Cargando…
In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response
Response to immunotherapies can be variable and unpredictable. Pathology-based phenotyping of tumors into ‘hot’ and ‘cold’ is static, relying solely on T-cell infiltration in single-time single-site biopsies, resulting in suboptimal treatment response prediction. Dynamic vascular events (tumor angio...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9463451/ https://www.ncbi.nlm.nih.gov/pubmed/36085288 http://dx.doi.org/10.1038/s41467-022-32738-7 |
_version_ | 1784787392802062336 |
---|---|
author | Sahu, Aditi Kose, Kivanc Kraehenbuehl, Lukas Byers, Candice Holland, Aliya Tembo, Teguru Santella, Anthony Alfonso, Anabel Li, Madison Cordova, Miguel Gill, Melissa Fox, Christi Gonzalez, Salvador Kumar, Piyush Wang, Amber Weiching Kurtansky, Nicholas Chandrani, Pratik Yin, Shen Mehta, Paras Navarrete-Dechent, Cristian Peterson, Gary King, Kimeil Dusza, Stephen Yang, Ning Liu, Shuaitong Phillips, William Guitera, Pascale Rossi, Anthony Halpern, Allan Deng, Liang Pulitzer, Melissa Marghoob, Ashfaq Chen, Chih-Shan Jason Merghoub, Taha Rajadhyaksha, Milind |
author_facet | Sahu, Aditi Kose, Kivanc Kraehenbuehl, Lukas Byers, Candice Holland, Aliya Tembo, Teguru Santella, Anthony Alfonso, Anabel Li, Madison Cordova, Miguel Gill, Melissa Fox, Christi Gonzalez, Salvador Kumar, Piyush Wang, Amber Weiching Kurtansky, Nicholas Chandrani, Pratik Yin, Shen Mehta, Paras Navarrete-Dechent, Cristian Peterson, Gary King, Kimeil Dusza, Stephen Yang, Ning Liu, Shuaitong Phillips, William Guitera, Pascale Rossi, Anthony Halpern, Allan Deng, Liang Pulitzer, Melissa Marghoob, Ashfaq Chen, Chih-Shan Jason Merghoub, Taha Rajadhyaksha, Milind |
author_sort | Sahu, Aditi |
collection | PubMed |
description | Response to immunotherapies can be variable and unpredictable. Pathology-based phenotyping of tumors into ‘hot’ and ‘cold’ is static, relying solely on T-cell infiltration in single-time single-site biopsies, resulting in suboptimal treatment response prediction. Dynamic vascular events (tumor angiogenesis, leukocyte trafficking) within tumor immune microenvironment (TiME) also influence anti-tumor immunity and treatment response. Here, we report dynamic cellular-level TiME phenotyping in vivo that combines inflammation profiles with vascular features through non-invasive reflectance confocal microscopic imaging. In skin cancer patients, we demonstrate three main TiME phenotypes that correlate with gene and protein expression, and response to toll-like receptor agonist immune-therapy. Notably, phenotypes with high inflammation associate with immunostimulatory signatures and those with high vasculature with angiogenic and endothelial anergy signatures. Moreover, phenotypes with high inflammation and low vasculature demonstrate the best treatment response. This non-invasive in vivo phenotyping approach integrating dynamic vasculature with inflammation serves as a reliable predictor of response to topical immune-therapy in patients. |
format | Online Article Text |
id | pubmed-9463451 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94634512022-09-11 In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response Sahu, Aditi Kose, Kivanc Kraehenbuehl, Lukas Byers, Candice Holland, Aliya Tembo, Teguru Santella, Anthony Alfonso, Anabel Li, Madison Cordova, Miguel Gill, Melissa Fox, Christi Gonzalez, Salvador Kumar, Piyush Wang, Amber Weiching Kurtansky, Nicholas Chandrani, Pratik Yin, Shen Mehta, Paras Navarrete-Dechent, Cristian Peterson, Gary King, Kimeil Dusza, Stephen Yang, Ning Liu, Shuaitong Phillips, William Guitera, Pascale Rossi, Anthony Halpern, Allan Deng, Liang Pulitzer, Melissa Marghoob, Ashfaq Chen, Chih-Shan Jason Merghoub, Taha Rajadhyaksha, Milind Nat Commun Article Response to immunotherapies can be variable and unpredictable. Pathology-based phenotyping of tumors into ‘hot’ and ‘cold’ is static, relying solely on T-cell infiltration in single-time single-site biopsies, resulting in suboptimal treatment response prediction. Dynamic vascular events (tumor angiogenesis, leukocyte trafficking) within tumor immune microenvironment (TiME) also influence anti-tumor immunity and treatment response. Here, we report dynamic cellular-level TiME phenotyping in vivo that combines inflammation profiles with vascular features through non-invasive reflectance confocal microscopic imaging. In skin cancer patients, we demonstrate three main TiME phenotypes that correlate with gene and protein expression, and response to toll-like receptor agonist immune-therapy. Notably, phenotypes with high inflammation associate with immunostimulatory signatures and those with high vasculature with angiogenic and endothelial anergy signatures. Moreover, phenotypes with high inflammation and low vasculature demonstrate the best treatment response. This non-invasive in vivo phenotyping approach integrating dynamic vasculature with inflammation serves as a reliable predictor of response to topical immune-therapy in patients. Nature Publishing Group UK 2022-09-09 /pmc/articles/PMC9463451/ /pubmed/36085288 http://dx.doi.org/10.1038/s41467-022-32738-7 Text en © The Author(s) 2022 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 Sahu, Aditi Kose, Kivanc Kraehenbuehl, Lukas Byers, Candice Holland, Aliya Tembo, Teguru Santella, Anthony Alfonso, Anabel Li, Madison Cordova, Miguel Gill, Melissa Fox, Christi Gonzalez, Salvador Kumar, Piyush Wang, Amber Weiching Kurtansky, Nicholas Chandrani, Pratik Yin, Shen Mehta, Paras Navarrete-Dechent, Cristian Peterson, Gary King, Kimeil Dusza, Stephen Yang, Ning Liu, Shuaitong Phillips, William Guitera, Pascale Rossi, Anthony Halpern, Allan Deng, Liang Pulitzer, Melissa Marghoob, Ashfaq Chen, Chih-Shan Jason Merghoub, Taha Rajadhyaksha, Milind In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title | In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title_full | In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title_fullStr | In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title_full_unstemmed | In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title_short | In vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
title_sort | in vivo tumor immune microenvironment phenotypes correlate with inflammation and vasculature to predict immunotherapy response |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9463451/ https://www.ncbi.nlm.nih.gov/pubmed/36085288 http://dx.doi.org/10.1038/s41467-022-32738-7 |
work_keys_str_mv | AT sahuaditi invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT kosekivanc invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT kraehenbuehllukas invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT byerscandice invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT hollandaliya invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT temboteguru invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT santellaanthony invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT alfonsoanabel invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT limadison invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT cordovamiguel invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT gillmelissa invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT foxchristi invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT gonzalezsalvador invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT kumarpiyush invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT wangamberweiching invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT kurtanskynicholas invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT chandranipratik invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT yinshen invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT mehtaparas invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT navarretedechentcristian invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT petersongary invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT kingkimeil invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT duszastephen invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT yangning invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT liushuaitong invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT phillipswilliam invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT guiterapascale invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT rossianthony invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT halpernallan invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT dengliang invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT pulitzermelissa invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT marghoobashfaq invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT chenchihshanjason invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT merghoubtaha invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse AT rajadhyakshamilind invivotumorimmunemicroenvironmentphenotypescorrelatewithinflammationandvasculaturetopredictimmunotherapyresponse |