Cited by 79Metabolomics and Mass Spectrometry StudiesImmune cells in cancerMicrobial Metabolic Engineering and Bioproduction

Isotope Tracing Untargeted Metabolomics Reveals Macrophage Polarization-State-Specific Metabolic Coordination across Intracellular Compartments

Open access
Puchalska, Patrycja, Huang, Xiaojing, Martin, Shannon E., Han, Xianlin, Patti, Gary J., Crawford, Peter A.·2018·iScience

Abstract

We apply stable isotope tracing, mass-spectrometry-based untargeted metabolomics, to reveal the biochemical space labeled by 13 C-substrates in bone-marrow-derived macrophages. At the pathway level, classically (lipopolysaccharide [LPS]-polarized, M1) and alternatively (interleukin [IL]-4-polarized, M2) polarized macrophages were 13 C-labeled with surprising concordance. Total pools of uridine diphosphate N-acetylglucosamine (UDP-GlcNAc), an intermediate in the hexosamine biosynthetic pathway, were equally abundant in LPS- and IL-4-polarized macrophages. Informatic scrutiny of 13 C-isotopologues revealed that LPS-polarized macrophages leverage the pentose phosphate pathway to generate UDP-GlcNAc, whereas IL-4-polarized macrophages rely on intact glucose and mitochondrial metabolism of glucose carbon. Labeling from [ 13 C]glucose is competed by unlabeled fatty acids and acetoacetate, underscoring the broad roles for substrate metabolism beyond energy conversion. Finally, the LPS-polarized macrophage metabolite itaconate is imported into IL-4-polarized macrophages, in which it reprograms [ 13 C]glucose metabolism. Thus, use of fully unsupervised isotope tracing metabolomics in macrophages reveals polarization-state-specific metabolic pathway connectivity, substrate competition, and metabolite allocation among cellular compartments.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.isci.2018.10.029

Cites

7 of 7 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Metabolite extraction and LC/MS analysis was performed as described previously.

    “Metabolite extraction and LC/MS analysis was performed as described previously [55][56][57] .”

    From APOE4-drives brain bioenergetic shifts independent of Alzheimer’s disease pathology (2026) · cites this paper as [55]

    The Introduction describes LC–high-resolution MS-based untargeted metabolomics, supporting the citation for LC/MS analysis. The Methods section directs readers to a supplemental file, but our copy does not describe metabolite extraction or establish that the citing paper followed the same procedures. (LLM, conf=0.78)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 51

  1. Artyomov M.N. Sergushichev A. Schilling J.D. Integrating immunometabolism and macrophage diversity Semin. Immunol. 28 2016 417 424 27771140 PMC5333784
  2. Bambouskova M. Gorvel L. Lampropoulou V. Sergushichev A. Loginicheva E. Johnson K. Korenfeld D. Mathyer M.E. Kim H. Huang L.H. Electrophilic properties of itaconate and derivatives regulate the IkappaBzeta-ATF3 inflammatory axis Nature 556 2018 501 504 29670287 PMC6037913
  3. Baudoin L. Issad T. O-GlcNAcylation and inflammation: a vast territory to explore Front. Endocrinol. (Lausanne) 5 2015 235 25620956 PMC4288382
  4. Bhat R. Axtell R. Mitra A. Miranda M. Lock C. Tsien R.W. Steinman L. Inhibitory role for GABA in autoimmune inflammation Proc. Natl. Acad. Sci. U S A 107 2010 2580 2585 20133656 PMC2823917
  5. Bordbar A. Yurkovich J.T. Paglia G. Rolfsson O. Sigurjonsson O.E. Palsson B.O. Elucidating dynamic metabolic physiology through network integration of quantitative time-course metabolomics Sci. Rep. 7 2017 46249 28387366 PMC5384226
  6. Cho K. Mahieu N.G. Johnson S.L. Patti G.J. After the feature presentation: technologies bridging untargeted metabolomics and biology Curr. Opin. Biotechnol. 28 2014 143 148 24816495 PMC4111999
  7. Cooper R.H. Randle P.J. Denton R.M. Stimulation of phosphorylation and inactivation of pyruvate dehydrogenase by physiological inhibitors of the pyruvate dehydrogenase reaction Nature 257 1975 808 809 171583
  8. Cordes T. Michelucci A. Hiller K. Itaconic acid: the surprising role of an industrial compound as a mammalian antimicrobial metabolite Annu. Rev. Nutr. 35 2015 451 473 25974697
  9. Divakaruni A.S. Hsieh W.Y. Minarrieta L. Duong T.N. Kim K.K.O. Desousa B.R. Andreyev A.Y. Bowman C.E. Caradonna K. Dranka B.P. Etomoxir inhibits macrophage polarization by disrupting CoA homeostasis Cell Metab. 28 2018 490 503.e7 30043752 PMC6125190
  10. ElAzzouny M. Tom C.T.M.B. Evans C.R. Olson L.L. Tanga M.J. Gallagher K.A. Martin B.R. Burant C.F. Dimethyl itaconate is not metabolized into itaconate intracellularly J. Biol. Chem. 292 2017 4766 4769 28188288 PMC5377792
  11. Fei F. Lee K.M. McCarry B.E. Bowdish D.M. Age-associated metabolic dysregulation in bone marrow-derived macrophages stimulated with lipopolysaccharide Sci. Rep. 6 2016 22637 26940652 PMC4778050
  12. Feingold K.R. Shigenaga J.K. Kazemi M.R. McDonald C.M. Patzek S.M. Cross A.S. Moser A. Grunfeld C. Mechanisms of triglyceride accumulation in activated macrophages J. Leukoc. Biol. 92 2012 829 839 22753953 PMC3441312
  13. Geeraerts X. Bolli E. Fendt S.M. Van Ginderachter J.A. Macrophage metabolism as therapeutic target for cancer, atherosclerosis, and obesity Front. Immunol. 8 2017 289 28360914 PMC5350105
  14. Gonzalez-Hurtado E. Lee J. Choi J. Selen Alpergin E.S. Collins S.L. Horton M.R. Wolfgang M.J. The loss of macrophage fatty acid oxidation does not potentiate systemic metabolic dysfunction Am. J. Physiol. Endocrinol. Metab. 312 2017 E381 E393 28223293 PMC5451524
  15. Guijas C. Montenegro-Burke J.R. Warth B. Spilker M.E. Siuzdak G. Metabolomics activity screening for identifying metabolites that modulate phenotype Nat. Biotechnol. 36 2018 316 320 29621222 PMC5937131
  16. Huang S.C. Smith A.M. Everts B. Colonna M. Pearce E.L. Schilling J.D. Pearce E.J. Metabolic reprogramming mediated by the mTORC2-irf4 signaling axis is essential for macrophage alternative activation Immunity 45 2016 817 830 27760338 PMC5535820
  17. Huang X. Chen Y.J. Cho K. Nikolskiy I. Crawford P.A. Patti G.J. X13CMS: global tracking of isotopic labels in untargeted metabolomics Anal. Chem. 86 2014 1632 1639 24397582 PMC3982964
  18. Infantino V. Iacobazzi V. Palmieri F. Menga A. ATP-citrate lyase is essential for macrophage inflammatory response Biochem. Biophys. Res. Commun. 440 2013 105 111 24051091
  19. Italiani P. Mazza E.M. Lucchesi D. Cifola I. Gemelli C. Grande A. Battaglia C. Bicciato S. Boraschi D. Transcriptomic profiling of the development of the inflammatory response in human monocytes in vitro PLoS One 9 2014 e87680 24498352 PMC3912012
  20. Jang C. Chen L. Rabinowitz J.D. Metabolomics and isotope tracing Cell 173 2018 822 837 29727671 PMC6034115
  21. Jazmin L.J. Young J.D. Isotopically nonstationary 13C metabolic flux analysis Methods Mol. Biol. 985 2013 367 390 23417813
  22. Jha A. Huang S. Sergushichev A. Lampropoulou V. Ivanova Y. Loginicheva E. Chmielewski K. Stewart K. Ashall J. Everts B. Network integration of parallel metabolic and transcriptional data reveals metabolic modules that regulate macrophage polarization Immunity 42 2015 419 430 25786174
  23. Jin Z. Mendu S.K. Birnir B. GABA is an effective immunomodulatory molecule Amino Acids 45 2013 87 94 22160261 PMC3680704
  24. Kim K. Zhang N. Choi K. Randolph G. Homegrown macrophages Immunity 45 2016 468 470 27653599
  25. Lampropoulou V. Sergushichev A. Bambouskova M. Nair S. Vincent E. Loginicheva E. Cervantes-Barragan L. Ma X. Huang S. Griss T. Itaconate links inhibition of succinate dehydrogenase with macrophage metabolic remodeling and regulation of inflammation Cell Metab. 24 2016 158 166 27374498 PMC5108454
  26. Liu P.S. Wang H. Li X. Chao T. Teav T. Christen S. Di Conza G. Cheng W.C. Chou C.H. Vavakova M. Alpha-Ketoglutarate orchestrates macrophage activation through metabolic and epigenetic reprogramming Nat. Immunol. 18 2017 985 994 28714978
  27. Losman J.A. Kaelin W.G. Jr. What a difference a hydroxyl makes: mutant IDH, (R)-2-hydroxyglutarate, and cancer Genes Dev. 27 2013 836 852 23630074 PMC3650222
  28. Martinez F.O. Gordon S. The M1 and M2 paradigm of macrophage activation: time for reassessment F1000Prime Rep. 6 2014 13 24669294 PMC3944738
  29. Meiser J. Krämer L. Sapcariu S.C. Battello N. Ghelfi J. D'Herouel A.F. Skupin A. Hiller K. Pro-inflammatory macrophages sustain pyruvate oxidation through pyruvate dehydrogenase for the synthesis of itaconate and to enable cytokine expression J. Biol. Chem. 291 2016 3932 3946 26679997 PMC4759172
  30. Michelucci A. Cordes T. Ghelfi J. Pailot A. Reiling N. Goldmann O. Binz T. Wegner A. Tallam A. Rausell A. Immune-responsive gene 1 protein links metabolism to immunity by catalyzing itaconic acid production Proc. Natl. Acad. Sci. U S A 110 2013 7820 7825 23610393 PMC3651434
  31. Mills E.L. Kelly B. Logan A. Costa A.S.H. Varma M. Bryant C.E. Tourlomousis P. Dabritz J.H.M. Gottlieb E. Latorre I. Succinate dehydrogenase supports metabolic repurposing of mitochondria to drive inflammatory macrophages Cell 167 2016 457 470.e13 27667687 PMC5863951
  32. Mills E.L. Ryan D.G. Prag H.A. Dikovskaya D. Menon D. Zaslona Z. Jedrychowski M.P. Costa A.S.H. Higgins M. Hams E. Itaconate is an anti-inflammatory metabolite that activates Nrf2 via alkylation of KEAP1 Nature 556 2018 113 117 29590092 PMC6047741
  33. Murphy M.P. O'Neill L.A.J. Krebs cycle reimagined: the emerging roles of succinate and itaconate as signal transducers Cell 174 2018 780 784 30096309
  34. Nair S. Huynh J.P. Lampropoulou V. Loginicheva E. Esaulova E. Gounder A.P. Boon A.C.M. Schwarzkopf E.A. Bradstreet T.R. Edelson B.T. Irg1 expression in myeloid cells prevents immunopathology during M. tuberculosis infection J. Exp. Med. 215 2018 1035 1045 29511063 PMC5881474
  35. Nomura M. Liu J. Rovira I.I. Gonzalez-Hurtado E. Lee J. Wolfgang M.J. Finkel T. Fatty acid oxidation in macrophage polarization Nat. Immunol. 17 2016 216 217 26882249 PMC6033271
  36. O'Neill L.A. A broken krebs cycle in macrophages Immunity 42 2015 393 394 25786167
  37. Pirhaji L. Milani P. Leidl M. Curran T. Avila-Pacheco J. Clish C.B. White F.M. Saghatelian A. Fraenkel E. Revealing disease-associated pathways by network integration of untargeted metabolomics Nat. Methods 13 2016 770 776 27479327 PMC5209295
  38. Puchalska P. Martin S.E. Huang X. Lengfeld J. Graham M. Daniel B. Nagy L. Han X. Patti G. Crawford P.A. Hepatocyte-macrophage acetoacetate shuttle protects against tissue fibrosis Cell Metab. 2018 PMC6559243 30449686
  39. Puchalska P. Crawford P.A. Multi-dimensional roles of ketone bodies in fuel metabolism, signaling, and therapeutics Cell Metab. 25 2017 262 284 28178565 PMC5313038
  40. Schugar R.C. Moll A.R. André d’Avignon D. Weinheimer C.J. Kovacs A. Crawford P.A. Cardiomyocyte-specific deficiency of ketone body metabolism promotes accelerated pathological remodeling Mol. Metab. 3 2014 754 769 25353003 PMC4209361
  41. Shen H. Campanello G.C. Flicker D. Grabarek Z. Hu J. Luo C. Banerjee R. Mootha V.K. The human knockout gene CLYBL connects itaconate to vitamin B12 Cell 171 2017 771 782.e11 29056341 PMC5827971
  42. Strelko C.L. Lu W. Dufort F.J. Seyfried T.N. Chiles T.C. Rabinowitz J.D. Roberts M.F. Itaconic acid is a mammalian metabolite induced during macrophage activation J. Am. Chem. Soc. 133 2011 16386 16389 21919507 PMC3216473
  43. Tur J. Vico T. Lloberas J. Zorzano A. Celada A. Chapter One - Macrophages and mitochondria: a critical interplay between metabolism, signaling, and the functional activity Adv. Immunol. 133 2017 1 36 28215277
  44. Van den Bossche J. van der Windt G.J.W. Fatty acid oxidation in macrophages and T cells: time for reassessment? Cell Metab. 28 2018 538 540 30282046
  45. Wang F. Zhang S. Vuckovic I. Jeon R. Lerman A. Folmes C.D. Dzeja P.P. Herrmann J. Glycolytic stimulation is not a requirement for M2 macrophage differentiation Cell Metab. 28 2018 463 475.e4 30184486 PMC6449248
  46. Wang X. Yuan Z.F. Fan J. Karch K.R. Ball L.E. Denu J.M. Garcia B.A. A novel quantitative mass spectrometry platform for determining protein O-GlcNAcylation dynamics Mol. Cell. Proteomics 15 2016 2462 2475 27114449 PMC4937517
  47. Weindl D. Cordes T. Battello N. Sapcariu S.C. Dong X. Wegner A. Hiller K. Bridging the gap between non-targeted stable isotope labeling and metabolic flux analysis Cancer Metab. 4 2016 10 27110360 PMC4842284
  48. Weindl D. Wegner A. Hiller K. Metabolome-wide analysis of stable isotope labeling-is it worth the effort? Front. Physiol. 6 2015 344 26635630 PMC4653307
  49. Wong B.W. Wang X. Zecchin A. Thienpont B. Cornelissen I. Kalucka J. Garcia-Caballero M. Missiaen R. Huang H. Bruning U. The role of fatty acid beta-oxidation in lymphangiogenesis Nature 542 2017 49 54 28024299
  50. Zamboni N. Saghatelian A. Patti G.J. Defining the metabolome: size, flux, and regulation Mol. Cell 58 2015 699 706 26000853 PMC4831058
  51. Zamboni N. 13C metabolic flux analysis in complex systems Curr. Opin. Biotechnol. 22 2011 103 108 20833526

Cited by

Sorted by citations

Authors
Puchalska, P., Huang, X., Martin, S. E., Han, X., Patti, G. J., & Crawford, P. A.
Affiliations
  • University of Minnesota (US)
  • Memorial Sloan Kettering Cancer Center (US)
  • Sanford Burnham Prebys Medical Discovery Institute (US)
  • The University of Texas at San Antonio Health Science Center (US)
  • Washington University in St. Louis (US)
Corresponding author
Crawford, Peter A.
Venue
iScience
Publisher
Elsevier BV
Published
2018-11
Volume
9
Pages
298-313
ISSN
2589-0042 (ISSN-L)
OpenAlex
W2899243179
Cited by
79
References
7
Citations by year
2026: 7 · 2025: 8 · 2024: 13 · 2023: 12 · 2022: 9 · 2021: 10 · 2020: 10 · 2019: 9 · 2018: 1
FWCI
2.62
Type
journal article
Language
en
Open access
Locations
  • iScience (publishedVersion, cc-by-nc-nd)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
  • PubMed Central (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
NIH (DK091538, CA235482, ES028365, OD024624)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Metabolomics and Mass Spectrometry Studies
  • Life Sciences › Immunology and Microbiology › Immunology › Immune cells in cancer
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
Keywords
macrophage polarization, M1/M2 macrophages, 13C isotope tracing, untargeted metabolomics, bone marrow-derived macrophages, UDP-GlcNAc, hexosamine biosynthetic pathway, pentose phosphate pathway, glucose metabolism, substrate competition, itaconate, mitochondrial metabolism, fatty acids, acetoacetate

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review