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Refining colorectal cancer classification and clinical stratification through a single-cell atlas
BACKGROUND: Colorectal cancer (CRC) consensus molecular subtypes (CMS) have different immunological, stromal cell, and clinicopathological characteristics. Single-cell characterization of CMS subtype tumor microenvironments is required to elucidate mechanisms of tumor and stroma cell contributions t...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9092724/ https://www.ncbi.nlm.nih.gov/pubmed/35538548 http://dx.doi.org/10.1186/s13059-022-02677-z |
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author | Khaliq, Ateeq M. Erdogan, Cihat Kurt, Zeyneb Turgut, Sultan Sevgi Grunvald, Miles W. Rand, Tim Khare, Sonal Borgia, Jeffrey A. Hayden, Dana M. Pappas, Sam G. Govekar, Henry R. Kam, Audrey E. Reiser, Jochen Turaga, Kiran Radovich, Milan Zang, Yong Qiu, Yingjie Liu, Yunlong Fishel, Melissa L. Turk, Anita Gupta, Vineet Al-Sabti, Ram Subramanian, Janakiraman Kuzel, Timothy M. Sadanandam, Anguraj Waldron, Levi Hussain, Arif Saleem, Mohammad El-Rayes, Bassel Salahudeen, Ameen A. Masood, Ashiq |
author_facet | Khaliq, Ateeq M. Erdogan, Cihat Kurt, Zeyneb Turgut, Sultan Sevgi Grunvald, Miles W. Rand, Tim Khare, Sonal Borgia, Jeffrey A. Hayden, Dana M. Pappas, Sam G. Govekar, Henry R. Kam, Audrey E. Reiser, Jochen Turaga, Kiran Radovich, Milan Zang, Yong Qiu, Yingjie Liu, Yunlong Fishel, Melissa L. Turk, Anita Gupta, Vineet Al-Sabti, Ram Subramanian, Janakiraman Kuzel, Timothy M. Sadanandam, Anguraj Waldron, Levi Hussain, Arif Saleem, Mohammad El-Rayes, Bassel Salahudeen, Ameen A. Masood, Ashiq |
author_sort | Khaliq, Ateeq M. |
collection | PubMed |
description | BACKGROUND: Colorectal cancer (CRC) consensus molecular subtypes (CMS) have different immunological, stromal cell, and clinicopathological characteristics. Single-cell characterization of CMS subtype tumor microenvironments is required to elucidate mechanisms of tumor and stroma cell contributions to pathogenesis which may advance subtype-specific therapeutic development. We interrogate racially diverse human CRC samples and analyze multiple independent external cohorts for a total of 487,829 single cells enabling high-resolution depiction of the cellular diversity and heterogeneity within the tumor and microenvironmental cells. RESULTS: Tumor cells recapitulate individual CMS subgroups yet exhibit significant intratumoral CMS heterogeneity. Both CMS1 microsatellite instability (MSI-H) CRCs and microsatellite stable (MSS) CRC demonstrate similar pathway activations at the tumor epithelial level. However, CD8+ cytotoxic T cell phenotype infiltration in MSI-H CRCs may explain why these tumors respond to immune checkpoint inhibitors. Cellular transcriptomic profiles in CRC exist in a tumor immune stromal continuum in contrast to discrete subtypes proposed by studies utilizing bulk transcriptomics. We note a dichotomy in tumor microenvironments across CMS subgroups exists by which patients with high cancer-associated fibroblasts (CAFs) and C1Q+TAM content exhibit poor outcomes, providing a higher level of personalization and precision than would distinct subtypes. Additionally, we discover CAF subtypes known to be associated with immunotherapy resistance. CONCLUSIONS: Distinct CAFs and C1Q+ TAMs are sufficient to explain CMS predictive ability and a simpler signature based on these cellular phenotypes could stratify CRC patient prognosis with greater precision. Therapeutically targeting specific CAF subtypes and C1Q + TAMs may promote immunotherapy responses in CRC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-022-02677-z. |
format | Online Article Text |
id | pubmed-9092724 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-90927242022-05-12 Refining colorectal cancer classification and clinical stratification through a single-cell atlas Khaliq, Ateeq M. Erdogan, Cihat Kurt, Zeyneb Turgut, Sultan Sevgi Grunvald, Miles W. Rand, Tim Khare, Sonal Borgia, Jeffrey A. Hayden, Dana M. Pappas, Sam G. Govekar, Henry R. Kam, Audrey E. Reiser, Jochen Turaga, Kiran Radovich, Milan Zang, Yong Qiu, Yingjie Liu, Yunlong Fishel, Melissa L. Turk, Anita Gupta, Vineet Al-Sabti, Ram Subramanian, Janakiraman Kuzel, Timothy M. Sadanandam, Anguraj Waldron, Levi Hussain, Arif Saleem, Mohammad El-Rayes, Bassel Salahudeen, Ameen A. Masood, Ashiq Genome Biol Research BACKGROUND: Colorectal cancer (CRC) consensus molecular subtypes (CMS) have different immunological, stromal cell, and clinicopathological characteristics. Single-cell characterization of CMS subtype tumor microenvironments is required to elucidate mechanisms of tumor and stroma cell contributions to pathogenesis which may advance subtype-specific therapeutic development. We interrogate racially diverse human CRC samples and analyze multiple independent external cohorts for a total of 487,829 single cells enabling high-resolution depiction of the cellular diversity and heterogeneity within the tumor and microenvironmental cells. RESULTS: Tumor cells recapitulate individual CMS subgroups yet exhibit significant intratumoral CMS heterogeneity. Both CMS1 microsatellite instability (MSI-H) CRCs and microsatellite stable (MSS) CRC demonstrate similar pathway activations at the tumor epithelial level. However, CD8+ cytotoxic T cell phenotype infiltration in MSI-H CRCs may explain why these tumors respond to immune checkpoint inhibitors. Cellular transcriptomic profiles in CRC exist in a tumor immune stromal continuum in contrast to discrete subtypes proposed by studies utilizing bulk transcriptomics. We note a dichotomy in tumor microenvironments across CMS subgroups exists by which patients with high cancer-associated fibroblasts (CAFs) and C1Q+TAM content exhibit poor outcomes, providing a higher level of personalization and precision than would distinct subtypes. Additionally, we discover CAF subtypes known to be associated with immunotherapy resistance. CONCLUSIONS: Distinct CAFs and C1Q+ TAMs are sufficient to explain CMS predictive ability and a simpler signature based on these cellular phenotypes could stratify CRC patient prognosis with greater precision. Therapeutically targeting specific CAF subtypes and C1Q + TAMs may promote immunotherapy responses in CRC patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-022-02677-z. BioMed Central 2022-05-11 /pmc/articles/PMC9092724/ /pubmed/35538548 http://dx.doi.org/10.1186/s13059-022-02677-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Khaliq, Ateeq M. Erdogan, Cihat Kurt, Zeyneb Turgut, Sultan Sevgi Grunvald, Miles W. Rand, Tim Khare, Sonal Borgia, Jeffrey A. Hayden, Dana M. Pappas, Sam G. Govekar, Henry R. Kam, Audrey E. Reiser, Jochen Turaga, Kiran Radovich, Milan Zang, Yong Qiu, Yingjie Liu, Yunlong Fishel, Melissa L. Turk, Anita Gupta, Vineet Al-Sabti, Ram Subramanian, Janakiraman Kuzel, Timothy M. Sadanandam, Anguraj Waldron, Levi Hussain, Arif Saleem, Mohammad El-Rayes, Bassel Salahudeen, Ameen A. Masood, Ashiq Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title | Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title_full | Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title_fullStr | Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title_full_unstemmed | Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title_short | Refining colorectal cancer classification and clinical stratification through a single-cell atlas |
title_sort | refining colorectal cancer classification and clinical stratification through a single-cell atlas |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9092724/ https://www.ncbi.nlm.nih.gov/pubmed/35538548 http://dx.doi.org/10.1186/s13059-022-02677-z |
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