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Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations
Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence followin...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8964416/ https://www.ncbi.nlm.nih.gov/pubmed/34732839 http://dx.doi.org/10.1038/s41379-021-00953-0 |
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author | Stachtea, Xanthi Loughrey, Maurice B. Salvucci, Manuela Lindner, Andreas U. Cho, Sanghee McDonough, Elizabeth Sood, Anup Graf, John Santamaria-Pang, Alberto Corwin, Alex Laurent-Puig, Pierre Dasgupta, Sonali Shia, Jinru Owens, Jonathan R. Abate, Samantha Van Schaeybroeck, Sandra Lawler, Mark Prehn, Jochen H. M. Ginty, Fiona Longley, Daniel B. |
author_facet | Stachtea, Xanthi Loughrey, Maurice B. Salvucci, Manuela Lindner, Andreas U. Cho, Sanghee McDonough, Elizabeth Sood, Anup Graf, John Santamaria-Pang, Alberto Corwin, Alex Laurent-Puig, Pierre Dasgupta, Sonali Shia, Jinru Owens, Jonathan R. Abate, Samantha Van Schaeybroeck, Sandra Lawler, Mark Prehn, Jochen H. M. Ginty, Fiona Longley, Daniel B. |
author_sort | Stachtea, Xanthi |
collection | PubMed |
description | Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence following adjuvant chemotherapy are currently lacking. In this study, we assessed immune signatures in the tumor and tumor microenvironment (TME) using an in situ multiplexed immunofluorescence imaging and single-cell analysis technology (Cell DIVE(TM)) and evaluated their correlations with patient outcomes. Tissue microarrays (TMAs) with up to three 1 mm diameter cores per patient were prepared from 117 stage III CRC patients treated with adjuvant fluoropyrimidine/oxaliplatin (FOLFOX) chemotherapy. Single sections underwent multiplexed immunofluorescence staining for immune cell markers (CD45, CD3, CD4, CD8, FOXP3, PD1) and tumor/cell segmentation markers (DAPI, pan-cytokeratin, AE1, NaKATPase, and S6). We used annotations and a probabilistic classification algorithm to build statistical models of immune cell types. Images were also qualitatively assessed independently by a Pathologist as ‘high’, ‘moderate’ or ‘low’, for stromal and total immune cell content. Excellent agreement was found between manual assessment and total automated scores (p < 0.0001). Moreover, compared to single markers, a multi-marker classification of regulatory T cells (Tregs: CD3+/CD4+FOXP3+/PD1−) was significantly associated with disease-free survival (DFS) and overall survival (OS) (p = 0.049 and 0.032) of FOLFOX-treated patients. Our results also showed that PD1− Tregs rather than PD1+ Tregs were associated with improved survival. These findings were supported by results from an independent FOLFOX-treated cohort of 191 stage III CRC patients, where higher PD1− Tregs were associated with an increase overall survival (p = 0.015) for CD3+/CD4+/FOXP3+/PD1−. Overall, compared to single markers, multi-marker classification provided more accurate quantitation of immune cell types with stronger correlations with outcomes. |
format | Online Article Text |
id | pubmed-8964416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group US |
record_format | MEDLINE/PubMed |
spelling | pubmed-89644162022-04-07 Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations Stachtea, Xanthi Loughrey, Maurice B. Salvucci, Manuela Lindner, Andreas U. Cho, Sanghee McDonough, Elizabeth Sood, Anup Graf, John Santamaria-Pang, Alberto Corwin, Alex Laurent-Puig, Pierre Dasgupta, Sonali Shia, Jinru Owens, Jonathan R. Abate, Samantha Van Schaeybroeck, Sandra Lawler, Mark Prehn, Jochen H. M. Ginty, Fiona Longley, Daniel B. Mod Pathol Article Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence following adjuvant chemotherapy are currently lacking. In this study, we assessed immune signatures in the tumor and tumor microenvironment (TME) using an in situ multiplexed immunofluorescence imaging and single-cell analysis technology (Cell DIVE(TM)) and evaluated their correlations with patient outcomes. Tissue microarrays (TMAs) with up to three 1 mm diameter cores per patient were prepared from 117 stage III CRC patients treated with adjuvant fluoropyrimidine/oxaliplatin (FOLFOX) chemotherapy. Single sections underwent multiplexed immunofluorescence staining for immune cell markers (CD45, CD3, CD4, CD8, FOXP3, PD1) and tumor/cell segmentation markers (DAPI, pan-cytokeratin, AE1, NaKATPase, and S6). We used annotations and a probabilistic classification algorithm to build statistical models of immune cell types. Images were also qualitatively assessed independently by a Pathologist as ‘high’, ‘moderate’ or ‘low’, for stromal and total immune cell content. Excellent agreement was found between manual assessment and total automated scores (p < 0.0001). Moreover, compared to single markers, a multi-marker classification of regulatory T cells (Tregs: CD3+/CD4+FOXP3+/PD1−) was significantly associated with disease-free survival (DFS) and overall survival (OS) (p = 0.049 and 0.032) of FOLFOX-treated patients. Our results also showed that PD1− Tregs rather than PD1+ Tregs were associated with improved survival. These findings were supported by results from an independent FOLFOX-treated cohort of 191 stage III CRC patients, where higher PD1− Tregs were associated with an increase overall survival (p = 0.015) for CD3+/CD4+/FOXP3+/PD1−. Overall, compared to single markers, multi-marker classification provided more accurate quantitation of immune cell types with stronger correlations with outcomes. Nature Publishing Group US 2021-11-03 2022 /pmc/articles/PMC8964416/ /pubmed/34732839 http://dx.doi.org/10.1038/s41379-021-00953-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Stachtea, Xanthi Loughrey, Maurice B. Salvucci, Manuela Lindner, Andreas U. Cho, Sanghee McDonough, Elizabeth Sood, Anup Graf, John Santamaria-Pang, Alberto Corwin, Alex Laurent-Puig, Pierre Dasgupta, Sonali Shia, Jinru Owens, Jonathan R. Abate, Samantha Van Schaeybroeck, Sandra Lawler, Mark Prehn, Jochen H. M. Ginty, Fiona Longley, Daniel B. Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title | Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title_full | Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title_fullStr | Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title_full_unstemmed | Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title_short | Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations |
title_sort | stratification of chemotherapy-treated stage iii colorectal cancer patients using multiplexed imaging and single-cell analysis of t-cell populations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8964416/ https://www.ncbi.nlm.nih.gov/pubmed/34732839 http://dx.doi.org/10.1038/s41379-021-00953-0 |
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