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Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas

SIMPLE SUMMARY: Gliomas are the most common malignant brain tumors with high mortality rates. Recently the role of the FREM2 gene has been shown in glioblastoma progression. Here we reconstructed the FREM2 molecular pathway. We assessed the biomarker capacity of FREM2 expression and its pathway as t...

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Autores principales: Zolotovskaia, Marianna, Tkachev, Victor, Sorokin, Maxim, Garazha, Andrew, Kim, Ella, Kantelhardt, Sven Rainer, Bikar, Sven-Ernö, Zottel, Alja, Šamec, Neja, Kuzmin, Denis, Sprang, Bettina, Moisseev, Alexey, Giese, Alf, Efimov, Victor, Jovčevska, Ivana, Buzdin, Anton
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8394245/
https://www.ncbi.nlm.nih.gov/pubmed/34439271
http://dx.doi.org/10.3390/cancers13164117
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author Zolotovskaia, Marianna
Tkachev, Victor
Sorokin, Maxim
Garazha, Andrew
Kim, Ella
Kantelhardt, Sven Rainer
Bikar, Sven-Ernö
Zottel, Alja
Šamec, Neja
Kuzmin, Denis
Sprang, Bettina
Moisseev, Alexey
Giese, Alf
Efimov, Victor
Jovčevska, Ivana
Buzdin, Anton
author_facet Zolotovskaia, Marianna
Tkachev, Victor
Sorokin, Maxim
Garazha, Andrew
Kim, Ella
Kantelhardt, Sven Rainer
Bikar, Sven-Ernö
Zottel, Alja
Šamec, Neja
Kuzmin, Denis
Sprang, Bettina
Moisseev, Alexey
Giese, Alf
Efimov, Victor
Jovčevska, Ivana
Buzdin, Anton
author_sort Zolotovskaia, Marianna
collection PubMed
description SIMPLE SUMMARY: Gliomas are the most common malignant brain tumors with high mortality rates. Recently the role of the FREM2 gene has been shown in glioblastoma progression. Here we reconstructed the FREM2 molecular pathway. We assessed the biomarker capacity of FREM2 expression and its pathway as the overall survival (OS) and progression-free survival (PFS) biomarkers. We used 566 glioblastomas (GBM) and 1097 low-grade gliomas (LGG) to test these biomarkers. FREM2 molecular pathway was a better biomarker than FREM2 gene expression. It could robustly discriminate between GBM and LGG. High FREM2 pathway activation level was associated with poor overall survival (OS) in LGG, and low progression-free survival in LGG and GBM. FREM2 pathway activation level was also a poor prognosis biomarker for OS and PFS in LGG with IDH mutation, for PFS in LGG with wild type IDH and mutant IDH with 1p/19q codeletion, in GBM with unmethylated MGMT, and in GBM with wild type IDH. ABSTRACT: Gliomas are the most common malignant brain tumors with high mortality rates. Recently we showed that the FREM2 gene has a role in glioblastoma progression. Here we reconstructed the FREM2 molecular pathway using the human interactome model. We assessed the biomarker capacity of FREM2 expression and its pathway as the overall survival (OS) and progression-free survival (PFS) biomarkers. To this end, we used three literature and one experimental RNA sequencing datasets collectively covering 566 glioblastomas (GBM) and 1097 low-grade gliomas (LGG). The activation level of deduced FREM2 pathway showed strong biomarker characteristics and significantly outperformed the FREM2 expression level itself. For all relevant datasets, it could robustly discriminate GBM and LGG (p < 1.63 × 10(−13), AUC > 0.74). High FREM2 pathway activation level was associated with poor OS in LGG (p < 0.001), and low PFS in LGG (p < 0.001) and GBM (p < 0.05). FREM2 pathway activation level was poor prognosis biomarker for OS (p < 0.05) and PFS (p < 0.05) in LGG with IDH mutation, for PFS in LGG with wild type IDH (p < 0.001) and mutant IDH with 1p/19q codeletion(p < 0.05), in GBM with unmethylated MGMT (p < 0.05), and in GBM with wild type IDH (p < 0.05). Thus, we conclude that the activation level of the FREM2 pathway is a potent new-generation diagnostic and prognostic biomarker for multiple molecular subtypes of GBM and LGG.
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spelling pubmed-83942452021-08-28 Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas Zolotovskaia, Marianna Tkachev, Victor Sorokin, Maxim Garazha, Andrew Kim, Ella Kantelhardt, Sven Rainer Bikar, Sven-Ernö Zottel, Alja Šamec, Neja Kuzmin, Denis Sprang, Bettina Moisseev, Alexey Giese, Alf Efimov, Victor Jovčevska, Ivana Buzdin, Anton Cancers (Basel) Article SIMPLE SUMMARY: Gliomas are the most common malignant brain tumors with high mortality rates. Recently the role of the FREM2 gene has been shown in glioblastoma progression. Here we reconstructed the FREM2 molecular pathway. We assessed the biomarker capacity of FREM2 expression and its pathway as the overall survival (OS) and progression-free survival (PFS) biomarkers. We used 566 glioblastomas (GBM) and 1097 low-grade gliomas (LGG) to test these biomarkers. FREM2 molecular pathway was a better biomarker than FREM2 gene expression. It could robustly discriminate between GBM and LGG. High FREM2 pathway activation level was associated with poor overall survival (OS) in LGG, and low progression-free survival in LGG and GBM. FREM2 pathway activation level was also a poor prognosis biomarker for OS and PFS in LGG with IDH mutation, for PFS in LGG with wild type IDH and mutant IDH with 1p/19q codeletion, in GBM with unmethylated MGMT, and in GBM with wild type IDH. ABSTRACT: Gliomas are the most common malignant brain tumors with high mortality rates. Recently we showed that the FREM2 gene has a role in glioblastoma progression. Here we reconstructed the FREM2 molecular pathway using the human interactome model. We assessed the biomarker capacity of FREM2 expression and its pathway as the overall survival (OS) and progression-free survival (PFS) biomarkers. To this end, we used three literature and one experimental RNA sequencing datasets collectively covering 566 glioblastomas (GBM) and 1097 low-grade gliomas (LGG). The activation level of deduced FREM2 pathway showed strong biomarker characteristics and significantly outperformed the FREM2 expression level itself. For all relevant datasets, it could robustly discriminate GBM and LGG (p < 1.63 × 10(−13), AUC > 0.74). High FREM2 pathway activation level was associated with poor OS in LGG (p < 0.001), and low PFS in LGG (p < 0.001) and GBM (p < 0.05). FREM2 pathway activation level was poor prognosis biomarker for OS (p < 0.05) and PFS (p < 0.05) in LGG with IDH mutation, for PFS in LGG with wild type IDH (p < 0.001) and mutant IDH with 1p/19q codeletion(p < 0.05), in GBM with unmethylated MGMT (p < 0.05), and in GBM with wild type IDH (p < 0.05). Thus, we conclude that the activation level of the FREM2 pathway is a potent new-generation diagnostic and prognostic biomarker for multiple molecular subtypes of GBM and LGG. MDPI 2021-08-16 /pmc/articles/PMC8394245/ /pubmed/34439271 http://dx.doi.org/10.3390/cancers13164117 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zolotovskaia, Marianna
Tkachev, Victor
Sorokin, Maxim
Garazha, Andrew
Kim, Ella
Kantelhardt, Sven Rainer
Bikar, Sven-Ernö
Zottel, Alja
Šamec, Neja
Kuzmin, Denis
Sprang, Bettina
Moisseev, Alexey
Giese, Alf
Efimov, Victor
Jovčevska, Ivana
Buzdin, Anton
Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title_full Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title_fullStr Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title_full_unstemmed Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title_short Algorithmically Deduced FREM2 Molecular Pathway Is a Potent Grade and Survival Biomarker of Human Gliomas
title_sort algorithmically deduced frem2 molecular pathway is a potent grade and survival biomarker of human gliomas
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8394245/
https://www.ncbi.nlm.nih.gov/pubmed/34439271
http://dx.doi.org/10.3390/cancers13164117
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