PDK1-Dependent Metabolic Reprogramming Dictates Metastatic Potential in Breast Cancer
Open accessAbstract
Metabolic reprogramming is a hallmark of cellular transformation, yet little is known about metabolic changes that accompany tumor metastasis. Here we show that primary breast cancer cells display extensive metabolic heterogeneity and engage distinct metabolic programs depending on their site of metastasis. Liver-metastatic breast cancer cells exhibit a unique metabolic program compared to bone- or lung-metastatic cells, characterized by increased conversion of glucose-derived pyruvate into lactate and a concomitant reduction in mitochondrial metabolism. Liver-metastatic cells displayed increased HIF-1α activity and expression of the HIF-1α target Pyruvate dehydrogenase kinase-1 (PDK1). Silencing HIF-1α reversed the glycolytic phenotype of liver-metastatic cells, while PDK1 was specifically required for metabolic adaptation to nutrient limitation and hypoxia. Finally, we demonstrate that PDK1 is required for efficient liver metastasis, and its expression is elevated in liver metastases from breast cancer patients. Our data implicate PDK1 as a key regulator of metabolism and metastatic potential in breast cancer.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
PDK1 expression was elevated in breast cancer liver metastases compared to primary tumor specimens.
“Notably, PDK1 expression was elevated in breast cancer liver metastases compared to primary tumor specimens, further supporting the notion that PDK1 expression is particularly important for the growth and survival of breast cancer cells within the liver microenvironment.”
From Hypoxic control of metastasis (2016) · cites this paper as [111]
Breast metastases to the liver are highly dependent on glycolysis for survival in comparison to bone and lung metastases.
“Consistent with the concept that hepatic hypoxia and the associated glycolytic phenotype in periportal regions of the liver provide a barrier for metastatic colonization, Dupuy and colleagues observed that breast metastases to the liver are highly dependent on glycolysis for survival in comparison to bone and lung metastases (111).”
From Hypoxic control of metastasis (2016) · cites this paper as [111]
The metabolic reprogramming of liver-metastatic breast cancer cells was largely dependent on the HIF-1 target gene PDK1.
“The metabolic reprogramming of liver-metastatic breast cancer cells was largely dependent on the HIF-1 target gene pyruvate dehydrogenase kinase (PDK1).”
From Hypoxic control of metastasis (2016) · cites this paper as [111]
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
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
Kim, J.-W., Tchernyshyov, I., Semenza, G. L., & Dang, C. V. (2006) · Cell Metabolism · doi:10.1016/j.cmet.2006.02.002 · Cited by 3,905 · see citing works
Metabolic Reprogramming: A Cancer Hallmark Even Warburg Did Not Anticipate
Ward, P. S., & Thompson, C. B. (2012) · Cancer Cell · doi:10.1016/j.ccr.2012.02.014 · Cited by 3,233 · see citing works
DeBerardinis, R. J., Mancuso, A., Daikhin, E., Nissim, I., Yudkoff, M., Wehrli, S., & Thompson, C. B. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0709747104 · Cited by 2,622 · see citing works
Adipocytes promote ovarian cancer metastasis and provide energy for rapid tumor growth
Nieman, K. M., Kenny, H. A., Penicka, C. V., Ladanyi, A., Buell-Gutbrod, R., Zillhardt, M. R., Romero, I. L., Carey, M. S., Mills, G. B., Hotamisligil, G. S., et al. (2011) · Nature Medicine · doi:10.1038/nm.2492 · Cited by 2,279 · see citing works
HIF-1 mediates adaptation to hypoxia by actively downregulating mitochondrial oxygen consumption
Papandreou, I., Cairns, R. A., Fontana, L., Lim, A. L., & Denko, N. C. (2006) · Cell Metabolism · doi:10.1016/j.cmet.2006.01.012 · Cited by 2,267 · see citing works
Reductive glutamine metabolism by IDH1 mediates lipogenesis under hypoxia
Metallo, C. M., Gameiro, P. A., Bell, E. L., Mattaini, K. R., Yang, J., Hiller, K., Jewell, C. M., Johnson, Z. R., Irvine, D. J., Guarente, L., et al. (2012) · Nature · doi:10.1038/nature10602 · Cited by 1,791 · see citing works
HIF1α and HIF2α: sibling rivalry in hypoxic tumour growth and progression
Keith, B., Johnson, R. S., & Simon, M. C. (2012) · Nature Reviews Cancer · doi:10.1038/nrc3183 · Cited by 1,693 · cited 1× · see citing works
“HIF-1a Mediates Metabolic Reprogramming of Liver-Metastatic Breast Cancer Cells HIF-1a is a master transcription factor that controls metabolic reprogramming under low-O2 conditions, and it functions as a key regulator of glycolysis (Keith et al., 2012; Semenza, 2013).”
Bonnet, S., Archer, S. L., Allalunis‐Turner, J., Haromy, A., Beaulieu, C., Thompson, R. B., Lee, C. T., Lopaschuk, G. D., Puttagunta, L., Bonnet, S. B., et al. (2007) · Cancer Cell · doi:10.1016/j.ccr.2006.10.020 · Cited by 1,530 · see citing works
LeBleu, V. S., O’Connell, J. T., Herrera, K. N. G., Wikman, H., Pantel, K., Haigis, M. C., de Carvalho, F. M., Damascena, A. S., Chinen, L. T. D., Rocha, R. M., et al. (2014) · Nature Cell Biology · doi:10.1038/ncb3039 · Cited by 1,412 · see citing works
HIF-1 mediates metabolic responses to intratumoral hypoxia and oncogenic mutations
Semenza, G. L. (2013) · Journal of Clinical Investigation · doi:10.1172/jci67230 · Cited by 1,335 · see citing works
Glutamine and cancer: cell biology, physiology, and clinical opportunities
Hensley, C. T., Wasti, A. T., & DeBerardinis, R. J. (2013) · Journal of Clinical Investigation · doi:10.1172/jci69600 · Cited by 1,262 · see citing works
Aslakson, C. J., & Miller, F. R. (1992) · PubMed · Cited by 1,234 · see citing works
Wise, D. R., Ward, P. S., Shay, J. E. S., Cross, J. R., Gruber, J. J., Sachdeva, U. M., Platt, J. M., DeMatteo, R. G., Simon, M. C., & Thompson, C. B. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1117773108 · Cited by 975 · see citing works
AMPK Is a Negative Regulator of the Warburg Effect and Suppresses Tumor Growth In Vivo
Faubert, B., Boily, G., Izreig, S., Griss, T., Samborska, B., Dong, Z., Dupuy, F., Chambers, C., Fuerth, B. J., Viollet, B., et al. (2012) · Cell Metabolism · doi:10.1016/j.cmet.2012.12.001 · Cited by 901 · see citing works
Self-citationThe metabolic profile of tumors depends on both the responsible genetic lesion and tissue type
Yuneva, M. O., Fan, T. W. M., Allen, T. D., Higashi, R. M., Ferraris, D. V., Tsukamoto, T., Matés, J. M., Alonso, F. J., Wang, C., Seo, Y., et al. (2012) · Cell Metabolism · doi:10.1016/j.cmet.2011.12.015 · Cited by 639 · see citing works
A Mitochondrial Switch Promotes Tumor Metastasis
Porporato, P. E., Payen, V. L., Pérez‐Escuredo, J., Saedeleer, C. J. D., Danhier, P., Copetti, T., Dhup, S., Tardy, M., Vazeille, T., Bouzin, C., et al. (2014) · Cell Reports · doi:10.1016/j.celrep.2014.06.043 · Cited by 571 · see citing works
Probing tumor phenotypes using stable and regulated synthetic microRNA precursors
Dickins, R., Hemann, M., Zilfou, J. T., Simpson, D. R., Ibarra, I., Hannon, G., & Lowe, S. (2005) · Nature Genetics · doi:10.1038/ng1651 · Cited by 561 · see citing works
(2002) · PubMed · Cited by 457 · see citing works
MED12 Controls the Response to Multiple Cancer Drugs through Regulation of TGF-β Receptor Signaling
Huang, S., Hölzel, M., Knijnenburg, T., Schlicker, A., Roepman, P., McDermott, U., Garnett, M., Grernrum, W., Sun, C., Prahallad, A., et al. (2012) · Cell · doi:10.1016/j.cell.2012.10.035 · Cited by 430 · see citing works
Martinez-Outschoorn, U. E., Lisanti, M. P., & Sotgia, F. (2014) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2014.01.005 · Cited by 423 · 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
Sun, R. C., & Denko, N. C. (2014) · Cell Metabolism · doi:10.1016/j.cmet.2013.11.022 · Cited by 344 · see citing works
Loss of the Tumor Suppressor LKB1 Promotes Metabolic Reprogramming of Cancer Cells via HIF-1α
Faubert, B., Vincent, E. E., Griss, T., Samborska, B., Izreig, S., Svensson, R. U., Mamer, O. A., Avizonis, D., Shackelford, D. B., Shaw, R. J., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312570111 · Cited by 278 · see citing works
Self-citationRose, A. A. N., Annis, M. G., Dong, Z., Pepin, F., Hallett, M. T., Park, M., & Siegel, P. M. (2010) · PLoS ONE · doi:10.1371/journal.pone.0012093 · Cited by 220 · see citing works
Self-citationSutendra, G., Dromparis, P., Kinnaird, A. S., Stenson, T. H., Haromy, A., Parker, J. M. R., McMurtry, M. S., & Michelakis, E. D. (2012) · Oncogene · doi:10.1038/onc.2012.198 · Cited by 185 · see citing works
Tabariès, S., Dong, Z., Annis, M. G., Ömeroğlu, A., Pepin, F., Ouellet, V., Russo, C., Hassanain, M. M., Metrakos, P. P., Diaz, Z., et al. (2010) · Oncogene · doi:10.1038/onc.2010.518 · Cited by 164 · see citing works
Self-citationOsteoactivin Promotes Breast Cancer Metastasis to Bone
Rose, A. A. N., Pepin, F., Russo, C., Khalil, J. E. A., Hallett, M. T., & Siegel, P. M. (2007) · Molecular Cancer Research · doi:10.1158/1541-7786.mcr-07-0119 · Cited by 162 · see citing works
Self-citationPGC-1α supports glutamine metabolism in breast cancer
McGuirk, S., Gravel, S., Deblois, G., Papadopoli, D. J., Faubert, B., Wegner, A., Hiller, K., Avizonis, D. Z., Akavia, U. D., Jones, R. G., et al. (2013) · Cancer & Metabolism · doi:10.1186/2049-3002-1-22 · Cited by 153 · see citing works
Self-citationTissue Microarrays Are an Effective Quality Assurance Tool for Diagnostic Immunohistochemistry
Hsu, F. D., Nielsen, T. O., Alkushi, A. O., et al. (2002) · Modern Pathology · doi:10.1097/01.mp.0000039571.02827.ce · Cited by 151 · see citing works
Tabariès, S., Dupuy, F., Dong, Z., Monast, A., Annis, M. G., Spicer, J. D., Ferri, L. E., Ömeroğlu, A., Basik, M., Amir, E., et al. (2012) · Molecular and Cellular Biology · doi:10.1128/mcb.00299-12 · Cited by 138 · see citing works
Self-citationThe tumor suppressor folliculin regulates AMPK-dependent metabolic transformation
Yan, M., Gingras, M., Dunlop, E. A., Nouët, Y., Dupuy, F., Jalali, Z., Possik, E., Coull, B. J., Kharitidi, D., Dydensborg, A. B., et al. (2014) · Journal of Clinical Investigation · doi:10.1172/jci71749 · Cited by 134 · see citing works
Self-citationChiavarina, B., Whitaker‐Menezes, D., Martinez‐Outschoorn, U., Witkiewicz, A. K., Birbe, R., Howell, A., Pestell, R. G., Smith, J. A., Daniel, R., Sotgia, F., et al. (2011) · Cancer Biology & Therapy · doi:10.4161/cbt.12.12.18703 · Cited by 129 · see citing works
Makretsov, N. A., Gilks, C. B., Coldman, A. J., et al. (2003) · Human Pathology · doi:10.1053/s0046-8177(03)00411-8 · Cited by 118 · see citing works
Tabariès, S., Ouellet, V., Hsu, B. E., Annis, M., Rose, A. A. N., Meunier, L., Carmona, E., Tam, C. E., Mes-Masson, A., & Siegel, P. (2015) · Breast Cancer Research · doi:10.1186/s13058-015-0558-3 · Cited by 110 · see citing works
Self-citationLü, X., Bennet, B., Mu, E. W., Rabinowitz, J. D., & Kang, Y. (2010) · Journal of Biological Chemistry · doi:10.1074/jbc.c110.104448 · Cited by 104 · see citing works
Kumar, A., Kant, S., & Singh, S. M. (2012) · Chemico-Biological Interactions · doi:10.1016/j.cbi.2012.06.005 · Cited by 62 · see citing works
Dupuy, F., Griss, T., Blagih, J., Bridon, G., Avizonis, D. Z., Ling, C., Dong, Z., Siwak, D. R., Annis, M. G., Mills, G. B., et al. (2013) · Cancer & Metabolism · doi:10.1186/2049-3002-1-18 · Cited by 49 · see citing works
Self-citationHassoun, E. A., & Ray, S. (2003) · Comparative Biochemistry and Physiology Part C Toxicology & Pharmacology · doi:10.1016/s1532-0456(03)00082-6 · Cited by 38 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Batlle, E., & Clevers, H. (2017) · Nature Medicine · doi:10.1038/nm.4409 · Cited by 2,769 · see citing works
Metabolic reprogramming and cancer progression
Faubert, B., Solmonson, A., & DeBerardinis, R. J. (2020) · Science · doi:10.1126/science.aaw5473 · Cited by 2,740 · see citing works
Hypoxic microenvironment in cancer: molecular mechanisms and therapeutic interventions
Chen, Z., Han, F., Du, Y., Shi, H., & Zhou, W. (2023) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-023-01332-8 · Cited by 1,612 · see citing works
The hallmarks of cancer metabolism: still emerging
Pavlova, N. N., Zhu, J., & Thompson, C. B. (2022) · Cell Metabolism · doi:10.1016/j.cmet.2022.01.007 · Cited by 1,418 · see citing works
Rankin, E. B., & Giaccia, A. J. (2016) · Science · doi:10.1126/science.aaf4405 · Cited by 1,340 · see citing works
Kumagai, S., Koyama, S., Itahashi, K., Tanegashima, T., Lin, Y.-T., Togashi, Y., Kamada, T., Irie, T., Okumura, G., Kono, H., et al. (2022) · Cancer Cell · doi:10.1016/j.ccell.2022.01.001 · Cited by 892 · see citing works
Glutamine Metabolism in Cancer: Understanding the Heterogeneity
Cluntun, A. A., Lukey, M. J., Cerione, R. A., & Locasale, J. W. (2017) · Trends in Cancer · doi:10.1016/j.trecan.2017.01.005 · Cited by 796 · see citing works
Stem cell programs in cancer initiation, progression, and therapy resistance
Huang, T., Song, X., Xu, D., Tiek, D., Goenka, A., Wu, B., Sastry, N., Hu, B., & Cheng, S.-Y. (2020) · Theranostics · doi:10.7150/thno.41648 · Cited by 524 · see citing works
Peiris-Pagès, M., Martinez-Outschoorn, U. E., Pestell, R. G., Sotgia, F., & Lisanti, M. P. (2016) · Breast Cancer Research · doi:10.1186/s13058-016-0712-6 · Cited by 465 · see citing works
Tumor glycolysis, an essential sweet tooth of tumor cells
Paul, S., Ghosh, S., & Kumar, S. (2022) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2022.09.007 · Cited by 449 · see citing works
Metastasis-Initiating Cells and Ecosystems
Massagué, J., & Ganesh, K. (2021) · Cancer Discovery · doi:10.1158/2159-8290.cd-21-0010 · Cited by 372 · see citing works
Metabolic Pathways Regulating Colorectal Cancer Initiation and Progression
La Vecchia, S., & Sebastián, C. (2020) · Seminars in Cell & Developmental Biology · doi:10.1016/j.semcdb.2019.05.018 · Cited by 349 · see citing works
Breast Cancer-Derived Lung Metastases Show Increased Pyruvate Carboxylase-Dependent Anaplerosis
Christen, S., Lorendeau, D., Schmieder, R., Broekaert, D., Metzger, K., Veys, K., Elia, I., Buescher, J. M., Orth, M. F., Davidson, S. M., et al. (2016) · Cell Reports · doi:10.1016/j.celrep.2016.09.042 · Cited by 258 · see citing works
Metabolic reprogramming in triple-negative breast cancer
Sun, X., Wang, M., Wang, M., Yu, X., Guo, J., Sun, T., Li, X., Yao, L., Dong, H., & Xu, Y. (2020) · Frontiers in Oncology · doi:10.3389/fonc.2020.00428 · Cited by 243 · see citing works
Yamaguchi, N., Weinberg, E. M., Nguyen, A., Liberti, M. V., Goodarzi, H., Janjigian, Y. Y., Paty, P. B., Saltz, L. B., Kingham, T. P., Loo, J. M., et al. (2019) · eLife · doi:10.7554/elife.52135 · Cited by 91 · see citing works
Cancer cells depend on environmental lipids for proliferation when electron acceptors are limited
Li, Z., Ji, B. W., Dixit, P. D., Tchourine, K., Lien, E. C., Hosios, A. M., Abbott, K. L., Rutter, J. C., Westermark, A. M., Gorodetsky, E. F., et al. (2022) · Nature Metabolism · doi:10.1038/s42255-022-00588-8 · Cited by 81 · see citing works
Wilkes, J. G., O’Leary, B. R., Du, J., Klinger, A. R., Sibenaller, Z. A., Doskey, C. M., Gibson-Corley, K. N., Alexander, M. S., Tsai, S., Buettner, G. R., et al. (2018) · Clinical & Experimental Metastasis · doi:10.1007/s10585-018-9876-z · Cited by 36 · see citing works
Sieow, J. L., Penny, H. L., Gun, S. Y., Tan, L. Q., Duan, K., Yeong, J. P. S., Pang, A., Lim, D., Toh, H. C., Lim, T. K. H., et al. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms24010753 · Cited by 27 · see citing works
Ressa, A., Bosdriesz, E., de Ligt, J., Mainardi, S., Maddalo, G., Prahallad, A., Jager, M., de la Fonteijne, L., Fitzpatrick, M., Groten, S., et al. (2018) · Molecular & Cellular Proteomics · doi:10.1074/mcp.ra117.000486 · Cited by 17 · see citing works
Zhang, Y., Lv, P., Zhang, Q., Xiang, W., Jiang, X., Guo, Z., & Zhang, T. (2025) · Scientific Reports · doi:10.1038/s41598-025-86580-0 · Cited by 9 · see citing works
Xu, M., Fei, J., Xiao, Z.-X., & Yi, Y. (2026) · Acta Biochimica et Biophysica Sinica · doi:10.3724/abbs.2025106 · Cited by 2 · see citing works
- Authors
- Dupuy, F., Tabariès, S., Andrzejewski, S., Dong, Z., Blagih, J., Annis, M. G., Omeroglu, A., Gao, D., Leung, S., Amir, E., Clemons, M., Aguilar-Mahecha, A., Basik, M., Vincent, E. E., St.-Pierre, J., Jones, R. G., & Siegel, P. M.
- Affiliations
- McGill University (CA)
- University of British Columbia (CA)
- University of Toronto (CA)
- Ottawa Hospital (CA)
- Jewish General Hospital (CA)
- Corresponding author
- Jones, Russell G.
- Siegel, Peter M.
- ORCID
- Venue
- Cell Metabolism
- Publisher
- Elsevier BV
- Published
- 2015-10
- Volume
- 22
- Issue
- 4
- Pages
- 577-589
- ISSN
- 1550-4131 (ISSN-L)
- OpenAlex
- W1929533080
- Cited by
- 558
- References
- 41
- Citations by year
- 2026: 24 · 2025: 48 · 2024: 47 · 2023: 64 · 2022: 62 · 2021: 83 · 2020: 58 · 2019: 57 · 2018: 44 · 2017: 40 · 2016: 28 · 2015: 3
- FWCI
- 12.67
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Cell Metabolism (publishedVersion)
- PubMed (publishedVersion)
- Explore Bristol Research (submittedVersion)
- Funders
- Canadian Institutes of Health Research (MOP-93 799, 136907_1)
- 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 › Cancer Research › Cancer, Lipids, and Metabolism
- Keywords
- PDK1, pyruvate dehydrogenase kinase 1, metabolic reprogramming, breast cancer metastasis, liver metastasis, HIF-1α, glycolysis, mitochondrial metabolism, hypoxia, nutrient limitation, tumor metabolic heterogeneity, metastatic potential
- MeSH terms
- Pyruvate Dehydrogenase Acetyl-Transferring Kinase, Animals, Breast Neoplasms, Carbon Isotopes, Female, Glutamine, Glycolysis, Humans, Liver Neoplasms, Gas Chromatography-Mass Spectrometry, Mice, Inbred BALB C, Oxidative Phosphorylation, Cell Hypoxia, Protein Serine-Threonine Kinases, RNA Interference, RNA, Small Interfering, Cell Line, Tumor, Mice, Hypoxia-Inducible Factor 1, alpha Subunit, Metabolome, Metabolic Engineering
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