti, Leandro de Oliveira Santos, Nayara Gusmão Tessarollo, Nayara Evelin Toledo, Marcelo Falchetti, Mylla M. Dimas, Alessandra Freitas Serain, Nina Carrossini Bastos, Fabiane Carvalho de Macedo, Fabiana Resende Rodrigues, Jesse Lopes da Silva, Edroaldo Lummertz da Rocha, Cláudia Bessa Pereira Chaves, Andreia Cristina de Melo, Pedro Manoel Mendes Moraes-Vieira, Marcelo A. Mori, Mariana Boroni
bioRxiv 2023.01.04.522727; doi: https://doi.org/10.1101/2023.01.04.522727
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A multi-tissue single-cell tumor microenvironment atlas reveals myeloid-derived cell states with significant impact on clinical outcome
Giovanna Resk Maklouf, Gabriela Rapozo Guimarães, Cristiane Esteves Teixeira, Marco Antônio Pretti, Leandro de Oliveira Santos, Nayara Gusmão Tessarollo, Nayara Evelin Toledo, Marcelo Falchetti, Mylla M. Dimas, Alessandra Freitas Serain, Nina Carrossini Bastos, Fabiane Carvalho de Macedo, Fabiana Resende Rodrigues, Jesse Lopes da Silva, Edroaldo Lummertz da Rocha, Cláudia Bessa Pereira Chaves, Andreia Cristina de Melo, Pedro Manoel Mendes Moraes-Vieira, Marcelo A. Mori, Mariana Boroni
bioRxiv 2023.01.04.522727; doi: https://doi.org/10.1101/2023.01.04.522727

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