Cargando…

Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients

Cellular subpopulations within the colorectal tumor microenvironment (TME) include CD3(+) and CD8(+) lymphocytes, CD68(+) and CD163(+) macrophages, and tumor buds (TBs), all of which have known prognostic significance in stage II colorectal cancer. However, the prognostic relevance of their spatial...

Descripción completa

Detalles Bibliográficos
Autores principales: Nearchou, Ines P., Gwyther, Bethany M., Georgiakakis, Elena C. T., Gavriel, Christos G., Lillard, Kate, Kajiwara, Yoshiki, Ueno, Hideki, Harrison, David J., Caie, Peter D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229187/
https://www.ncbi.nlm.nih.gov/pubmed/32435699
http://dx.doi.org/10.1038/s41746-020-0275-x
_version_ 1783534709993635840
author Nearchou, Ines P.
Gwyther, Bethany M.
Georgiakakis, Elena C. T.
Gavriel, Christos G.
Lillard, Kate
Kajiwara, Yoshiki
Ueno, Hideki
Harrison, David J.
Caie, Peter D.
author_facet Nearchou, Ines P.
Gwyther, Bethany M.
Georgiakakis, Elena C. T.
Gavriel, Christos G.
Lillard, Kate
Kajiwara, Yoshiki
Ueno, Hideki
Harrison, David J.
Caie, Peter D.
author_sort Nearchou, Ines P.
collection PubMed
description Cellular subpopulations within the colorectal tumor microenvironment (TME) include CD3(+) and CD8(+) lymphocytes, CD68(+) and CD163(+) macrophages, and tumor buds (TBs), all of which have known prognostic significance in stage II colorectal cancer. However, the prognostic relevance of their spatial interactions remains unknown. Here, by applying automated image analysis and machine learning approaches, we evaluate the prognostic significance of these cellular subpopulations and their spatial interactions. Resultant data, from a training cohort retrospectively collated from Edinburgh, UK hospitals (n = 113), were used to create a combinatorial prognostic model, which identified a subpopulation of patients who exhibit 100% survival over a 5-year follow-up period. The combinatorial model integrated lymphocytic infiltration, the number of lymphocytes within 50-μm proximity to TBs, and the CD68(+)/CD163(+) macrophage ratio. This finding was confirmed on an independent validation cohort, which included patients treated in Japan and Scotland (n = 117). This work shows that by analyzing multiple cellular subpopulations from the complex TME, it is possible to identify patients for whom surgical resection alone may be curative.
format Online
Article
Text
id pubmed-7229187
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-72291872020-05-20 Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients Nearchou, Ines P. Gwyther, Bethany M. Georgiakakis, Elena C. T. Gavriel, Christos G. Lillard, Kate Kajiwara, Yoshiki Ueno, Hideki Harrison, David J. Caie, Peter D. NPJ Digit Med Article Cellular subpopulations within the colorectal tumor microenvironment (TME) include CD3(+) and CD8(+) lymphocytes, CD68(+) and CD163(+) macrophages, and tumor buds (TBs), all of which have known prognostic significance in stage II colorectal cancer. However, the prognostic relevance of their spatial interactions remains unknown. Here, by applying automated image analysis and machine learning approaches, we evaluate the prognostic significance of these cellular subpopulations and their spatial interactions. Resultant data, from a training cohort retrospectively collated from Edinburgh, UK hospitals (n = 113), were used to create a combinatorial prognostic model, which identified a subpopulation of patients who exhibit 100% survival over a 5-year follow-up period. The combinatorial model integrated lymphocytic infiltration, the number of lymphocytes within 50-μm proximity to TBs, and the CD68(+)/CD163(+) macrophage ratio. This finding was confirmed on an independent validation cohort, which included patients treated in Japan and Scotland (n = 117). This work shows that by analyzing multiple cellular subpopulations from the complex TME, it is possible to identify patients for whom surgical resection alone may be curative. Nature Publishing Group UK 2020-05-15 /pmc/articles/PMC7229187/ /pubmed/32435699 http://dx.doi.org/10.1038/s41746-020-0275-x Text en © The Author(s) 2020 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/.
spellingShingle Article
Nearchou, Ines P.
Gwyther, Bethany M.
Georgiakakis, Elena C. T.
Gavriel, Christos G.
Lillard, Kate
Kajiwara, Yoshiki
Ueno, Hideki
Harrison, David J.
Caie, Peter D.
Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title_full Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title_fullStr Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title_full_unstemmed Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title_short Spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage II patients
title_sort spatial immune profiling of the colorectal tumor microenvironment predicts good outcome in stage ii patients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7229187/
https://www.ncbi.nlm.nih.gov/pubmed/32435699
http://dx.doi.org/10.1038/s41746-020-0275-x
work_keys_str_mv AT nearchouinesp spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT gwytherbethanym spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT georgiakakiselenact spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT gavrielchristosg spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT lillardkate spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT kajiwarayoshiki spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT uenohideki spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT harrisondavidj spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients
AT caiepeterd spatialimmuneprofilingofthecolorectaltumormicroenvironmentpredictsgoodoutcomeinstageiipatients