Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities

The transcriptomic classification of glioblastoma (GBM) has failed to predict survival and therapeutic vulnerabilities. A computational approach for unbiased identification of core biological traits of single cells and bulk tumors uncovered four tumor cell states and GBM subtypes distributed along n...

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Veröffentlicht in:Nature cancer 2021-02, Vol.2 (2), p.141-156
Hauptverfasser: Garofano, Luciano, Migliozzi, Simona, Oh, Young Taek, D'Angelo, Fulvio, Najac, Ryan D, Ko, Aram, Frangaj, Brulinda, Caruso, Francesca Pia, Yu, Kai, Yuan, Jinzhou, Zhao, Wenting, Di Stefano, Anna Luisa, Bielle, Franck, Jiang, Tao, Sims, Peter, Suvà, Mario L, Tang, Fuchou, Su, Xiao-Dong, Ceccarelli, Michele, Sanson, Marc, Lasorella, Anna, Iavarone, Antonio
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container_issue 2
container_start_page 141
container_title Nature cancer
container_volume 2
creator Garofano, Luciano
Migliozzi, Simona
Oh, Young Taek
D'Angelo, Fulvio
Najac, Ryan D
Ko, Aram
Frangaj, Brulinda
Caruso, Francesca Pia
Yu, Kai
Yuan, Jinzhou
Zhao, Wenting
Di Stefano, Anna Luisa
Bielle, Franck
Jiang, Tao
Sims, Peter
Suvà, Mario L
Tang, Fuchou
Su, Xiao-Dong
Ceccarelli, Michele
Sanson, Marc
Lasorella, Anna
Iavarone, Antonio
description The transcriptomic classification of glioblastoma (GBM) has failed to predict survival and therapeutic vulnerabilities. A computational approach for unbiased identification of core biological traits of single cells and bulk tumors uncovered four tumor cell states and GBM subtypes distributed along neurodevelopmental and metabolic axes, classified as proliferative/progenitor, neuronal, mitochondrial and glycolytic/plurimetabolic. Each subtype was enriched with biologically coherent multiomic features. Mitochondrial GBM was associated with the most favorable clinical outcome. It relied exclusively on oxidative phosphorylation for energy production, whereas the glycolytic/plurimetabolic subtype was sustained by aerobic glycolysis and amino acid and lipid metabolism. Deletion of the glucose-proton symporter was the truncal alteration most significantly associated with mitochondrial GBM, and the reintroduction of SLC45A1 in mitochondrial glioma cells induced acidification and loss of fitness. Mitochondrial, but not glycolytic/plurimetabolic, GBM exhibited marked vulnerability to inhibitors of oxidative phosphorylation. The pathway-based classification of GBM informs survival and enables precision targeting of cancer metabolism.
doi_str_mv 10.1038/s43018-020-00159-4
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A computational approach for unbiased identification of core biological traits of single cells and bulk tumors uncovered four tumor cell states and GBM subtypes distributed along neurodevelopmental and metabolic axes, classified as proliferative/progenitor, neuronal, mitochondrial and glycolytic/plurimetabolic. Each subtype was enriched with biologically coherent multiomic features. Mitochondrial GBM was associated with the most favorable clinical outcome. It relied exclusively on oxidative phosphorylation for energy production, whereas the glycolytic/plurimetabolic subtype was sustained by aerobic glycolysis and amino acid and lipid metabolism. Deletion of the glucose-proton symporter was the truncal alteration most significantly associated with mitochondrial GBM, and the reintroduction of SLC45A1 in mitochondrial glioma cells induced acidification and loss of fitness. 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A computational approach for unbiased identification of core biological traits of single cells and bulk tumors uncovered four tumor cell states and GBM subtypes distributed along neurodevelopmental and metabolic axes, classified as proliferative/progenitor, neuronal, mitochondrial and glycolytic/plurimetabolic. Each subtype was enriched with biologically coherent multiomic features. Mitochondrial GBM was associated with the most favorable clinical outcome. It relied exclusively on oxidative phosphorylation for energy production, whereas the glycolytic/plurimetabolic subtype was sustained by aerobic glycolysis and amino acid and lipid metabolism. Deletion of the glucose-proton symporter was the truncal alteration most significantly associated with mitochondrial GBM, and the reintroduction of SLC45A1 in mitochondrial glioma cells induced acidification and loss of fitness. 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subjects Glioblastoma
Glioblastoma - genetics
Glioma
Glioma - metabolism
Glycolysis
Glycolysis - genetics
Humans
Life Sciences
Mitochondria
Mitochondria - genetics
Oxidative Phosphorylation
title Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities
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