Metabolic plasticity maintains proliferation in pyruvate dehydrogenase deficient cells
© Rajagopalan et al. 2015
Received: 12 March 2015
Accepted: 26 May 2015
Published: 29 June 2015
Pyruvate dehydrogenase (PDH) occupies a central node of intermediary metabolism, converting pyruvate to acetyl-CoA, thus committing carbon derived from glucose to an aerobic fate rather than an anaerobic one. Rapidly proliferating tissues, including human tumors, use PDH to generate energy and macromolecular precursors. However, evidence supports the benefits of constraining maximal PDH activity under certain contexts, including hypoxia and oncogene-induced cell growth. Although PDH is one of the most widely studied enzyme complexes in mammals, its requirement for cell growth is unknown. In this study, we directly addressed whether PDH is required for mammalian cells to proliferate.
We genetically suppressed expression of the PDHA1 gene encoding an essential subunit of the PDH complex and characterized the effects on intermediary metabolism and cell proliferation using a combination of stable isotope tracing and growth assays. Surprisingly, rapidly dividing cells tolerated loss of PDH activity without major effects on proliferative rates in complete medium. PDH suppression increased reliance on extracellular lipids, and in some cell lines, reducing lipid availability uncovered a modest growth defect that could be completely reversed by providing exogenous-free fatty acids. PDH suppression also shifted the source of lipogenic acetyl-CoA from glucose to glutamine, and this compensatory pathway required a net reductive isocitrate dehydrogenase (IDH) flux to produce a source of glutamine-derived acetyl-CoA for fatty acids. By deleting the cytosolic isoform of IDH (IDH1), the enhanced contribution of glutamine to the lipogenic acetyl-CoA pool during PDHA1 suppression was eliminated, and growth was modestly suppressed.
Although PDH suppression substantially alters central carbon metabolism, the data indicate that rapid cell proliferation occurs independently of PDH activity. Our findings reveal that this central enzyme is essentially dispensable for growth and proliferation of both primary cells and established cell lines. We also identify the compensatory mechanisms that are activated under PDH deficiency, namely scavenging of extracellular lipids and lipogenic acetyl-CoA production from reductive glutamine metabolism through IDH1.
The importance of metabolism in cell growth and proliferation is illustrated by its emerging role as a molecular hallmark and source of therapeutic targets in cancer  and the intimate connection between oncogenic mutations and metabolic reprogramming . Observations made by Otto Warburg documented enhanced glucose uptake and increased lactate secretion in cancer cells relative to differentiated tissues . Specifically, cancer cells were found to convert a high fraction of glucose-derived carbon to lactate rather than oxidizing it to CO2 in the mitochondria. This phenomenon has been called aerobic glycolysis (or, more commonly, the Warburg effect) because it occurs even when enough oxygen is present to support normal mitochondrial function. Evidence indicates that aerobic glycolysis supports cell survival and growth in numerous ways, including providing substrate for macromolecular synthesis [4, 5], apoptosis resistance [6, 7], and evasion of senescence during oncogenic transformation [8, 9].
However, many of the biosynthetic activities of proliferating cells involve mitochondrial metabolism. For example, the TCA cycle generates precursors to synthesize proteins, nucleic acids, and lipids, as well as providing reducing equivalents to drive electron-transport chain flux and oxidative phosphorylation [10, 11]. The pyruvate dehydrogenase complex (PDH) occupies a crucial node in glucose metabolism, as it oxidatively decarboxylates pyruvate generated from glycolysis or other pathways to generate acetyl-CoA for the TCA cycle, thus separating pyruvate between aerobic and anaerobic metabolism. The complex functions as a series of three distinct enzymes to produce acetyl-CoA from pyruvate, including pyruvate dehydrogenase, dihydrolipoamide acetyltransferase, and dihydrolipoamide dehydrogenase, catalyzed by the E1, E2, and E3 enzymes, respectively. Pyruvate decarboxylation catalyzed by E1 is considered to be the rate-limiting step. E1 is composed of two α and two β subunits, with the E1α subunit encoded by the PDHA1 gene . PDHA1 resides on the X chromosome in both humans and mice, and human males hemizygous for loss-of-function PDHA1 mutations display severe lactic acidosis . The activity of PDH is subject to many levels of regulation, including calcium concentration, energy status, substrate availability, the NAD+/NADH ratio, and post-translational modifications, particularly inhibitory serine phosphorylation of E1α by pyruvate dehydrogenase kinases (PDKs) .
PDH’s requirement for cell growth is incompletely characterized and appears to be complex. On the one hand, PDK-dependent suppression of maximal PDH activity has been demonstrated to occur in normoxic cancer cells, and PDK1 has been linked to the growth-promoting benefits of aerobic glycolysis in culture and in vivo [15, 16]. Stimulation of PDH activity through pharmacological PDK inhibition has shown therapeutic promise in preclinical and early clinical studies [7, 17]. On the other hand, glucose-dependent fatty-acid synthesis and other growth-promoting biosynthetic pathways require PDH, and cultured cancer cells typically display activity of the enzyme [18, 19]. Perhaps more importantly, the few studies that have probed metabolic activity in human tumors have demonstrated clear evidence of PDH activity in vivo [20–23]. These data could be interpreted to indicate that PDH activity is maintained within a fairly narrow range in proliferating cells, with a modest level needed to support energy and macromolecule formation, while avoiding excess activity reduces oxidative stress and other problems associated with dysregulated oxidative metabolism.
Although extensive data have indicated the importance of constraining maximal PDH activity, the need for basal levels of PDH activity to support cell metabolism and growth in proliferating cells has not been carefully studied. Here we silenced or deleted the E1α subunit of PDH in cultured cells. Surprisingly, dividing cells tolerated loss of PDH activity—including genetic ablation of PDHA1—without major effects on their proliferative rate in complete medium. Scavenging lipids from the medium and converting to a glutamine-dependent form of fatty-acid synthesis were both activated during PDH suppression.
shRNA hairpins were generated using the Hemann Lab shRNA database and cloned into the tetracycline-inducible plasmid TtRMPVIR (Addgene plasmid 27995) generated by the Lowe Lab  using the In-Fusion HD cloning kit (Clontech). Sequences of control (shNS) and two hairpins against PDHA1 (shPDHA1-1 and shPDHA1-2) are contained in Additional file 1: Table S1. Retroviruses were generated in 293FT cells. H460 and SFXL cells were infected with shRNA-expressing retroviruses. Then, infected pools were sorted by FACS for the highest 10 % of YFP expression (constitutive marker). shRNA expression was induced with 100 ng/mL doxycycline (Research Products International) for 4 days. IDH1 knockout H460 cell lines were generated using CRISPR/Cas9 . Wild-type clones were selected from both control and targeting vector transfections. To control for variations among individual clones, four to five clones were pooled, and different pools for each targeted gene were used for further experiments. PDHA1 knockout MEFs were created by breeding PDHA1FLex8/Y with UBC-Cre-ER; X/X mice to generate a litter that contained UBC-Cre-ER; X/Y and PDHA1FLex8/X. These mice were then interbred, and fibroblasts were isolated from one embryo with the genotype UBC-Cre-ER; PDHA1FLex8/Y. PDHA1 was deleted in vitro using 500 nM 4-hydroxytamoxifen. Control (PDHA1FLex8/Y) and PDHA1-deficient (PDHA1Δex8/Y) single clones were isolated by FACS. All mouse studies followed international guidelines for the care and experimental use of animals. These studies were performed under a protocol (2007–0223) approved by the UT Southwestern Institutional Animal Care and Use Committee (IACUC).
Cell culture and growth assays
H460 and SFXL cells were cultured in D5796 Dulbecco’s Modified Eagle Medium (DMEM) supplemented with 5 % tetracycline-reduced fetal bovine serum (FBS) (Fisher Scientific), 2 mM glutamine, and penicillin/streptomycin. MEFs were cultured in identical conditions except that normal FBS was used (Hyclone). Cells were detached from the plate for passaging using 0.05 % trypsin (Hyclone). For growth curves, 1×105 cells were plated and allowed to proliferate (4 days for SFXL and H460; 2 days for MEFs). Cells were counted using a Vi-Cell XR Cell Viability Analyzer (Beckman-Coulter).
Protein was extracted from cells using RIPA buffer with protease inhibitors (Roche). Protein concentration was measured using the BCA protein assay (ThermoScientific). Protein was separated by SDS/PAGE and transferred to a PVDF membrane, which was probed with antibodies against PDHE1α (Invitrogen), IDH1 (Abcam), or cyclophilin B (Abcam). Secondary antibodies were anti-mouse or anti-rabbit (both Jackson ImmunoResearch).
PDH activity measurements
PDH activity was measured as described  with modifications. Briefly, cells were incubated for 1 h at 37 °C with 5 mM sodium dichloroacetate (DCA) to activate PDH. After incubation, cells were trypsinized, counted, and 30–40×106 cells were re-suspended in 6 mL of cold isolation buffer and homogenized in a tight-fitting ground-glass Potter. Mitochondrial pellets were isolated by centrifugation and stored at −80 °C. For the assay, the pellet was re-suspended and pre-incubated in buffer containing DCA for 10 min at 37 °C. An aliquot was used for protein quantification, and the PDH activity assay was performed at 25 °C in a 96-well plate with each well containing 100 μg of mitochondrial suspension and reaction mixture. PDH activity was determined by following reduction of the MTT dye. The μmoles of pyruvate oxidized were calculated from the absorbance change in MTT at 570 nm . Non-specific dye reduction was measured in the presence of 5 mM 3-bromopyruvate and subtracted to achieve the final PDH activity value.
Metabolic assays and stable isotope tracing
Culture media was collected at the end of the incubation and analyzed for glucose, lactate, glutamine, and glutamate content using an automated electrochemical analyzer (NOVA BioProfile Basic-4 Analyzer). Aspartate and alanine were measured using high-pressure liquid chromatography (Hitachi L8900). Net consumption and secretion rates were normalized to cell protein content. For 13C tracing, when cells reached 50 % confluence, they were labeled with the tracer of interest, either 10-mM [U-13C]glucose or 4-mM [U-13C]glutamine, in DMEM supplemented with 5 % dialyzed FBS and allowed to proliferate for 24 h. Metabolites were extracted using the Bligh-Dyer method . Assessment of metabolite enrichment was performed as previously described [28, 29]. Metabolite levels were determined by normalizing to an internal standard (sodium 2-oxobutyrate) and protein content. For acetyl-carnitine measurements, dishes of 80–90 % confluent cells were incubated in 10-mM glucose and 4-mM glutamine for 6 h. Extraction of metabolites, preparation for profiling by LC/MS/MS, and data analysis were performed as described . Metabolite abundance was normalized to protein content.
Radiolabeling of lipids
Cells were incubated with [U-14C]glucose (140 μCi, 1 μM) or [U-14C]glutamine (25 μCi, 180 nM) in DMEM supplemented with 5 % tetracycline-reduced FBS and allowed to proliferate for 24 h, then lipids were extracted . Lipids were separated using a silica gel glass-backed plate (Fisher) in polar and non-polar solvents alongside TLC reference standards 18–5 and 18–6 (Nu-Chek Prep). Lipid bands were developed in iodine, removed from glass plates, and placed in Ecolume Liquid Scintillation Cocktail (MP Biomedicals). Counts per minute (CPM) were determined through scintillation. CPM signal was normalized to protein content for each sample. The abundance of 14C in lipids was calculated using a standard curve.
BODIPY FA labeling of H460 cells
H460 cells were cultured with Bodipy 500/510 C4-C9 (Molecular Probes) in DMEM containing delipidated serum for 24 h. Cells were fixed with 4 % formaldehyde in phosphate-buffered saline (PBS) for 30 min, washed three times in PBS, and stained for Hoechst for 10 min in PBS. The cells were mounted on a slide with Fluoromount-G (Southern Biotech). Images were acquired with a LEICA DM5500B fluorescent microscope equipped with LEICA DFC340FX digital camera at ×20 magnification. ImageJ software was used to quantify signal intensity for BODIPY and DAPI (used for normalization) to determine extent of fatty-acid uptake.
Serum delipidation and fatty-acid rescue
Delipidated fetal calf serum was prepared as described . Briefly, lipids were extracted by mixing serum with n-butanol and isopropyl ether at room temperature followed by incubation on ice. The aqueous layer was extracted by centrifugation, serially re-extracted in isopropyl ether, and evaporated under nitrogen gas. The lyophilate was dissolved in distilled water and dialyzed against phosphate-buffered saline (PBS). The average concentrations of various lipid species before and after delipidation have been measured . For fatty-acid rescue, palmitate and oleate were dissolved in ethanol and complexed to fatty acid-free bovine serum albumin (Sigma) dissolved in PBS. The fatty-acid mixture was directly added to DMEM containing delipidated serum to make fatty-acid rescue medium.
Metabolic flux analysis (MFA)
Steady state metabolic fluxes were calculated by combining extracellular flux rates, growth rates, and 13C mass isotopomer distributions (MIDs) using the INCA software package , which applies an elementary metabolite unit framework to efficiently simulate MIDs [34, 35]. We developed a reaction network describing the stoichiometry and carbon transitions involved in glycolysis, the TCA cycle, and biomass generation. Parallel labeling data from cells fed either [U-13C] glucose or [U-13C]glutamine were used to simultaneously fit the same network model to estimate intracellular fluxes. To ensure that a global minimum of fluxes was identified, flux estimations were initiated from random values and repeated a minimum of 50 times. A chi-square test was applied to test goodness-of-fit, and accurate 95 % confidence intervals were calculated by assessing the sensitivity of the sum of squared residuals to flux parameter variations .
Metabolic effects of PDHA1 silencing
Fatty-acid metabolism was examined by generating fatty acyl methyl esters from total cellular lipids and examining 13C distributions by GC/MS. PDHA1 silencing substantially decreased the contribution of glucose carbon to the palmitate pool, causing a shift toward lower-order labeling and reducing labeling in the lipogenic acetyl-CoA pool by more than half (Fig. 2c). To further characterize incorporation of glucose carbon into lipids, cells were incubated with [U-14C]glucose, and intact lipids were separated by thin-layer chromatography (TLC). PDHA1 silencing reduced the presence of glucose-derived carbon in total lipids and in all fractionated classes of polar and non-polar lipids (Fig. 2d).
Because shRNA against PDHA1 expression resulted in a measurable amount of residual PDH activity (Fig. 1b), we sought to generate cells with essentially complete loss of PDH activity. To do this, we bred mice containing a loxP-flanked PDHA1 exon 8 to mice expressing tamoxifen-inducible Cre recombinase (UBC-Cre-ER) and established mouse embryonic fibroblasts (MEFs) from male embryos transgenic for UBC-Cre-ER and hemizygous for the floxed PDHA1 allele. Deletion of exon 8 is thought to impair the interaction between the E1α subunit and the rest of the complex, dramatically reducing PDH activity . Tamoxifen induced deletion of PDHA1 exon 8 in culture (Additional file 1: Figure S3a) and resulted in near-complete elimination of E1α protein and PDH activity (Additional file 1: Figure S3b, c). PDHA1 deletion almost completely eliminated palmitate labeling from [U-13C]glucose (Additional file 1: Figure S3d).
PDHA1 silencing in H460 cells increases dependence on extracellular lipids for growth
Oncogenic mutations in KRAS upregulate fatty-acid import to fuel lipid synthesis . H460 cells contain an oncogenic KRAS mutation, KRAS Q61H . We therefore tested whether H460 cells could compensate for PDH loss by importing fatty acids from the medium. First, to maximize detection of fatty-acid uptake, cells were cultured in delipidated serum supplemented with BODIPY-labeled fatty acids. Under these lipid-deprived conditions, PDHA1-silenced cells demonstrated enhanced fatty-acid uptake (Fig. 3a, b). PDHA1-silenced cells also proliferated at a reduced rate in delipidated serum (Fig. 3c, right and Additional file 1: Figure S4b), and this growth defect was completely reversed by supplementing the medium with a mixture of palmitate and oleate (Fig. 3d). To test whether this dependence on extracellular lipids under PDH suppression could be extended to other rapidly proliferating cell lines, we used the same PDHA1 hairpins in SFXL glioblastoma cells (Additional file 1: Figure S5a). This decreased PDH activity (Additional file 1: Figure S5b) but had no effect on cell growth in delipidated medium (Additional file 1: Figure S5c), indicating that PDH deficiency uncovers a dependence on extracellular lipids in some but not all cancer cells.
Glutamine carbon supplies de novo lipogenesis under PDH suppression
A net reductive flux through cytosolic IDH provides a source of citrate for fatty-acid synthesis in PDHA1-silenced cells
Glutamine-dependent fatty-acid synthesis can occur through either reductive or oxidative pathways, although the latter is believed to require PDH activity [29, 43, 44]. Qualitative inspection of glutamine-derived mass isotopologues in TCA cycle intermediates demonstrated evidence of alterations in both pathways. Labeling in succinate and glutamate reflected decreased oxidative cycling of glutamine-derived carbon, evidenced by an increase in the M + 4 and M + 5 isotopologues, respectively (Additional file 1: Figure S7a, b). The small increase in citrate M + 6 is consistent with an enhanced contribution of glutamine oxidation to the acetyl-CoA pool (Fig. 4a) [29, 45]. Enhancements in citrate, fumarate, malate, and aspartate M + 3 isotopologues are consistent with altered reductive metabolism, although the expected increase in citrate M + 5 [43, 44, 46] was not observed (Fig. 4a–d).
IDH1 is required to maintain glutamine-dependent lipogenic acetyl-CoA and maximal cell proliferation under PDH suppression
Under lipid-replete conditions, PDHA1 silencing did not alter cell proliferation, suggesting that glutamine-derived fatty-acid synthesis might be required for maximal cell growth in the lipid-replete state. To test this hypothesis, we examined the effect of IDH1 loss on cell growth in the presence of normal or reduced PDH activity. IDH1 loss coupled with PDHA1 silencing reduced the growth rate in lipid-replete conditions, whereas loss of either activity alone was well-tolerated (Fig. 6c). Thus, cytosolic reductive carboxylation is required for enhanced glutamine-dependent fatty-acid synthesis and maximal cell growth during suppression of PDH flux.
We find that activity of the PDH complex is largely dispensable for rapid cell proliferation in culture. Deletion of PDHA1 exon 8 in mouse embryonic fibroblasts only modestly reduced the proliferative rate in complete medium, while substantial reductions in PDHA1 expression in H460 lung cancer cells had even less impact on the doubling time unless lipids were removed from the medium. Metabolic labeling experiments revealed that when H460 cells had access to extracellular lipids, 40 % of palmitate obtained from the intracellular lipid pool contained neither glucose- nor glutamine-derived carbon. We presume that this large unlabeled palmitate pool was primarily derived from lipid uptake. Consistent with this metabolic phenotype, withdrawing lipids under PDH suppression uncovered a growth defect that was fully reversed by supplementing with physiological levels of free fatty acids. Coupled with data indicating enhanced uptake of fatty-acid tracers by PDHA1-silenced cells experiencing lipid depletion, this observation suggests that in some cell lines, PDH activity modestly reduces the need for extracellular lipids, but is otherwise dispensable for replicative division. Despite the high-glucose concentrations used in our experiments and the dominance of glucose as an acetyl-CoA source for lipogenesis, the cells were capable of tolerating substantial reductions in glucose-dependent lipid synthesis. It should be emphasized that PDHA1 ablation in MEFs essentially eliminated carbon flow from glucose to fatty acids. This rules out a substantial contribution of PDH-independent accessory pathways for glucose to supply the lipogenic acetyl-CoA pool. One such mechanism described in other systems is the spontaneous decarboxylation of pyruvate in the presence of reactive oxygen species . This mechanism does not produce a meaningful source of acetyl-CoA for fatty-acid synthesis in our models.
Several recent reports have described the metabolic effects of impaired mitochondrial pyruvate transport, an activity long difficult to disentangle experimentally from PDH [19, 29, 38, 45, 48, 49]. Our characterization of PDH deficiency in cultured cells identifies similarities and differences with blockade of the mitochondrial pyruvate carrier (MPC). PDHA1 silencing, like MPC blockade, results in decreased supply of glucose to the TCA cycle and increased contribution of glutamine to fatty acids [29, 38, 45]. Both led to a small increase in glutamine consumption, and both increased aspartate abundance. However, PDH deficiency enhanced alanine levels while MPC inhibition suppressed them [29, 45]. This discrepancy is likely related to the fact that the majority of ALT activity in these models resides in the mitochondria; PDH deficiency increases the mitochondrial pyruvate pool available for transamination, whereas MPC deficiency reduces it. Finally, although both defects increased glutamine-dependent fatty-acid labeling, the mode of labeling was different. MPC deficiency resulted in enhanced labeling of mitochondrial acetyl-CoA via glutamine oxidation [29, 45]. PDH inhibition, in contrast, enhanced reductive glutamine metabolism in the cytosol.
Reductive carboxylation of α-ketoglutarate to isocitrate occurs under hypoxia or conditions of compromised function of the TCA cycle or electron-transport chain [43, 44, 46]. Isocitrate formed in this fashion can be converted to citrate and used as a carbon source for fatty-acid synthesis. In hypoxia, reductive carboxylation has been argued to result from suppression of PDH flux , and our data agree with this assessment because they demonstrate that PDH suppression is sufficient to induce reductive carboxylation. It has been proposed that the enhanced glutamine-dependent labeling of fatty acids in hypoxia or mitochondrial dysfunction does not represent a net reductive carboxylation flux, but rather a rebalancing of exchange fluxes across reversible IDH reactions . This is an important issue, because it addresses whether reductive carboxylation accounts for true carbon flow into the fatty-acid pool. Previous efforts to model reductive fluxes considered total cellular IDH activity rather than differentiating the contributions of IDH reactions in the cytosol and mitochondria . In our system of PDHA1 silencing, adequate fits between simulations and experimental data were only achieved when distinct, compartmentalized pools of α-ketoglutarate and isocitrate/citrate were considered. The model estimated the lipogenically active cytosolic pool of citrate to be smaller than the mitochondrial pool, which accounts for the lack of an enhanced M + 5 isotopologue from glutamine in citrate under PDH suppression. Under these conditions, reductive flux exceeded oxidative flux. Experimental ablation of IDH1 in the context of PDHA1 completely eliminated the gain in glutamine-dependent fatty-acid labeling and led to modest growth suppression. Taken together, our data indicate that IDH1 provides a net cytosolic flux of reductive carboxylation that maintains maximal cell proliferation under conditions of suppressed PDH activity.
PDH is the major gatekeeper for efficient glucose-dependent energy production and macromolecular synthesis via oxidative metabolism in the mitochondria. Yet even in MEFs, where PDH supplied some 80 % of the acetyl-CoA pool for de novo fatty-acid synthesis, near-complete elimination of PDH activity through deletion of PDHA1 exon 8 resulted in only a 10 % increase in the doubling time. The dispensability of PDH E1α for cell proliferation emphasizes the striking metabolic flexibility in cell culture and the robustness of metabolic compensation. The ability to compensate for PDH loss is perhaps also reflected in the phenotype of male patients born with severe loss-of-function mutations in the X-linked PDHA1 gene. These boys, some of whom exhibit loss of more than 90 % of PDH activity in primary fibroblasts, suffer from lactic acidosis and a range of neurodevelopmental abnormalities [13, 37]. However, organogenesis is largely spared, indicating that the massive amount of cell proliferation occurring during human embryonic development can also occur independently of normal PDH function.
We conclude that the effects of reducing PDH activity on cell proliferation are negligible when cells have access to extracellular lipids and are able to generate lipogenic acetyl-CoA via a glutamine-dependent reductive flux through IDH1. Suppressing PDH causes cells to shift their lipogenic substrate from glucose to glutamine carbon, a process that we discovered was dependent on reductive carboxylation mediated by the cytosolic isoform of IDH (IDH1). These studies underline the plasticity of cellular metabolism with future studies being directed at ascertaining their relevance in vivo.
Dulbecco’s modified eagle medium
fetal bovine serum
isotopomer network compartmental analysis
mouse embryonic fibroblast
metabolic flux analysis
mass isotopomer distribution
mitochondrial pyruvate carrier
pyruvate dehydrogenase kinase
We thank members of the DeBerardinis Lab, Nicolas Loof in the CRI Flow Cytometry Facility for expertise in FACS, and Jin Ye for delipidated serum. M.A.C. is supported by an annual fellowship from the Fondazione Umberto Veronesi. R.J.D. is supported by grants from the N.I.H. (CA157996), Robert A. Welch Foundation (I-1733) and Cancer Prevention and Research Institute of Texas (RP130722).
- Hanahan D, Weinberg RA. Hallmarks of cancer: the next generation. Cell. 2011;144(5):646–74. doi:10.1016/j.cell.2011.02.013.PubMedView ArticleGoogle Scholar
- DeBerardinis RJ. Is cancer a disease of abnormal cellular metabolism? New angles on an old idea. Genet Med. 2008;10(11):767–77. doi:10.1097/GIM.0b013e31818b0d9b.PubMed CentralPubMedView ArticleGoogle Scholar
- Warburg O. On the origin of cancer cells. Science. 1956;123(3191):309–14.PubMedView ArticleGoogle Scholar
- Vander Heiden MG, Cantley LC, Thompson CB. Understanding the Warburg effect: the metabolic requirements of cell proliferation. Science. 2009;324(5930):1029–33. doi:10.1126/science.1160809.PubMed CentralPubMedView ArticleGoogle Scholar
- Christofk HR, Vander Heiden MG, Harris MH, Ramanathan A, Gerszten RE, Wei R, et al. The M2 splice isoform of pyruvate kinase is important for cancer metabolism and tumour growth. Nature. 2008;452(7184):230–3. doi:10.1038/nature06734.PubMedView ArticleGoogle Scholar
- Bonnet S, Archer SL, Allalunis-Turner J, Haromy A, Beaulieu C, Thompson R, et al. A mitochondria-K+ channel axis is suppressed in cancer and its normalization promotes apoptosis and inhibits cancer growth. Cancer Cell. 2007;11(1):37–51. doi:10.1016/j.ccr.2006.10.020.PubMedView ArticleGoogle Scholar
- Michelakis ED, Sutendra G, Dromparis P, Webster L, Haromy A, Niven E, et al. Metabolic modulation of glioblastoma with dichloroacetate. Sci Transl Med. 2010;2(31):31ra4. doi:10.1126/scitranslmed.3000677.View ArticleGoogle Scholar
- Kaplon J, Zheng L, Meissl K, Chaneton B, Selivanov VA, Mackay G, et al. A key role for mitochondrial gatekeeper pyruvate dehydrogenase in oncogene-induced senescence. Nature. 2013;498(7452):109–12. doi:10.1038/nature12154.PubMedView ArticleGoogle Scholar
- Olenchock BA, Vander Heiden MG. Pyruvate as a pivot point for oncogene-induced senescence. Cell. 2013;153(7):1429–30. doi:10.1016/j.cell.2013.06.001.PubMed CentralPubMedView ArticleGoogle Scholar
- Cantor JR, Sabatini DM. Cancer cell metabolism: one hallmark, many faces. Cancer Discov. 2012;2(10):881–98. doi:10.1158/2159-8290.CD-12-0345.PubMed CentralPubMedView ArticleGoogle Scholar
- DeBerardinis RJ, Lum JJ, Hatzivassiliou G, Thompson CB. The biology of cancer: metabolic reprogramming fuels cell growth and proliferation. Cell Metab. 2008;7(1):11–20. doi:10.1016/j.cmet.2007.10.002.PubMedView ArticleGoogle Scholar
- Patel MS, Korotchkina LG. Regulation of mammalian pyruvate dehydrogenase complex by phosphorylation: complexity of multiple phosphorylation sites and kinases. Exp Mol Med. 2001;33(4):191–7. doi:10.1038/emm.2001.32.PubMedView ArticleGoogle Scholar
- Brown GK, Otero LJ, LeGris M, Brown RM. Pyruvate dehydrogenase deficiency. J Med Genet. 1994;31(11):875–9.PubMed CentralPubMedView ArticleGoogle Scholar
- Patel MS, Korotchkina LG. Regulation of the pyruvate dehydrogenase complex. Biochem Soc Trans. 2006;34(Pt 2):217–22. doi:10.1042/BST20060217.PubMedGoogle Scholar
- Ma X, Li C, Sun L, Huang D, Li T, He X, et al. Lin28/let-7 axis regulates aerobic glycolysis and cancer progression via PDK1. Nat Commun. 2014;5:5212. doi:10.1038/ncomms6212.PubMedView ArticleGoogle Scholar
- Hitosugi T, Fan J, Chung TW, Lythgoe K, Wang X, Xie J, et al. Tyrosine phosphorylation of mitochondrial pyruvate dehydrogenase kinase 1 is important for cancer metabolism. Mol Cell. 2011;44(6):864–77. doi:10.1016/j.molcel.2011.10.015.PubMed CentralPubMedView ArticleGoogle Scholar
- Sutendra G, Dromparis P, Kinnaird A, Stenson TH, Haromy A, Parker JM, et al. Mitochondrial activation by inhibition of PDKII suppresses HIF1a signaling and angiogenesis in cancer. Oncogene. 2013;32(13):1638–50. doi:10.1038/onc.2012.198.PubMedView ArticleGoogle Scholar
- Grassian AR, Metallo CM, Coloff JL, Stephanopoulos G, Brugge JS. Erk regulation of pyruvate dehydrogenase flux through PDK4 modulates cell proliferation. Genes Dev. 2011;25(16):1716–33. doi:10.1101/gad.16771811.PubMed CentralPubMedView ArticleGoogle Scholar
- Schell JC, Olson KA, Jiang L, Hawkins AJ, Van Vranken JG, Xie J, et al. A role for the mitochondrial pyruvate carrier as a repressor of the Warburg effect and colon cancer cell growth. Mol Cell. 2014;56(3):400–13. doi:10.1016/j.molcel.2014.09.026.PubMedView ArticleGoogle Scholar
- Maher EA, Marin-Valencia I, Bachoo RM, Mashimo T, Raisanen J, Hatanpaa KJ, et al. Metabolism of [U-13 C]glucose in human brain tumors in vivo. NMR Biomed. 2012;25(11):1234–44. doi:10.1002/nbm.2794.PubMed CentralPubMedView ArticleGoogle Scholar
- Marin-Valencia I, Yang C, Mashimo T, Cho S, Baek H, Yang XL, et al. Analysis of tumor metabolism reveals mitochondrial glucose oxidation in genetically diverse human glioblastomas in the mouse brain in vivo. Cell Metab. 2012;15(6):827–37. doi:10.1016/j.cmet.2012.05.001.PubMed CentralPubMedView ArticleGoogle Scholar
- Sellers K, Fox MP, Bousamra 2nd M, Slone SP, Higashi RM, Miller DM, et al. Pyruvate carboxylase is critical for non-small-cell lung cancer proliferation. J Clin Invest. 2015;125(2):687–98. doi:10.1172/JCI72873.PubMed CentralPubMedView ArticleGoogle Scholar
- Fan TW, Lane AN, Higashi RM, Farag MA, Gao H, Bousamra M, et al. Altered regulation of metabolic pathways in human lung cancer discerned by (13)C stable isotope-resolved metabolomics (SIRM). Mol Cancer. 2009;8:41. doi:10.1186/1476-4598-8-41.PubMed CentralPubMedView ArticleGoogle Scholar
- Zuber J, McJunkin K, Fellmann C, Dow LE, Taylor MJ, Hannon GJ, et al. Toolkit for evaluating genes required for proliferation and survival using tetracycline-regulated RNAi. Nat Biotechnol. 2011;29(1):79–83. doi:10.1038/nbt.1720.PubMed CentralPubMedView ArticleGoogle Scholar
- Ran FA, Hsu PD, Wright J, Agarwala V, Scott DA, Zhang F. Genome engineering using the CRISPR-Cas9 system. Nat Protoc. 2013;8(11):2281–308. doi:10.1038/nprot.2013.143.PubMed CentralPubMedView ArticleGoogle Scholar
- Musicco C, Cormio A, Calvaruso MA, Iommarini L, Gasparre G, Porcelli AM, et al. Analysis of the mitochondrial proteome of cybrid cells harbouring a truncative mitochondrial DNA mutation in respiratory complex I. Mol Biosyst. 2014;10(6):1313–9. doi:10.1039/c3mb70542k.PubMedView ArticleGoogle Scholar
- Bligh EG, Dyer WJ. A rapid method of total lipid extraction and purification. Can J Biochem Physiol. 1959;37(8):911–7.PubMedView ArticleGoogle Scholar
- Cheng T, Sudderth J, Yang C, Mullen AR, Jin ES, Mates JM, et al. Pyruvate carboxylase is required for glutamine-independent growth of tumor cells. Proc Natl Acad Sci U S A. 2011;108(21):8674–9. doi:10.1073/pnas.1016627108.PubMed CentralPubMedView ArticleGoogle Scholar
- Yang C, Ko B, Hensley CT, Jiang L, Wasti AT, Kim J, et al. Glutamine oxidation maintains the TCA cycle and cell survival during impaired mitochondrial pyruvate transport. Mol Cell. 2014;56(3):414–24. doi:10.1016/j.molcel.2014.09.025.PubMedView ArticleGoogle Scholar
- Mullen AR, Hu Z, Shi X, Jiang L, Boroughs LK, Kovacs Z, et al. Oxidation of alpha-ketoglutarate is required for reductive carboxylation in cancer cells with mitochondrial defects. Cell Reports. 2014;7(5):1679–90. doi:10.1016/j.celrep.2014.04.037.PubMed CentralPubMedView ArticleGoogle Scholar
- Cham BE, Knowles BR. A solvent system for delipidation of plasma or serum without protein precipitation. J Lipid Res. 1976;17(2):176–81.PubMedGoogle Scholar
- Hannah VC, Ou J, Luong A, Goldstein JL, Brown MS. Unsaturated fatty acids down-regulate srebp isoforms 1a and 1c by two mechanisms in HEK-293 cells. J Biol Chem. 2001;276(6):4365–72. doi:10.1074/jbc.M007273200.PubMedView ArticleGoogle Scholar
- Young JD. INCA: A computational platform for isotopically nonstationary metabolic flux analysis. Bioinformatics. 2014. doi:10.1093/bioinformatics/btu015.Google Scholar
- Antoniewicz MR, Kelleher JK, Stephanopoulos G. Elementary metabolite units (EMU): a novel framework for modeling isotopic distributions. Metab Eng. 2007;9(1):68–86. doi:10.1016/j.ymben.2006.09.001.PubMed CentralPubMedView ArticleGoogle Scholar
- Young J, Walther J, Antoniewicz M, Yon H, Stephanopoulos G. An elementary metabolite unit (EMU) based method of isotopically nonstationary flux analysis. Biotechnol Bioeng. 2008;99(3):686–99. doi:10.1002/bit.21632.PubMedView ArticleGoogle Scholar
- Antoniewicz MR, Kelleher JK, Stephanopoulos G. Determination of confidence intervals of metabolic fluxes estimated from stable isotope measurements. Metab Eng. 2006;8(4):324–37. doi:10.1016/j.ymben.2006.01.004.PubMedView ArticleGoogle Scholar
- Stromme JH, Borud O, Moe PJ. Fatal lactic acidosis in a newborn attributable to a congenital defect of pyruvate dehydrogenase. Pediatr Res. 1976;10(1):62–6. doi:10.1203/00006450-197601000-00012.PubMedView ArticleGoogle Scholar
- Du J, Cleghorn WM, Contreras L, Lindsay K, Rountree AM, Chertov AO, et al. Inhibition of mitochondrial pyruvate transport by zaprinast causes massive accumulation of aspartate at the expense of glutamate in the retina. J Biol Chem. 2013;288(50):36129–40. doi:10.1074/jbc.M113.507285.PubMed CentralPubMedView ArticleGoogle Scholar
- Johnson MT, Mahmood S, Hyatt SL, Yang HS, Soloway PD, Hanson RW, et al. Inactivation of the murine pyruvate dehydrogenase (Pdha1) gene and its effect on early embryonic development. Mol Genet Metab. 2001;74(3):293–302. doi:10.1006/mgme.2001.3249.PubMedView ArticleGoogle Scholar
- Kamphorst JJ, Cross JR, Fan J, de Stanchina E, Mathew R, White EP, et al. Hypoxic and Ras-transformed cells support growth by scavenging unsaturated fatty acids from lysophospholipids. Proc Natl Acad Sci U S A. 2013;110(22):8882–7. doi:10.1073/pnas.1307237110.PubMed CentralPubMedView ArticleGoogle Scholar
- Piva S, Ganzinelli M, Garassino MC, Caiola E, Farina G, Broggini M, et al. Across the universe of K-RAS mutations in non-small-cell-lung cancer. Curr Pharm Des. 2014;20(24):3933–43.PubMedView ArticleGoogle Scholar
- DeBerardinis RJ, Mancuso A, Daikhin E, Nissim I, Yudkoff M, Wehrli S, et al. Beyond aerobic glycolysis: transformed cells can engage in glutamine metabolism that exceeds the requirement for protein and nucleotide synthesis. Proc Natl Acad Sci U S A. 2007;104(49):19345–50. doi:10.1073/pnas.0709747104.PubMed CentralPubMedView ArticleGoogle Scholar
- Metallo CM, Gameiro PA, Bell EL, Mattaini KR, Yang J, Hiller K, et al. Reductive glutamine metabolism by IDH1 mediates lipogenesis under hypoxia. Nature. 2012;481(7381):380–4. doi:10.1038/nature10602.Google Scholar
- Mullen AR, Wheaton WW, Jin ES, Chen PH, Sullivan LB, Cheng T, et al. Reductive carboxylation supports growth in tumour cells with defective mitochondria. Nature. 2012;481(7381):385–8. doi:10.1038/nature10642.Google Scholar
- Vacanti NM, Divakaruni AS, Green CR, Parker SJ, Henry RR, Ciaraldi TP, et al. Regulation of substrate utilization by the mitochondrial pyruvate carrier. Mol Cell. 2014;56(3):425–35. doi:10.1016/j.molcel.2014.09.024.PubMedView ArticleGoogle Scholar
- Wise DR, Ward PS, Shay JE, Cross JR, Gruber JJ, Sachdeva UM, et al. Hypoxia promotes isocitrate dehydrogenase-dependent carboxylation of alpha-ketoglutarate to citrate to support cell growth and viability. Proc Natl Acad Sci U S A. 2011;108(49):19611–6. doi:10.1073/pnas.1117773108.PubMed CentralPubMedView ArticleGoogle Scholar
- Vlessis AA, Bartos D, Trunkey D. Importance of spontaneous alpha-ketoacid decarboxylation in experiments involving peroxide. Biochem Biophys Res Commun. 1990;170(3):1281–7.PubMedView ArticleGoogle Scholar
- Bricker DK, Taylor EB, Schell JC, Orsak T, Boutron A, Chen YC, et al. A mitochondrial pyruvate carrier required for pyruvate uptake in yeast, Drosophila, and humans. Science. 2012;337(6090):96–100. doi:10.1126/science.1218099.PubMed CentralPubMedView ArticleGoogle Scholar
- Herzig S, Raemy E, Montessuit S, Veuthey JL, Zamboni N, Westermann B, et al. Identification and functional expression of the mitochondrial pyruvate carrier. Science. 2012;337(6090):93–6. doi:10.1126/science.1218530.PubMedView ArticleGoogle Scholar
- Fan J, Kamphorst JJ, Rabinowitz JD, Shlomi T. Fatty acid labeling from glutamine in hypoxia can be explained by isotope exchange without net reductive isocitrate dehydrogenase (IDH) flux. J Biol Chem. 2013;288(43):31363–9. doi:10.1074/jbc.M113.502740.PubMed CentralPubMedView ArticleGoogle Scholar
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