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...
Gespeichert in:
Veröffentlicht in: | Nature cancer 2021-02, Vol.2 (2), p.141-156 |
---|---|
Hauptverfasser: | , , , , , , , , , , , , , , , , , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 156 |
---|---|
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 |
format | Article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7935068</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2498995819</sourcerecordid><originalsourceid>FETCH-LOGICAL-c436t-f518c712ab224f90d9b89f6660b67f7a0aa6ba01acb17e20cb836448f9e182703</originalsourceid><addsrcrecordid>eNpdkU9v1DAQxSMEolXpF-CAfIRDyvhPHPuCVFWFVloJDnC2xl67MUrixXa22m9PypaqcBrP-L03Gv2a5i2FCwpcfSyCA1UtMGgBaKdb8aI5ZVKylnLRv3z2PmnOS_kJAKyjq1C9bk44l4oqxk6b-RvW4R4PrcXit8SNWEoM0WGNaSYpkLsxJrtOa5qQLLNLe58LQTLFmtyQ5m2OOJKy2HrYeXIf60Dq4DPu_FKjI_tlnNfOxjHW6Mub5lXAsfjzx3rW_Ph8_f3qpt18_XJ7dblpneCytqGjyvWUoWVMBA1bbZUOUkqwsg89AqK0CBSdpb1n4KziUggVtF_P6oGfNZ-OubvFTn7r_FwzjmaX44T5YBJG8-_PHAdzl_am17wDqdaAD8eA4T_bzeXGPMxAdKqnXb-nq_b947Kcfi2-VDPF4vw44uzTUgwTWmndKapXKTtKXU6lZB-esimYB67myNWsXM0frkaspnfPj3my_KXIfwPWc6EJ</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2498995819</pqid></control><display><type>article</type><title>Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities</title><source>MEDLINE</source><source>SpringerLink Journals - AutoHoldings</source><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</creator><creatorcontrib>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</creatorcontrib><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.</description><identifier>ISSN: 2662-1347</identifier><identifier>EISSN: 2662-1347</identifier><identifier>DOI: 10.1038/s43018-020-00159-4</identifier><identifier>PMID: 33681822</identifier><language>eng</language><publisher>England: Nature Research</publisher><subject>Glioblastoma ; Glioblastoma - genetics ; Glioma ; Glioma - metabolism ; Glycolysis ; Glycolysis - genetics ; Humans ; Life Sciences ; Mitochondria ; Mitochondria - genetics ; Oxidative Phosphorylation</subject><ispartof>Nature cancer, 2021-02, Vol.2 (2), p.141-156</ispartof><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c436t-f518c712ab224f90d9b89f6660b67f7a0aa6ba01acb17e20cb836448f9e182703</citedby><cites>FETCH-LOGICAL-c436t-f518c712ab224f90d9b89f6660b67f7a0aa6ba01acb17e20cb836448f9e182703</cites><orcidid>0000-0002-1839-5421 ; 0000-0001-8582-0865 ; 0000-0002-0683-4634 ; 0000-0002-2206-1459 ; 0000-0002-7008-6351 ; 0000-0002-4940-4693 ; 0000-0002-4702-6617 ; 0000-0002-8625-7717</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33681822$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://hal.sorbonne-universite.fr/hal-04587157$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Garofano, Luciano</creatorcontrib><creatorcontrib>Migliozzi, Simona</creatorcontrib><creatorcontrib>Oh, Young Taek</creatorcontrib><creatorcontrib>D'Angelo, Fulvio</creatorcontrib><creatorcontrib>Najac, Ryan D</creatorcontrib><creatorcontrib>Ko, Aram</creatorcontrib><creatorcontrib>Frangaj, Brulinda</creatorcontrib><creatorcontrib>Caruso, Francesca Pia</creatorcontrib><creatorcontrib>Yu, Kai</creatorcontrib><creatorcontrib>Yuan, Jinzhou</creatorcontrib><creatorcontrib>Zhao, Wenting</creatorcontrib><creatorcontrib>Di Stefano, Anna Luisa</creatorcontrib><creatorcontrib>Bielle, Franck</creatorcontrib><creatorcontrib>Jiang, Tao</creatorcontrib><creatorcontrib>Sims, Peter</creatorcontrib><creatorcontrib>Suvà, Mario L</creatorcontrib><creatorcontrib>Tang, Fuchou</creatorcontrib><creatorcontrib>Su, Xiao-Dong</creatorcontrib><creatorcontrib>Ceccarelli, Michele</creatorcontrib><creatorcontrib>Sanson, Marc</creatorcontrib><creatorcontrib>Lasorella, Anna</creatorcontrib><creatorcontrib>Iavarone, Antonio</creatorcontrib><title>Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities</title><title>Nature cancer</title><addtitle>Nat Cancer</addtitle><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.</description><subject>Glioblastoma</subject><subject>Glioblastoma - genetics</subject><subject>Glioma</subject><subject>Glioma - metabolism</subject><subject>Glycolysis</subject><subject>Glycolysis - genetics</subject><subject>Humans</subject><subject>Life Sciences</subject><subject>Mitochondria</subject><subject>Mitochondria - genetics</subject><subject>Oxidative Phosphorylation</subject><issn>2662-1347</issn><issn>2662-1347</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkU9v1DAQxSMEolXpF-CAfIRDyvhPHPuCVFWFVloJDnC2xl67MUrixXa22m9PypaqcBrP-L03Gv2a5i2FCwpcfSyCA1UtMGgBaKdb8aI5ZVKylnLRv3z2PmnOS_kJAKyjq1C9bk44l4oqxk6b-RvW4R4PrcXit8SNWEoM0WGNaSYpkLsxJrtOa5qQLLNLe58LQTLFmtyQ5m2OOJKy2HrYeXIf60Dq4DPu_FKjI_tlnNfOxjHW6Mub5lXAsfjzx3rW_Ph8_f3qpt18_XJ7dblpneCytqGjyvWUoWVMBA1bbZUOUkqwsg89AqK0CBSdpb1n4KziUggVtF_P6oGfNZ-OubvFTn7r_FwzjmaX44T5YBJG8-_PHAdzl_am17wDqdaAD8eA4T_bzeXGPMxAdKqnXb-nq_b947Kcfi2-VDPF4vw44uzTUgwTWmndKapXKTtKXU6lZB-esimYB67myNWsXM0frkaspnfPj3my_KXIfwPWc6EJ</recordid><startdate>20210201</startdate><enddate>20210201</enddate><creator>Garofano, Luciano</creator><creator>Migliozzi, Simona</creator><creator>Oh, Young Taek</creator><creator>D'Angelo, Fulvio</creator><creator>Najac, Ryan D</creator><creator>Ko, Aram</creator><creator>Frangaj, Brulinda</creator><creator>Caruso, Francesca Pia</creator><creator>Yu, Kai</creator><creator>Yuan, Jinzhou</creator><creator>Zhao, Wenting</creator><creator>Di Stefano, Anna Luisa</creator><creator>Bielle, Franck</creator><creator>Jiang, Tao</creator><creator>Sims, Peter</creator><creator>Suvà, Mario L</creator><creator>Tang, Fuchou</creator><creator>Su, Xiao-Dong</creator><creator>Ceccarelli, Michele</creator><creator>Sanson, Marc</creator><creator>Lasorella, Anna</creator><creator>Iavarone, Antonio</creator><general>Nature Research</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>1XC</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-1839-5421</orcidid><orcidid>https://orcid.org/0000-0001-8582-0865</orcidid><orcidid>https://orcid.org/0000-0002-0683-4634</orcidid><orcidid>https://orcid.org/0000-0002-2206-1459</orcidid><orcidid>https://orcid.org/0000-0002-7008-6351</orcidid><orcidid>https://orcid.org/0000-0002-4940-4693</orcidid><orcidid>https://orcid.org/0000-0002-4702-6617</orcidid><orcidid>https://orcid.org/0000-0002-8625-7717</orcidid></search><sort><creationdate>20210201</creationdate><title>Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities</title><author>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</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c436t-f518c712ab224f90d9b89f6660b67f7a0aa6ba01acb17e20cb836448f9e182703</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Glioblastoma</topic><topic>Glioblastoma - genetics</topic><topic>Glioma</topic><topic>Glioma - metabolism</topic><topic>Glycolysis</topic><topic>Glycolysis - genetics</topic><topic>Humans</topic><topic>Life Sciences</topic><topic>Mitochondria</topic><topic>Mitochondria - genetics</topic><topic>Oxidative Phosphorylation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Garofano, Luciano</creatorcontrib><creatorcontrib>Migliozzi, Simona</creatorcontrib><creatorcontrib>Oh, Young Taek</creatorcontrib><creatorcontrib>D'Angelo, Fulvio</creatorcontrib><creatorcontrib>Najac, Ryan D</creatorcontrib><creatorcontrib>Ko, Aram</creatorcontrib><creatorcontrib>Frangaj, Brulinda</creatorcontrib><creatorcontrib>Caruso, Francesca Pia</creatorcontrib><creatorcontrib>Yu, Kai</creatorcontrib><creatorcontrib>Yuan, Jinzhou</creatorcontrib><creatorcontrib>Zhao, Wenting</creatorcontrib><creatorcontrib>Di Stefano, Anna Luisa</creatorcontrib><creatorcontrib>Bielle, Franck</creatorcontrib><creatorcontrib>Jiang, Tao</creatorcontrib><creatorcontrib>Sims, Peter</creatorcontrib><creatorcontrib>Suvà, Mario L</creatorcontrib><creatorcontrib>Tang, Fuchou</creatorcontrib><creatorcontrib>Su, Xiao-Dong</creatorcontrib><creatorcontrib>Ceccarelli, Michele</creatorcontrib><creatorcontrib>Sanson, Marc</creatorcontrib><creatorcontrib>Lasorella, Anna</creatorcontrib><creatorcontrib>Iavarone, Antonio</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Nature cancer</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Garofano, Luciano</au><au>Migliozzi, Simona</au><au>Oh, Young Taek</au><au>D'Angelo, Fulvio</au><au>Najac, Ryan D</au><au>Ko, Aram</au><au>Frangaj, Brulinda</au><au>Caruso, Francesca Pia</au><au>Yu, Kai</au><au>Yuan, Jinzhou</au><au>Zhao, Wenting</au><au>Di Stefano, Anna Luisa</au><au>Bielle, Franck</au><au>Jiang, Tao</au><au>Sims, Peter</au><au>Suvà, Mario L</au><au>Tang, Fuchou</au><au>Su, Xiao-Dong</au><au>Ceccarelli, Michele</au><au>Sanson, Marc</au><au>Lasorella, Anna</au><au>Iavarone, Antonio</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Pathway-based classification of glioblastoma uncovers a mitochondrial subtype with therapeutic vulnerabilities</atitle><jtitle>Nature cancer</jtitle><addtitle>Nat Cancer</addtitle><date>2021-02-01</date><risdate>2021</risdate><volume>2</volume><issue>2</issue><spage>141</spage><epage>156</epage><pages>141-156</pages><issn>2662-1347</issn><eissn>2662-1347</eissn><abstract>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.</abstract><cop>England</cop><pub>Nature Research</pub><pmid>33681822</pmid><doi>10.1038/s43018-020-00159-4</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0002-1839-5421</orcidid><orcidid>https://orcid.org/0000-0001-8582-0865</orcidid><orcidid>https://orcid.org/0000-0002-0683-4634</orcidid><orcidid>https://orcid.org/0000-0002-2206-1459</orcidid><orcidid>https://orcid.org/0000-0002-7008-6351</orcidid><orcidid>https://orcid.org/0000-0002-4940-4693</orcidid><orcidid>https://orcid.org/0000-0002-4702-6617</orcidid><orcidid>https://orcid.org/0000-0002-8625-7717</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 2662-1347 |
ispartof | Nature cancer, 2021-02, Vol.2 (2), p.141-156 |
issn | 2662-1347 2662-1347 |
language | eng |
recordid | cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7935068 |
source | MEDLINE; SpringerLink Journals - AutoHoldings |
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 |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-04T23%3A55%3A16IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Pathway-based%20classification%20of%20glioblastoma%20uncovers%20a%20mitochondrial%20subtype%20with%20therapeutic%20vulnerabilities&rft.jtitle=Nature%20cancer&rft.au=Garofano,%20Luciano&rft.date=2021-02-01&rft.volume=2&rft.issue=2&rft.spage=141&rft.epage=156&rft.pages=141-156&rft.issn=2662-1347&rft.eissn=2662-1347&rft_id=info:doi/10.1038/s43018-020-00159-4&rft_dat=%3Cproquest_pubme%3E2498995819%3C/proquest_pubme%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2498995819&rft_id=info:pmid/33681822&rfr_iscdi=true |