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TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER
We performed a comprehensive proteogenomic analysis across seven childhood brain tumors for a deeper understanding of their functional biology. Whole genome sequencing, RNAseq, quantitative proteomic profiling and phosphoproteomics were performed on 219 fresh frozen tumor samples representing the hi...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7715347/ http://dx.doi.org/10.1093/neuonc/noaa222.846 |
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author | Petralia, Francesca Tignor, Nicole Rykunov, Dmitri Revas, Boris Chowdhury, Shrabanti Krek, Azra Raman, Pichae Ji, Jiayi Zhu, Yuankun Ma, Weiping Song, Xiaoyu Fenyo, David Gygi, Steven Ivey, Richard Iavarone, Antonio Whiteaker, Jeffrey Colaprico, Antonio Nesvizhskii, Alexey Rodriguez, Henry Paulovich, Amanda Hiltke, Tara Resnick, Adam Wang, Pei Rood, Brian |
author_facet | Petralia, Francesca Tignor, Nicole Rykunov, Dmitri Revas, Boris Chowdhury, Shrabanti Krek, Azra Raman, Pichae Ji, Jiayi Zhu, Yuankun Ma, Weiping Song, Xiaoyu Fenyo, David Gygi, Steven Ivey, Richard Iavarone, Antonio Whiteaker, Jeffrey Colaprico, Antonio Nesvizhskii, Alexey Rodriguez, Henry Paulovich, Amanda Hiltke, Tara Resnick, Adam Wang, Pei Rood, Brian |
author_sort | Petralia, Francesca |
collection | PubMed |
description | We performed a comprehensive proteogenomic analysis across seven childhood brain tumors for a deeper understanding of their functional biology. Whole genome sequencing, RNAseq, quantitative proteomic profiling and phosphoproteomics were performed on 219 fresh frozen tumor samples representing the histologic diagnoses of: low grade astrocytoma (93), ependymoma (32), high grade astrocytoma (26), medulloblastoma (22), ganglioglioma (18), craniopharyngioma (16) and atypical teratoid rhabdoid tumor (12). Unsupervised clustering analysis based on proteomics data reveals eight clusters with distinct protein profiles and pathway activities. While some clusters coincide with histologic diagnoses, a couple of clusters appear to be a mixture of different diagnoses, including one cluster consisting of “aggressive” tumors characterized by poor survival and high stemness scores. By integrating proteomic data with RNAseq and WGS data, we characterize the impact of mutations (H3K27M, BRAFV600E, BRAF fusion) and CNVs upon the proteome across various diagnoses. Multiomics based kinase-substrate association analysis and co-expression network analysis reveal targetable active kinase networks within these tumors. Proteomic data reveals unique biology associated with H3K27M mutation status in HGG and BRAF aberrations in LGG. Characterization of the tumor microenvironment through deconvolution analyses based on multi-omics data reveals 5 distinct tumor clusters associated with different populations of infiltrating immune cells and the relative activity of the immune system based upon the expression of pro-inflammation or immunosuppressive markers. This study reports the first large-scale deep comprehensive proteogenomic analysis crossing traditional histologic boundaries to uncover foundational pediatric brain tumor biology including functional insight that helps drive translational efforts. |
format | Online Article Text |
id | pubmed-7715347 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-77153472020-12-09 TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER Petralia, Francesca Tignor, Nicole Rykunov, Dmitri Revas, Boris Chowdhury, Shrabanti Krek, Azra Raman, Pichae Ji, Jiayi Zhu, Yuankun Ma, Weiping Song, Xiaoyu Fenyo, David Gygi, Steven Ivey, Richard Iavarone, Antonio Whiteaker, Jeffrey Colaprico, Antonio Nesvizhskii, Alexey Rodriguez, Henry Paulovich, Amanda Hiltke, Tara Resnick, Adam Wang, Pei Rood, Brian Neuro Oncol Tumor Biology (not fitting a specific disease category) We performed a comprehensive proteogenomic analysis across seven childhood brain tumors for a deeper understanding of their functional biology. Whole genome sequencing, RNAseq, quantitative proteomic profiling and phosphoproteomics were performed on 219 fresh frozen tumor samples representing the histologic diagnoses of: low grade astrocytoma (93), ependymoma (32), high grade astrocytoma (26), medulloblastoma (22), ganglioglioma (18), craniopharyngioma (16) and atypical teratoid rhabdoid tumor (12). Unsupervised clustering analysis based on proteomics data reveals eight clusters with distinct protein profiles and pathway activities. While some clusters coincide with histologic diagnoses, a couple of clusters appear to be a mixture of different diagnoses, including one cluster consisting of “aggressive” tumors characterized by poor survival and high stemness scores. By integrating proteomic data with RNAseq and WGS data, we characterize the impact of mutations (H3K27M, BRAFV600E, BRAF fusion) and CNVs upon the proteome across various diagnoses. Multiomics based kinase-substrate association analysis and co-expression network analysis reveal targetable active kinase networks within these tumors. Proteomic data reveals unique biology associated with H3K27M mutation status in HGG and BRAF aberrations in LGG. Characterization of the tumor microenvironment through deconvolution analyses based on multi-omics data reveals 5 distinct tumor clusters associated with different populations of infiltrating immune cells and the relative activity of the immune system based upon the expression of pro-inflammation or immunosuppressive markers. This study reports the first large-scale deep comprehensive proteogenomic analysis crossing traditional histologic boundaries to uncover foundational pediatric brain tumor biology including functional insight that helps drive translational efforts. Oxford University Press 2020-12-04 /pmc/articles/PMC7715347/ http://dx.doi.org/10.1093/neuonc/noaa222.846 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of the Society for Neuro-Oncology. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Tumor Biology (not fitting a specific disease category) Petralia, Francesca Tignor, Nicole Rykunov, Dmitri Revas, Boris Chowdhury, Shrabanti Krek, Azra Raman, Pichae Ji, Jiayi Zhu, Yuankun Ma, Weiping Song, Xiaoyu Fenyo, David Gygi, Steven Ivey, Richard Iavarone, Antonio Whiteaker, Jeffrey Colaprico, Antonio Nesvizhskii, Alexey Rodriguez, Henry Paulovich, Amanda Hiltke, Tara Resnick, Adam Wang, Pei Rood, Brian TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title | TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title_full | TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title_fullStr | TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title_full_unstemmed | TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title_short | TBIO-19. INTEGRATED GENOMIC, PROTEOMIC AND PHOSPHOPROTEOMIC ANALYSIS OF SEVEN TYPES OF PEDIATRIC BRAIN CANCER |
title_sort | tbio-19. integrated genomic, proteomic and phosphoproteomic analysis of seven types of pediatric brain cancer |
topic | Tumor Biology (not fitting a specific disease category) |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7715347/ http://dx.doi.org/10.1093/neuonc/noaa222.846 |
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