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Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer
The epidermal growth factor receptor (EGFR) inhibitor cetuximab is the only FDA-approved oncogene-targeting therapy for head and neck squamous cell carcinoma (HNSCC). Despite variable treatment response, no biomarkers exist to stratify patients for cetuximab therapy in HNSCC. Here, we applied unbias...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society for Clinical Investigation
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8564908/ https://www.ncbi.nlm.nih.gov/pubmed/34546978 http://dx.doi.org/10.1172/jci.insight.151982 |
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author | Bouhaddou, Mehdi Lee, Rex H. Li, Hua Bhola, Neil E. O’Keefe, Rachel A. Naser, Mohammad Zhu, Tian Ran Nwachuku, Kelechi Duvvuri, Umamaheswar Olshen, Adam B. Roy, Ritu Hechmer, Aaron Bolen, Jennifer Keysar, Stephen B. Jimeno, Antonio Mills, Gordon B. Vandenberg, Scott Swaney, Danielle L. Johnson, Daniel E. Krogan, Nevan J. Grandis, Jennifer R. |
author_facet | Bouhaddou, Mehdi Lee, Rex H. Li, Hua Bhola, Neil E. O’Keefe, Rachel A. Naser, Mohammad Zhu, Tian Ran Nwachuku, Kelechi Duvvuri, Umamaheswar Olshen, Adam B. Roy, Ritu Hechmer, Aaron Bolen, Jennifer Keysar, Stephen B. Jimeno, Antonio Mills, Gordon B. Vandenberg, Scott Swaney, Danielle L. Johnson, Daniel E. Krogan, Nevan J. Grandis, Jennifer R. |
author_sort | Bouhaddou, Mehdi |
collection | PubMed |
description | The epidermal growth factor receptor (EGFR) inhibitor cetuximab is the only FDA-approved oncogene-targeting therapy for head and neck squamous cell carcinoma (HNSCC). Despite variable treatment response, no biomarkers exist to stratify patients for cetuximab therapy in HNSCC. Here, we applied unbiased hierarchical clustering to reverse-phase protein array molecular profiles from patient-derived xenograft (PDX) tumors and revealed 2 PDX clusters defined by protein networks associated with EGFR inhibitor resistance. In vivo validation revealed unbiased clustering to classify PDX tumors according to cetuximab response with 88% accuracy. Next, a support vector machine classifier algorithm identified a minimalist biomarker signature consisting of 8 proteins — caveolin-1, Sox-2, AXL, STING, Brd4, claudin-7, connexin-43, and fibronectin — with expression that strongly predicted cetuximab response in PDXs using either protein or mRNA. A combination of caveolin-1 and Sox-2 protein levels was sufficient to maintain high predictive accuracy, which we validated in tumor samples from patients with HNSCC with known clinical response to cetuximab. These results support further investigation into the combined use of caveolin-1 and Sox-2 as predictive biomarkers for cetuximab response in the clinic. |
format | Online Article Text |
id | pubmed-8564908 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Society for Clinical Investigation |
record_format | MEDLINE/PubMed |
spelling | pubmed-85649082021-11-08 Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer Bouhaddou, Mehdi Lee, Rex H. Li, Hua Bhola, Neil E. O’Keefe, Rachel A. Naser, Mohammad Zhu, Tian Ran Nwachuku, Kelechi Duvvuri, Umamaheswar Olshen, Adam B. Roy, Ritu Hechmer, Aaron Bolen, Jennifer Keysar, Stephen B. Jimeno, Antonio Mills, Gordon B. Vandenberg, Scott Swaney, Danielle L. Johnson, Daniel E. Krogan, Nevan J. Grandis, Jennifer R. JCI Insight Research Article The epidermal growth factor receptor (EGFR) inhibitor cetuximab is the only FDA-approved oncogene-targeting therapy for head and neck squamous cell carcinoma (HNSCC). Despite variable treatment response, no biomarkers exist to stratify patients for cetuximab therapy in HNSCC. Here, we applied unbiased hierarchical clustering to reverse-phase protein array molecular profiles from patient-derived xenograft (PDX) tumors and revealed 2 PDX clusters defined by protein networks associated with EGFR inhibitor resistance. In vivo validation revealed unbiased clustering to classify PDX tumors according to cetuximab response with 88% accuracy. Next, a support vector machine classifier algorithm identified a minimalist biomarker signature consisting of 8 proteins — caveolin-1, Sox-2, AXL, STING, Brd4, claudin-7, connexin-43, and fibronectin — with expression that strongly predicted cetuximab response in PDXs using either protein or mRNA. A combination of caveolin-1 and Sox-2 protein levels was sufficient to maintain high predictive accuracy, which we validated in tumor samples from patients with HNSCC with known clinical response to cetuximab. These results support further investigation into the combined use of caveolin-1 and Sox-2 as predictive biomarkers for cetuximab response in the clinic. American Society for Clinical Investigation 2021-10-22 /pmc/articles/PMC8564908/ /pubmed/34546978 http://dx.doi.org/10.1172/jci.insight.151982 Text en © 2021 Bouhaddou et al. https://creativecommons.org/licenses/by/4.0/This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Article Bouhaddou, Mehdi Lee, Rex H. Li, Hua Bhola, Neil E. O’Keefe, Rachel A. Naser, Mohammad Zhu, Tian Ran Nwachuku, Kelechi Duvvuri, Umamaheswar Olshen, Adam B. Roy, Ritu Hechmer, Aaron Bolen, Jennifer Keysar, Stephen B. Jimeno, Antonio Mills, Gordon B. Vandenberg, Scott Swaney, Danielle L. Johnson, Daniel E. Krogan, Nevan J. Grandis, Jennifer R. Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title | Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title_full | Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title_fullStr | Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title_full_unstemmed | Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title_short | Caveolin-1 and Sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
title_sort | caveolin-1 and sox-2 are predictive biomarkers of cetuximab response in head and neck cancer |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8564908/ https://www.ncbi.nlm.nih.gov/pubmed/34546978 http://dx.doi.org/10.1172/jci.insight.151982 |
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