Inferring mitochondrial and cytosolic metabolism by coupling isotope tracing and deconvolution.


Journal

Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555

Informations de publication

Date de publication:
18 11 2023
Historique:
received: 03 05 2021
accepted: 19 10 2023
medline: 20 11 2023
pubmed: 19 11 2023
entrez: 18 11 2023
Statut: epublish

Résumé

The inability to inspect metabolic activities within distinct subcellular compartments has been a major barrier to our understanding of eukaryotic cell metabolism. Previous work addressed this challenge by analyzing metabolism in isolated organelles, which grossly bias metabolic activity. Here, we describe a method for inferring physiological metabolic fluxes and metabolite concentrations in mitochondria and cytosol based on isotope tracing experiments performed with intact cells. This is made possible by computational deconvolution of metabolite isotopic labeling patterns and concentrations into cytosolic and mitochondrial counterparts, coupled with metabolic and thermodynamic modelling. Our approach lowers the uncertainty regarding compartmentalized fluxes and concentrations by one and three orders of magnitude compared to existing modelling approaches, respectively. We derive a quantitative view of mitochondrial and cytosolic metabolic activities in central carbon metabolism across cultured cell lines without performing cell fractionation, finding major variability in compartmentalized malate-aspartate shuttle fluxes. We expect our approach for inferring metabolism at a subcellular resolution to be instrumental for a variety of studies of metabolic dysfunction in human disease and for bioengineering.

Identifiants

pubmed: 37980339
doi: 10.1038/s41467-023-42824-z
pii: 10.1038/s41467-023-42824-z
pmc: PMC10657349
doi:

Substances chimiques

Isotopes 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

7525

Informations de copyright

© 2023. The Author(s).

Références

Am J Physiol Gastrointest Liver Physiol. 2018 Jan 1;314(1):G97-G108
pubmed: 29025729
Biotechnol Bioeng. 2008 Feb 15;99(3):686-99
pubmed: 17787013
Science. 2017 Nov 10;358(6364):807-813
pubmed: 29074583
Nat Protoc. 2008;3(8):1299-311
pubmed: 18714298
Elife. 2018 May 29;7:
pubmed: 29809136
Antioxid Redox Signal. 2018 Jan 20;28(3):167-179
pubmed: 28497978
Chem Sci. 2016 Jan 1;7(1):766-773
pubmed: 29896360
Mol Cell. 2014 Jul 17;55(2):253-63
pubmed: 24882210
Anal Chem. 2010 Dec 1;82(23):9818-26
pubmed: 21049934
Mol Syst Biol. 2011 Nov 08;7:548
pubmed: 22068331
Nature. 2013 Jan 31;493(7434):689-93
pubmed: 23334421
BMC Syst Biol. 2014 Apr 28;8:50
pubmed: 24773761
Nature. 2012 Mar 28;483(7391):603-7
pubmed: 22460905
Nat Commun. 2021 Jan 27;12(1):614
pubmed: 33504762
Biochem J. 1977 Aug 15;166(2):225-35
pubmed: 199159
J Cachexia Sarcopenia Muscle. 2017 Jun;8(3):349-369
pubmed: 28432755
Nat Rev Mol Cell Biol. 2010 Jul;11(7):490-501
pubmed: 20571586
PLoS One. 2007 Jan 03;2(1):e144
pubmed: 17206279
Biochem J. 1969 Dec;115(4):609-19
pubmed: 4391039
Biotechnol Bioeng. 2004 Mar 20;85(6):620-8
pubmed: 14966803
Eur J Biochem. 2002 Jun;269(11):2795-800
pubmed: 12047390
J Biol Chem. 1991 Aug 5;266(22):14440-5
pubmed: 1860851
Proc Natl Acad Sci U S A. 2007 Dec 4;104(49):19345-50
pubmed: 18032601
Metab Eng. 2006 Jul;8(4):324-37
pubmed: 16631402
Metabolites. 2014 Apr 10;4(2):166-83
pubmed: 24957021
Nat Metab. 2019 Jan;1(1):125-132
pubmed: 32694810
Metab Eng. 2011 Mar;13(2):225-33
pubmed: 21134484
Biotechnol J. 2015 Oct;10(10):1639-50
pubmed: 26179617
Anal Biochem. 2002 Jan 15;300(2):192-205
pubmed: 11779111
Metab Eng. 2007 Jan;9(1):68-86
pubmed: 17088092
Nat Chem Biol. 2016 Jul;12(7):482-9
pubmed: 27159581
Cell Metab. 2011 Oct 5;14(4):545-54
pubmed: 21982714
Radiat Oncol. 2015 Jul 16;10:145
pubmed: 26173780
J Cell Biol. 1977 Aug;74(2):468-91
pubmed: 885911
PLoS One. 2012;7(5):e34525
pubmed: 22570687
Biotechnol Bioeng. 2012 Mar;109(3):763-71
pubmed: 22012626
Biochim Biophys Acta. 2013 Jan;1833(1):233-41
pubmed: 22450031
Biochem Biophys Res Commun. 2005 Jan 28;326(4):799-804
pubmed: 15607740
Curr Opin Biotechnol. 2011 Feb;22(1):103-8
pubmed: 20833526
Metab Eng. 2019 Jul;54:145-159
pubmed: 30930288
Biochem J. 1967 May;103(2):514-27
pubmed: 4291787
Cancer Metab. 2014 Dec 11;2:23
pubmed: 25671109
Science. 2016 Jun 17;352(6292):1474-7
pubmed: 27313049
Mol Syst Biol. 2006;2:62
pubmed: 17102807
Proc Natl Acad Sci U S A. 2020 May 12;117(19):10294-10304
pubmed: 32341162
Curr Opin Biotechnol. 2013 Apr;24(2):239-46
pubmed: 23246154
Biochem J. 1987 Jan 1;241(1):161-7
pubmed: 3551925
Nat Commun. 2019 Mar 22;10(1):1351
pubmed: 30903027
Cell. 2016 Aug 25;166(5):1324-1337.e11
pubmed: 27565352
Eur J Biochem. 1985 Oct 15;152(2):381-6
pubmed: 3932068
J Physiol. 2012 Jun 15;590(12):2845-71
pubmed: 22495585
Cell Metab. 2021 Jan 5;33(1):190-198.e6
pubmed: 33326752
Biophys J. 2007 Mar 1;92(5):1792-805
pubmed: 17172310
Biophys J. 2010 Nov 17;99(10):3139-44
pubmed: 21081060
Metab Eng. 2001 Jul;3(3):195-206
pubmed: 11461141
Metab Eng. 2017 Sep;43(Pt B):147-155
pubmed: 27988388
Nucleic Acids Res. 2010 Jan;38(Database issue):D750-3
pubmed: 19854939
PLoS Comput Biol. 2013;9(7):e1003098
pubmed: 23874165
Antonie Van Leeuwenhoek. 1995;67(3):243-53
pubmed: 7778893
Cell Metab. 2016 Jun 14;23(6):1140-1153
pubmed: 27211901
Chin J Cancer. 2012 Nov;31(11):519-31
pubmed: 23114090
Metab Eng. 2003 Oct;5(4):264-76
pubmed: 14642354
Biophys J. 2002 Jul;83(1):79-86
pubmed: 12080101
Cell Metab. 2011 Oct 5;14(4):555-66
pubmed: 21982715
Eur J Heart Fail. 2013 Feb;15(2):150-7
pubmed: 23115323
Am J Physiol. 1999 Mar;276(3):C611-20
pubmed: 10069988
Methods Enzymol. 2015;561:197-217
pubmed: 26358906
N Engl J Med. 2009 Feb 19;360(8):765-73
pubmed: 19228619
Biophys J. 2008 Aug;95(3):1487-99
pubmed: 18645197
Bioinformatics. 2012 Aug 1;28(15):2037-44
pubmed: 22645166
Biochim Biophys Acta. 2014 Mar;1840(3):951-7
pubmed: 24286672
Biophys J. 2012 Apr 18;102(8):1703-11
pubmed: 22768925
Oncogenesis. 2017 May 8;6(5):e329
pubmed: 28481367
Cell Metab. 2015 May 5;21(5):777-89
pubmed: 25955212
Biochim Biophys Acta. 1974 Feb 22;333(2):393-9
pubmed: 19400050
Eur J Biochem. 1977 Jan;72(2):301-7
pubmed: 13998
Biophys J. 2011 Feb 2;100(3):544-553
pubmed: 21281568
Biochem J. 1988 Mar 15;250(3):641-5
pubmed: 3390136

Auteurs

Alon Stern (A)

Department of Computer Science, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Mariam Fokra (M)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Boris Sarvin (B)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Ahmad Abed Alrahem (AA)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Won Dong Lee (WD)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Elina Aizenshtein (E)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Nikita Sarvin (N)

Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel.

Tomer Shlomi (T)

Department of Computer Science, Technion-Israel Institute of Technology, 32000, Haifa, Israel. tomersh@cs.technion.ac.il.
Department of Biology, Technion-Israel Institute of Technology, 32000, Haifa, Israel. tomersh@cs.technion.ac.il.
Lokey Center for Life Science and Engineering, Technion-Israel Institute of Technology, 32000, Haifa, Israel. tomersh@cs.technion.ac.il.

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