Saturation of the mitochondrial NADH shuttles drives aerobic glycolysis in proliferating cells
Open accessAbstract
Proliferating cells exhibit a metabolic phenotype known as "aerobic glycolysis," which is characterized by an elevated rate of glucose fermentation to lactate irrespective of oxygen availability. Although several theories have been proposed, a rationalization for why proliferating cells seemingly waste glucose carbon by excreting it as lactate remains elusive. Using the NCI-60 cell lines, we determined that lactate excretion is strongly correlated with the activity of mitochondrial NADH shuttles, but not proliferation. Quantifying the fluxes of the malate-aspartate shuttle (MAS), the glycerol 3-phosphate shuttle (G3PS), and lactate dehydrogenase under various conditions demonstrated that proliferating cells primarily transform glucose to lactate when glycolysis outpaces the mitochondrial NADH shuttles. Increasing mitochondrial NADH shuttle fluxes decreased glucose fermentation but did not reduce the proliferation rate. Our results reveal that glucose fermentation, a hallmark of cancer, is a secondary consequence of MAS and G3PS saturation rather than a unique metabolic driver of cellular proliferation.
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.
Integrity signals
Registry
Cites
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.
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?
One clear advantage of aerobic glycolysis is that it allows cells to robustly regenerate NAD+ in the cytosol.
“While the field continues to debate the underlying benefits of engaging in aerobic glycolysis, one clear advantage to the process is that it allows cells to robustly regenerate NAD+ in the cytosol (57).”
From Regulation and function of the mammalian tricarboxylic acid cycle (2023) · cites this paper as [57]
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
Hallmarks of Cancer: The Next Generation
Hanahan, D., & Weinberg, R. A. (2011) · Cell · doi:10.1016/j.cell.2011.02.013 · Cited by 66,590 · see citing works
SciPy 1.0: fundamental algorithms for scientific computing in Python
Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., et al. (2020) · Nature Methods · doi:10.1038/s41592-019-0686-2 · Cited by 38,430 · see citing works
Understanding the Warburg Effect: The Metabolic Requirements of Cell Proliferation
Vander Heiden, M. G., Cantley, L. C., & Thompson, C. B. (2009) · Science · doi:10.1126/science.1160809 · Cited by 16,197 · see citing works
Warburg, O. (1956) · Science · doi:10.1126/science.123.3191.309 · Cited by 13,425 · see citing works
SciPy 1.0: fundamental algorithms for scientific computing in Python
Virtanen, P., Gommers, R., Oliphant, T. E., Haberland, M., Reddy, T., Cournapeau, D., Burovski, E., Peterson, P., Weckesser, W., Bright, J., et al. (2019) · Apollo - University of Cambridge Repository · doi:10.17863/cam.64134 · Cited by 10,460 · see citing works
The Warburg Effect: How Does it Benefit Cancer Cells?
Liberti, M. V., & Locasale, J. W. (2016) · Trends in Biochemical Sciences · doi:10.1016/j.tibs.2015.12.001 · Cited by 5,150 · see citing works
Regulation of cancer cell metabolism
Cairns, R. A., Harris, I. S., & Mak, T. W. (2011) · Nature Reviews Cancer · doi:10.1038/nrc2981 · Cited by 4,744 · see citing works
Nonoxidative Glucose Consumption During Focal Physiologic Neural Activity
Fox, P. T., Raichle, M. E., Mintun, M. A., & Dence, C. (1988) · Science · doi:10.1126/science.3260686 · Cited by 1,796 · see citing works
Birsoy, K., Wang, T., Chen, W. W., Freinkman, E., Abu-Remaileh, M., & Sabatini, D. M. (2015) · Cell · doi:10.1016/j.cell.2015.07.016 · Cited by 1,388 · see citing works
Cooperation and Competition in the Evolution of ATP-Producing Pathways
Pfeiffer, T., Schuster, S., & Bonhoeffer, S. (2001) · Science · doi:10.1126/science.1058079 · Cited by 1,365 · see citing works
Green, H., & Kehinde, O. (1975) · Cell · doi:10.1016/0092-8674(75)90087-2 · Cited by 1,362 · see citing works
Zong, W., Rabinowitz, J. D., & White, E. (2016) · Molecular Cell · doi:10.1016/j.molcel.2016.02.011 · Cited by 1,287 · see citing works
Supporting aspartate biosynthesis is an essential function of respiration in proliferating cells
Sullivan, L. B., Gui, D. Y., Hosios, A. M., Bush, L. N., Freinkman, E., & Vander Heiden, M. G. (2015) · Cell · doi:10.1016/j.cell.2015.07.017 · Cited by 1,173 · see citing works
Metabolic heterogeneity in human lung tumors
Hensley, C. T., Faubert, B., Yuan, Q., Lev-Cohain, N., Jin, E., Kim, J., Jiang, L., Ko, B., Skelton, R., Loudat, L., et al. (2016) · Cell · doi:10.1016/j.cell.2015.12.034 · Cited by 1,138 · see citing works
The Regulation and Function of Lactate Dehydrogenase A: Therapeutic Potential in Brain Tumor
Valvona, C. J., Fillmore, H. L., Nunn, P. B., & Pilkington, G. J. (2015) · Brain Pathology · doi:10.1111/bpa.12299 · Cited by 570 · see citing works
Quantitative Analysis of NAD Synthesis-Breakdown Fluxes
Liu, L., Su, X., Quinn, W. J., Hui, S., Krukenberg, K., Frederick, D. W., Redpath, P., Zhan, L., Chellappa, K., White, E., et al. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2018.03.018 · Cited by 564 · see citing works
Increased demand for NAD(+) relative to ATP drives aerobic glycolysis
Luengo, A., Li, Z., Gui, D. Y., Sullivan, L. B., Zagorulya, M., Do, B. T., Ferreira, R., Naamati, A., Ali, A., Lewis, C. A., et al. (2021) · Molecular Cell · doi:10.1016/j.molcel.2020.12.012 · Cited by 547 · see citing works
Marin-Valencia, I., Yang, C., Mashimo, T., Cho, S., Baek, H., Yang, X.-L., Rajagopalan, K. N., Maddie, M., Vemireddy, V., Zhao, Z., et al. (2012) · Cell Metabolism · doi:10.1016/j.cmet.2012.05.001 · Cited by 529 · see citing works
Metabolite concentrations, fluxes and free energies imply efficient enzyme usage
Park, J. O., Rubin, S. A., Xu, Y.-F., Amador-Noguez, D., Fan, J., Shlomi, T., & Rabinowitz, J. D. (2016) · Nature Chemical Biology · doi:10.1038/nchembio.2077 · Cited by 453 · see citing works
Fan, T. W. ‐., Lane, A. N., Higashi, R. M., Farag, M. A., Gao, H. T., Bousamra, M., & Miller, D. M. (2009) · Molecular Cancer · doi:10.1186/1476-4598-8-41 · Cited by 438 · see citing works
Mutation analysis of 24 known cancer genes in the NCI-60 cell line set
Ikediobi, O. N., Davies, H. R., Bignell, G. R., Edkins, S., Stevens, C., O’Meara, S., Santarius, T., Avis, T., Barthorpe, S., Brackenbury, L., et al. (2006) · Molecular Cancer Therapeutics · doi:10.1158/1535-7163.mct-06-0433 · Cited by 433 · see citing works
Metabolic pathways in T cell fate and function
Gerriets, V. A., & Rathmell, J. C. (2012) · Trends in Immunology · doi:10.1016/j.it.2012.01.010 · Cited by 425 · see citing works
Mitochondria as biosynthetic factories for cancer proliferation
Ahn, C. S., & Metallo, C. M. (2015) · Cancer & Metabolism · doi:10.1186/s40170-015-0128-2 · Cited by 399 · see citing works
Glycolysis fuels phosphoinositide 3-kinase signaling to bolster T cell immunity
Xu, K., Yin, N., Peng, M., Stamatiades, E. G., Shyu, A., Li, P., Zhang, X., Do, M. H., Wang, Z., Capistrano, K. J., et al. (2021) · Science · doi:10.1126/science.abb2683 · Cited by 369 · see citing works
Mitochondrial fusion supports increased oxidative phosphorylation during cell proliferation
Yao, C.-H., Wang, R., Wang, Y., Kung, C.-P., Weber, J. D., & Patti, G. J. (2019) · eLife · doi:10.7554/elife.41351 · Cited by 338 · see citing works
Self-citationCatabolic efficiency of aerobic glycolysis: The Warburg effect revisited
Vázquez, A., Liu, J., Zhou, Y., & Oltvai, Z. N. (2010) · BMC Systems Biology · doi:10.1186/1752-0509-4-58 · Cited by 320 · see citing works
Control of maximum rates of glycolysis in rat cardiac muscle.
Kobayashi, K., & Neely, J. R. (1979) · Circulation Research · doi:10.1161/01.res.44.2.166 · Cited by 313 · see citing works
Lactate physiology in health and disease
Phypers, B., & Pierce, J. T. (2006) · Continuing Education in Anaesthesia Critical Care & Pain · doi:10.1093/bjaceaccp/mkl018 · Cited by 260 · see citing works
Borst, P. (2020) · IUBMB Life · doi:10.1002/iub.2367 · Cited by 252 · see citing works
Yang, H., Zhou, L., Shi, Q., Zhao, Y., Lin, H., Zhang, M., Zhao, S., Yang, Y. A., Ling, Z., Guan, K., et al. (2015) · The EMBO Journal · doi:10.15252/embj.201591041 · Cited by 224 · see citing works
Kelly, T. J., Souza, A. L., Clish, C. B., & Puigserver, P. (2011) · Molecular and Cellular Biology · doi:10.1128/mcb.01242-10 · Cited by 218 · see citing works
Luna, A., Elloumi, F., Varma, S., Wang, Y., Rajapakse, V. N., Aladjem, M. I., Robert, J., Sander, C., Pommier, Y. G., & Reinhold, W. C. (2020) · Nucleic Acids Research · doi:10.1093/nar/gkaa968 · Cited by 209 · see citing works
Self-citationAn enzymatic approach to lactate production in human skeletal muscle during exercise
Spriet, L. L., Howlett, R. A., & Heigenhauser, G. J. F. (2000) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-200004000-00007 · Cited by 207 · see citing works
Cytosolic Aspartate Availability Determines Cell Survival When Glutamine Is Limiting
Alkan, H. F., Walter, K. E., Luengo, A., Madreiter‐Sokolowski, C. T., Stryeck, S., Lau, A. N., Zoughbi, W. A., Lewis, C. A., Thomas, C. J., Höefler, G., et al. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2018.07.021 · Cited by 205 · see citing works
Fellows, L. K., Boutelle, M. G., & Fillenz, M. (1993) · Journal of Neurochemistry · doi:10.1111/j.1471-4159.1993.tb03285.x · Cited by 176 · see citing works
Exogenous Fatty Acids Are the Preferred Source of Membrane Lipids in Proliferating Fibroblasts
Yao, C.-H., Fowle-Grider, R., Mahieu, N. G., Liu, G., Chen, Y., Wang, R., Singh, M., Potter, G. S., Gross, R. W., Schaefer, J., et al. (2016) · Cell chemical biology · doi:10.1016/j.chembiol.2016.03.007 · Cited by 142 · see citing works
Self-citationCrystal Structures of Human Glycerol 3-phosphate Dehydrogenase 1 (GPD1)
Ou, X., Ji, C., Han, X., et al. (2006) · Journal of Molecular Biology · doi:10.1016/j.jmb.2005.12.074 · Cited by 126 · see citing works
Early effects of phytohaemagglutinin on glucose metabolism of normal human lymphocytes
Hedeskov, C. J. (1968) · Biochemical Journal · doi:10.1042/bj1100373 · Cited by 121 · see citing works
Safer, B. (1971) · Journal of Molecular and Cellular Cardiology · doi:10.1016/0022-2828(71)90065-4 · Cited by 118 · see citing works
Ca2+ Activation Kinetics of the Two Aspartate-Glutamate Mitochondrial Carriers, Aralar and Citrin
Contreras, L., Gómez‐Puertas, P., Iijima, M., Kobayashi, K., Saheki, T., & Satrústegui, J. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m610491200 · Cited by 116 · see citing works
Hanse, E. A., Ruan, C., Kachman, M. T., Wang, D., Lowman, X. H., & Kelekar, A. (2017) · Oncogene · doi:10.1038/onc.2017.36 · Cited by 111 · see citing works
Systems biology analysis of drivers underlying hallmarks of cancer cell metabolism
Zielinski, D. C., Jamshidi, N., Corbett, A. J., Bordbar, A., Thomas, A., & Palsson, B. Ø. (2017) · Scientific Reports · doi:10.1038/srep41241 · Cited by 104 · see citing works
Calcium Signaling in Brain Mitochondria
Contreras, L., & Satrústegui, J. (2009) · Journal of Biological Chemistry · doi:10.1074/jbc.m808066200 · Cited by 98 · see citing works
Brand, K., Leibold, W., Luppa, P., Schoerner, C., & Schulz, A. (1986) · Immunobiology · doi:10.1016/s0171-2985(86)80086-9 · Cited by 80 · see citing works
Limits of aerobic metabolism in cancer cells
Fernández-de-Cossio-Díaz, J., & Vázquez, A. (2017) · Scientific Reports · doi:10.1038/s41598-017-14071-y · Cited by 77 · see citing works
Limited transfer of cytosolic NADH into mitochondria at high cardiac workload
O’Donnell, J. M., Kudej, R. K., LaNoue, K. F., et al. (2004) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.01113.2003 · Cited by 72 · see citing works
Quantitative Proteome Landscape of the NCI-60 Cancer Cell Lines
Guo, T., Luna, A., Rajapakse, V. N., Koh, C. C., Wu, Z., Liu, W., Sun, Y., Gao, H., Menden, M. P., Xu, C., et al. (2019) · iScience · doi:10.1016/j.isci.2019.10.059 · Cited by 65 · see citing works
Wang, T., Yao, W., Li, J., He, Q., Shao, Y., & Huang, F. (2018) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00061.2018 · Cited by 57 · see citing works
Ratner, P. L., Fisher, M. S., Burkart, D. L., et al. (1981) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(19)69647-x · Cited by 53 · see citing works
Johnston, K., Pachnis, P., Tasdogan, A., Faubert, B., Zacharias, L. G., Vu, H., Rodgers-Augustyniak, L. A., Johnson, A., Huang, F., Ricciardo, S., et al. (2021) · Med · doi:10.1016/j.medj.2021.01.002 · Cited by 49 · see citing works
Oh, S. J., Gu, D. R., Jin, S. H., et al. (2016) · Biochemical and Biophysical Research Communications · doi:10.1016/j.bbrc.2016.05.055 · Cited by 34 · see citing works
The mitochondrial carrier Citrin plays a role in regulating cellular energy during carcinogenesis
Rabinovich, S., Silberman, A., Adler, L. N., Agron, S., Levin‐Zaidman, S., Bahat, A., Porat, Z., Ben‐Zeev, E., Geva, I., Itkin, M., et al. (2019) · Oncogene · doi:10.1038/s41388-019-0976-2 · Cited by 28 · see citing works
Teh, J. T., Zhu, W., Newgard, C. B., Casey, P. J., & Wang, M. (2019) · Molecular Cancer Therapeutics · doi:10.1158/1535-7163.mct-18-0766 · Cited by 27 · see citing works
Kozak, L. P. (1985) · Genetics · doi:10.1093/genetics/110.1.123 · Cited by 17 · see citing works
Bringing Warburg to lymphocytes
Medzhitov, R. M. (2015) · Nature reviews. Immunology · doi:10.1038/nri3918 · Cited by 9 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Regulation and function of the mammalian tricarboxylic acid cycle
Arnold, P. K., & Finley, L. W. S. (2023) · Journal of Biological Chemistry · doi:10.1016/j.jbc.2022.102838 · Cited by 535 · see citing works
“While the field continues to debate the underlying benefits of engaging in aerobic glycolysis, one clear advantage to the process is that it allows cells to robustly regenerate NAD in the cytosol (57).”
BackgroundExercise Metabolism and Adaptation in Skeletal Muscle
Smith, J. A. B., Murach, K. A., Dyar, K. A., & Zierath, J. R. (2023) · Nature Reviews Molecular Cell Biology · doi:10.1038/s41580-023-00606-x · Cited by 342 · see citing works
100 years of the Warburg effect: A cancer metabolism endeavor
Fendt, S.-M. (2024) · Cell · doi:10.1016/j.cell.2024.06.026 · Cited by 223 · see citing works
The Warburg Effect is the result of faster ATP production by glycolysis than respiration
Kukurugya, M. A., Rosset, S., & Titov, D. V. (2024) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2409509121 · Cited by 81 · see citing works
- Authors
- Wang, Y., Stancliffe, E., Fowle-Grider, R., Wang, R., Wang, C., Schwaiger-Haber, M., Shriver, L. P., & Patti, G. J.
- Affiliations
- Washington University in St. Louis (US)
- Corresponding author
- Patti, Gary J.
- ORCID
- Venue
- Molecular Cell
- Publisher
- Elsevier BV
- Published
- 2022-09
- Volume
- 82
- Issue
- 17
- Pages
- 3270-3283.e9
- ISSN
- 1097-2765 (ISSN-L)
- PMC
- PMC10134440
- OpenAlex
- W4291787698
- Cited by
- 180
- References
- 55
- Citations by year
- 2026: 36 · 2025: 46 · 2024: 47 · 2023: 42 · 2022: 9
- FWCI
- 15.14
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- www.elsevier.com/tdm/userlicense/1.0/ (tdm)
- www.elsevier.com/legal/tdmrep-license (tdm)
- www.elsevier.com/open-access/userlicense/1.0/ (vor, 365 d)
- doi.org/10.15223/policy-017 (stm-asf)
- doi.org/10.15223/policy-037 (stm-asf)
- doi.org/10.15223/policy-012 (stm-asf)
- doi.org/10.15223/policy-029 (stm-asf)
- doi.org/10.15223/policy-004 (stm-asf)
- Locations
- Molecular Cell (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Edward Mallinckrodt, Jr. Foundation
- National Institutes of Health (R24OD024624)
- National Institute of Diabetes and Digestive and Kidney Diseases (P30DK056341)
- National Institute of Environmental Health Sciences (R35ES028365)
- National Center for Advancing Translational Sciences (L30 TR000589)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer, Hypoxia, and Metabolism
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Metabolism, Diabetes, and Cancer
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Cancer and biochemical research
- Keywords
- aerobic glycolysis, malate-aspartate shuttle, glycerol-3-phosphate shuttle, lactate dehydrogenase, lactate excretion, glucose fermentation, cell proliferation, cancer metabolism, NCI-60 cell lines
- MeSH terms
- Aspartic Acid, Glucose, Glycolysis, Malates, NAD, Lactic Acid
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