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Brain metastases: It takes two factors for a primary cancer to metastasize to brain
Brain metastasis of a cancer is a malignant disease with high mortality, but the cause and the molecular mechanism remain largely unknown. Using the samples of primary tumors of 22 cancer types in the TCGA database, we have performed a computational study of their transcriptomic data to investigate...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554149/ https://www.ncbi.nlm.nih.gov/pubmed/36248975 http://dx.doi.org/10.3389/fonc.2022.1003715 |
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author | Liu, Dingyun Bai, Jun Chen, Qian Tan, Renbo An, Zheng Xiao, Jun Qu, Yingwei Xu, Ying |
author_facet | Liu, Dingyun Bai, Jun Chen, Qian Tan, Renbo An, Zheng Xiao, Jun Qu, Yingwei Xu, Ying |
author_sort | Liu, Dingyun |
collection | PubMed |
description | Brain metastasis of a cancer is a malignant disease with high mortality, but the cause and the molecular mechanism remain largely unknown. Using the samples of primary tumors of 22 cancer types in the TCGA database, we have performed a computational study of their transcriptomic data to investigate the drivers of brain metastases at the basic physics and chemistry level. Our main discoveries are: (i) the physical characteristics, namely electric charge, molecular weight, and the hydrophobicity of the extracellular structures of the expressed transmembrane proteins largely affect a primary cancer cell’s ability to cross the blood-brain barrier; and (ii) brain metastasis may require specific functions provided by the activated enzymes in the metastasizing primary cancer cells for survival in the brain micro-environment. Both predictions are supported by published experimental studies. Based on these findings, we have built a classifier to predict if a given primary cancer may have brain metastasis, achieving the accuracy level at AUC = 0.92 on large test sets. |
format | Online Article Text |
id | pubmed-9554149 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95541492022-10-13 Brain metastases: It takes two factors for a primary cancer to metastasize to brain Liu, Dingyun Bai, Jun Chen, Qian Tan, Renbo An, Zheng Xiao, Jun Qu, Yingwei Xu, Ying Front Oncol Oncology Brain metastasis of a cancer is a malignant disease with high mortality, but the cause and the molecular mechanism remain largely unknown. Using the samples of primary tumors of 22 cancer types in the TCGA database, we have performed a computational study of their transcriptomic data to investigate the drivers of brain metastases at the basic physics and chemistry level. Our main discoveries are: (i) the physical characteristics, namely electric charge, molecular weight, and the hydrophobicity of the extracellular structures of the expressed transmembrane proteins largely affect a primary cancer cell’s ability to cross the blood-brain barrier; and (ii) brain metastasis may require specific functions provided by the activated enzymes in the metastasizing primary cancer cells for survival in the brain micro-environment. Both predictions are supported by published experimental studies. Based on these findings, we have built a classifier to predict if a given primary cancer may have brain metastasis, achieving the accuracy level at AUC = 0.92 on large test sets. Frontiers Media S.A. 2022-09-28 /pmc/articles/PMC9554149/ /pubmed/36248975 http://dx.doi.org/10.3389/fonc.2022.1003715 Text en Copyright © 2022 Liu, Bai, Chen, Tan, An, Xiao, Qu and Xu 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 Liu, Dingyun Bai, Jun Chen, Qian Tan, Renbo An, Zheng Xiao, Jun Qu, Yingwei Xu, Ying Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title | Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title_full | Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title_fullStr | Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title_full_unstemmed | Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title_short | Brain metastases: It takes two factors for a primary cancer to metastasize to brain |
title_sort | brain metastases: it takes two factors for a primary cancer to metastasize to brain |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554149/ https://www.ncbi.nlm.nih.gov/pubmed/36248975 http://dx.doi.org/10.3389/fonc.2022.1003715 |
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