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Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy
BACKGROUND: The incidence of brain metastasis continues to increase as therapeutic strategies have improved for a number of solid tumors. The presence of brain metastasis is associated with worse prognosis but it is unclear if distinctive biomarkers can separate patients at risk for CNS related deat...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8056216/ https://www.ncbi.nlm.nih.gov/pubmed/33889540 http://dx.doi.org/10.3389/fonc.2020.615472 |
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author | Su, Jing Song, Qianqian Qasem, Shadi O’Neill, Stacey Lee, Jingyun Furdui, Cristina M. Pasche, Boris Metheny-Barlow, Linda Masters, Adrianna H. Lo, Hui-Wen Xing, Fei Watabe, Kounosuke Miller, Lance D. Tatter, Stephen B. Laxton, Adrian W. Whitlow, Christopher T. Chan, Michael D. Soike, Michael H. Ruiz, Jimmy |
author_facet | Su, Jing Song, Qianqian Qasem, Shadi O’Neill, Stacey Lee, Jingyun Furdui, Cristina M. Pasche, Boris Metheny-Barlow, Linda Masters, Adrianna H. Lo, Hui-Wen Xing, Fei Watabe, Kounosuke Miller, Lance D. Tatter, Stephen B. Laxton, Adrian W. Whitlow, Christopher T. Chan, Michael D. Soike, Michael H. Ruiz, Jimmy |
author_sort | Su, Jing |
collection | PubMed |
description | BACKGROUND: The incidence of brain metastasis continues to increase as therapeutic strategies have improved for a number of solid tumors. The presence of brain metastasis is associated with worse prognosis but it is unclear if distinctive biomarkers can separate patients at risk for CNS related death. METHODS: We executed a single institution retrospective collection of brain metastasis from patients who were diagnosed with lung, breast, and other primary tumors. The brain metastatic samples were sent for RNA sequencing, proteomic and metabolomic analysis of brain metastasis. The primary outcome was distant brain failure after definitive therapies that included craniotomy resection and radiation to surgical bed. Novel prognostic subtypes were discovered using transcriptomic data and sparse non-negative matrix factorization. RESULTS: We discovered two molecular subtypes showing statistically significant differential prognosis irrespective of tumor subtype. The median survival time of the good and the poor prognostic subtypes were 7.89 and 42.27 months, respectively. Further integrated characterization and analysis of these two distinctive prognostic subtypes using transcriptomic, proteomic, and metabolomic molecular profiles of patients identified key pathways and metabolites. The analysis suggested that immune microenvironment landscape as well as proliferation and migration signaling pathways may be responsible to the observed survival difference. CONCLUSION: A multi-omics approach to characterization of brain metastasis provides an opportunity to identify clinically impactful biomarkers and associated prognostic subtypes and generate provocative integrative understanding of disease. |
format | Online Article Text |
id | pubmed-8056216 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80562162021-04-21 Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy Su, Jing Song, Qianqian Qasem, Shadi O’Neill, Stacey Lee, Jingyun Furdui, Cristina M. Pasche, Boris Metheny-Barlow, Linda Masters, Adrianna H. Lo, Hui-Wen Xing, Fei Watabe, Kounosuke Miller, Lance D. Tatter, Stephen B. Laxton, Adrian W. Whitlow, Christopher T. Chan, Michael D. Soike, Michael H. Ruiz, Jimmy Front Oncol Oncology BACKGROUND: The incidence of brain metastasis continues to increase as therapeutic strategies have improved for a number of solid tumors. The presence of brain metastasis is associated with worse prognosis but it is unclear if distinctive biomarkers can separate patients at risk for CNS related death. METHODS: We executed a single institution retrospective collection of brain metastasis from patients who were diagnosed with lung, breast, and other primary tumors. The brain metastatic samples were sent for RNA sequencing, proteomic and metabolomic analysis of brain metastasis. The primary outcome was distant brain failure after definitive therapies that included craniotomy resection and radiation to surgical bed. Novel prognostic subtypes were discovered using transcriptomic data and sparse non-negative matrix factorization. RESULTS: We discovered two molecular subtypes showing statistically significant differential prognosis irrespective of tumor subtype. The median survival time of the good and the poor prognostic subtypes were 7.89 and 42.27 months, respectively. Further integrated characterization and analysis of these two distinctive prognostic subtypes using transcriptomic, proteomic, and metabolomic molecular profiles of patients identified key pathways and metabolites. The analysis suggested that immune microenvironment landscape as well as proliferation and migration signaling pathways may be responsible to the observed survival difference. CONCLUSION: A multi-omics approach to characterization of brain metastasis provides an opportunity to identify clinically impactful biomarkers and associated prognostic subtypes and generate provocative integrative understanding of disease. Frontiers Media S.A. 2021-04-06 /pmc/articles/PMC8056216/ /pubmed/33889540 http://dx.doi.org/10.3389/fonc.2020.615472 Text en Copyright © 2021 Su, Song, Qasem, O’Neill, Lee, Furdui, Pasche, Metheny-Barlow, Masters, Lo, Xing, Watabe, Miller, Tatter, Laxton, Whitlow, Chan, Soike and Ruiz https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Su, Jing Song, Qianqian Qasem, Shadi O’Neill, Stacey Lee, Jingyun Furdui, Cristina M. Pasche, Boris Metheny-Barlow, Linda Masters, Adrianna H. Lo, Hui-Wen Xing, Fei Watabe, Kounosuke Miller, Lance D. Tatter, Stephen B. Laxton, Adrian W. Whitlow, Christopher T. Chan, Michael D. Soike, Michael H. Ruiz, Jimmy Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title | Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title_full | Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title_fullStr | Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title_full_unstemmed | Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title_short | Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy |
title_sort | multi-omics analysis of brain metastasis outcomes following craniotomy |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8056216/ https://www.ncbi.nlm.nih.gov/pubmed/33889540 http://dx.doi.org/10.3389/fonc.2020.615472 |
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