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Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes

Osteosarcoma is a relatively rare but aggressive cancer of the bones with a shortage of effective biomarkers. Although less common in humans, Osteosarcomas are fairly common in adult pet dogs and have been shown to share many similarities with their human analogs. In this work, we analyze bulk trans...

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Autores principales: Patkar, Sushant, Mannheimer, Josh, Harmon, Stephanie, Mazcko, Christina, Choyke, Peter, Brown, G Tom, Turkbey, Baris, LeBlanc, Amy, Beck, Jessica
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557692/
https://www.ncbi.nlm.nih.gov/pubmed/37808704
http://dx.doi.org/10.1101/2023.09.27.559797
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author Patkar, Sushant
Mannheimer, Josh
Harmon, Stephanie
Mazcko, Christina
Choyke, Peter
Brown, G Tom
Turkbey, Baris
LeBlanc, Amy
Beck, Jessica
author_facet Patkar, Sushant
Mannheimer, Josh
Harmon, Stephanie
Mazcko, Christina
Choyke, Peter
Brown, G Tom
Turkbey, Baris
LeBlanc, Amy
Beck, Jessica
author_sort Patkar, Sushant
collection PubMed
description Osteosarcoma is a relatively rare but aggressive cancer of the bones with a shortage of effective biomarkers. Although less common in humans, Osteosarcomas are fairly common in adult pet dogs and have been shown to share many similarities with their human analogs. In this work, we analyze bulk transcriptomic data of 213 primary and 100 metastatic Osteosarcoma samples from 210 pet dogs enrolled in nation-wide clinical trials to uncover three Tumor Microenvironment (TME)-based subtypes: Immune Enriched (IE), Immune Enriched Dense Extra-Cellular Matrix-like (IE-ECM) and Immune Desert (ID) with distinct cell type compositions, oncogenic pathway activity and chromosomal instability. Furthermore, leveraging bulk transcriptomic data of canine primary tumors and their matched metastases from different sites, we characterize how the Osteosarcoma TME evolves from primary to metastatic disease in a standard of care clinical setting and assess its overall impact on clinical outcomes of canines. Most importantly, we find that TME-based subtypes of canine Osteosarcomas are conserved in humans and predictive of progression free survival outcomes of human patients, independently of known prognostic biomarkers such as presence of metastatic disease at diagnosis and percent necrosis following chemotherapy. In summary, these results demonstrate the power of using canines to model the human Osteosarcoma TME and discover novel biomarkers for clinical translation.
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spelling pubmed-105576922023-10-07 Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes Patkar, Sushant Mannheimer, Josh Harmon, Stephanie Mazcko, Christina Choyke, Peter Brown, G Tom Turkbey, Baris LeBlanc, Amy Beck, Jessica bioRxiv Article Osteosarcoma is a relatively rare but aggressive cancer of the bones with a shortage of effective biomarkers. Although less common in humans, Osteosarcomas are fairly common in adult pet dogs and have been shown to share many similarities with their human analogs. In this work, we analyze bulk transcriptomic data of 213 primary and 100 metastatic Osteosarcoma samples from 210 pet dogs enrolled in nation-wide clinical trials to uncover three Tumor Microenvironment (TME)-based subtypes: Immune Enriched (IE), Immune Enriched Dense Extra-Cellular Matrix-like (IE-ECM) and Immune Desert (ID) with distinct cell type compositions, oncogenic pathway activity and chromosomal instability. Furthermore, leveraging bulk transcriptomic data of canine primary tumors and their matched metastases from different sites, we characterize how the Osteosarcoma TME evolves from primary to metastatic disease in a standard of care clinical setting and assess its overall impact on clinical outcomes of canines. Most importantly, we find that TME-based subtypes of canine Osteosarcomas are conserved in humans and predictive of progression free survival outcomes of human patients, independently of known prognostic biomarkers such as presence of metastatic disease at diagnosis and percent necrosis following chemotherapy. In summary, these results demonstrate the power of using canines to model the human Osteosarcoma TME and discover novel biomarkers for clinical translation. Cold Spring Harbor Laboratory 2023-09-29 /pmc/articles/PMC10557692/ /pubmed/37808704 http://dx.doi.org/10.1101/2023.09.27.559797 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Patkar, Sushant
Mannheimer, Josh
Harmon, Stephanie
Mazcko, Christina
Choyke, Peter
Brown, G Tom
Turkbey, Baris
LeBlanc, Amy
Beck, Jessica
Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title_full Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title_fullStr Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title_full_unstemmed Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title_short Large Scale Comparative Deconvolution Analysis of the Canine and Human Osteosarcoma Tumor Microenvironment Uncovers Conserved Clinically Relevant Subtypes
title_sort large scale comparative deconvolution analysis of the canine and human osteosarcoma tumor microenvironment uncovers conserved clinically relevant subtypes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557692/
https://www.ncbi.nlm.nih.gov/pubmed/37808704
http://dx.doi.org/10.1101/2023.09.27.559797
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