Summary
The mitochondrial electron transport chain (ETC) enables many metabolic processes, but why its inhibition suppresses cell proliferation is unclear. It is also not well understood why pyruvate supplementation allows cells lacking ETC function to proliferate. We used a CRISPR-based genetic screen to identify genes whose loss sensitizes human cells to phenformin, a complex I inhibitor. The screen yielded GOT1, the cytosolic aspartate aminotransferase, loss of which kills cells upon ETC inhibition. GOT1 normally consumes aspartate to transfer electrons into mitochondria, but, upon ETC inhibition, it reverses to generate aspartate in the cytosol, which partially compensates for the loss of mitochondrial aspartate synthesis. Pyruvate stimulates aspartate synthesis in a GOT1-dependent fashion, which is required for pyruvate to rescue proliferation of cells with ETC dysfunction. Aspartate supplementation or overexpression of an aspartate transporter allows cells without ETC activity to proliferate. Thus, enabling aspartate synthesis is an essential role of the ETC in cell proliferation.
Introduction
The mitochondrial electron transport chain (ETC) consists of four enzyme complexes that transfer electrons from donors like NADH to oxygen, the ultimate electron acceptor. During electron transfer, the ETC pumps protons into the inter-membrane space, generating a gradient across the inner mitochondrial membrane that the FoF1 ATPase exploits to drive ATP synthesis (Mitchell, 1961; Nicholls and Budd, 2000; Wallace, 2013). Many metabolic pathways, including glycolysis, the TCA cycle, and beta-oxidation, produce the electron donors that fuel the ETC. In turn, ETC activity impacts a variety of processes beyond energy balance (Pagliarini and Rutter, 2013), such as reactive oxygen species (ROS) production (Bell et al., 2007; Boveris et al., 1972), the redox state (Di Lisa and Ziegler, 2001; Stein and Imai, 2012), mitochondrial membrane potential (Chen et al., 2014), mitochondrial protein import (Geissler et al., 2000), apoptosis (Green and Reed, 1998), and signaling (Chandel, 2014). Diseases caused by genetic defects in the ETC are characterized by diverse pathologies (Koopman et al., 2012), like neurodegeneration (Bender et al., 2006; Swerdlow et al., 1996), myopathy (DiMauro, 2010), and deafness (Kokotas et al., 2007; Raimundo et al., 2012), but in most cases it is unclear how ETC dysfunction leads to the specific symptom and sign.
One consequence of ETC dysfunction is impaired cell proliferation, and human cells in culture arrest upon pharmacological or genetic inhibition of complex I (Fendt et al., 2013; Wheaton et al., 2014) or III (Han et al., 2008; Howell and Sager, 1979). Even though changes in ATP or ROS levels have been suggested to underlie the anti-proliferative effects of ETC inhibition (Wallace, 1999), the exact reason why proliferation requires the ETC is not understood. Interestingly, it has long been known that human cells lacking a functional ETC can proliferate if cultured in supra-physiological concentrations of pyruvate (King and Attardi, 1989). While pyruvate can serve as a biosynthetic substrate or affect the redox state of the cell by promoting the regeneration of NAD+ (Harris, 1980; Howell and Sager, 1979), why it reverses the suppressive effects of ETC inhibition on cell proliferation is unknown.
Here, through a CRISPR (clustered regularly interspaced short palindromic repeat)-based genetic screen, we discovered that a key function of the ETC required for cell proliferation is to enable the synthesis of aspartate, a proteogenic amino acid that is also a precursor in purine and pyrimidine synthesis (Lane and Fan, 2015). Aspartate becomes limiting upon ETC inhibition and its supplementation, like that of pyruvate, allows cells with defective ETC activity to proliferate. Finally, we find that pyruvate reverses the anti-proliferative effects of ETC inhibition by inducing aspartate synthesis.
Results and Discussion
A CRISPR-based genetic screen for metabolic genes that when lost sensitize human cells to phenformin
Pharmacological or genetic inhibition of the ETC greatly suppresses cell proliferation (Santidrian et al., 2013; Wheaton et al., 2014) (Figure 1A), but exactly why is unclear. To study this question, we performed a CRISPR-based negative selection screen for genes whose loss potentiates the anti-proliferative effects of mild ETC inhibition. Such genes should reveal processes that help cells adapt to ETC impairment and thus pinpoint key ETC functions in proliferating cells. Given the central role of mitochondria in metabolism, we generated a library consisting of ~30,000 sgRNAs targeting ~3,000 metabolic enzymes, small molecule transporters, and metabolism-related transcription factors (~10 sgRNA/gene) as well as 500 control sgRNAs in a Cas9-expressing lentiviral vector (Figure 1B). We transduced human Jurkat leukemic T-cells with the sgRNA library, and passaged the pool of knockout cells in pyruvate-free RPMI media for 14 population doublings in the presence or absence of 0.5 uM phenformin. This lipophilic biguanide inhibits complex I of the ETC (Birsoy et al., 2014; Owen et al., 2000; Wheaton et al., 2014) and only mildly slowed proliferation at the concentration used (Figure 1A). As expected for an ETC inhibitor, phenformin dose dependently suppressed respiration as measured by oxygen consumption (Figure S1D).
Figure 1. A CRISPR-based genetic screen identifies metabolic genes whose loss sensitizes human cells to phenformin.
(A) Dose-dependent effects of phenformin on Jurkat cell proliferation (mean ± SD, n=3).
(B) Schematic depicting the pooled CRISPR-based screen.
(C) Gene scores in untreated versus phenformin-treated (0.5 uM) Jurkat cells. The gene score is the median log2 fold change in the abundance of all sgRNAs targeting that gene during the culture period. Most genes, as well as non-targeting control sgRNAs, have similar scores in the presence or absence of phenformin.
(D) Top 25 genes scoring as differentially required upon phenformin treatment (top). Genes linked to the GOT1-catalyzed transamination reaction are indicated in red, the ETC in blue, and to nucleotide biosynthesis in green. The top-scoring gene, GOT1, catalyzes the transamination of aspartate to alpha-ketoglutarate yielding L-glutamate and oxaloacetate (OAA) and requires PLP as a cofactor (bottom).
(E) Changes in abundance in the primary screen of the individual GOT1 sgRNAs in the presence (gray) or absence (black) of phenformin.
(F) GOT1-null cells die upon phenformin treatment. Immunoblot analysis for indicated proteins of wild type and GOT1-null Jurkat cells (top). Akt was used as a loading control. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) Jurkat cells after treatment with indicated phenformin concentrations for 5 days (mean ± SD, n=3) (bottom). Representative bright-field micrographs of indicated cells after a 5-day phenformin treatment (right).
(G) Expression of an sgRNA-resistant GOT1 cDNA rescues phenformin sensitivity of the GOT1-null Jurkat cells. Immunoblot analysis of wild type, GOT1-null, and rescued null cells (top). Raptor was used as a loading control. Fold change in cell number (log2) of wild type (black), GOT1-null (blue), and rescued GOT1-null (gray) cells after a 5-day treatment with indicated phenformin concentrations (mean ± SD, for n=3) (bottom).
Using massively parallel sequencing, we measured the abundances of all the sgRNAs in the vehicle- and phenformin-treated Jurkat cells at the beginning and at the end of the culture period. For each gene we calculated its score as the median log2 fold change in the abundance of the 10 sgRNAs targeting the gene. As expected, most genes, as well as the control sgRNAs, scored similarly in the presence or absence of phenformin (Figure 1C).
Among the genes selectively required in the presence of phenformin, were several encoding ETC-related proteins, including complex I subunits (NDUFA11, NDUFB2, NDUFA10, NDUFB9), mitochondrial RNA processing and ubiquinone synthesis enzymes (PDE12 and COQ4), and ETC assembly factors (ACAD9 and SCO2) (Figure 1D, Figure S1B). Unlike genes encoding core ETC components, these genes were not essential in the absence of phenformin (Figure S1A). This suggests that they are not absolutely required for ETC function, explaining why their loss synergize with low-dose phenformin. These results are consistent with the previous finding that cells having heteroplasmic mitochondrial DNA mutations that partially impair the ETC are hypersensitive to phenformin (Birsoy et al., 2014).
The best scoring gene in the screen was GOT1, which encodes the cytosolic aspartate aminotransferase that is part of the malate-aspartate shuttle for transferring reducing equivalents to the mitochondrial matrix (Figure 1D–E). GOT1 catalyzes the reversible transfer of an amino group between aspartate and glutamate, and like other transaminases, requires pyridoxal-5-phosphate (PLP) as a cofactor (Toney, 2014) (Figure 1D). Interestingly, the fourth highest scoring gene, PDXK, encodes a pyridoxal kinase, which converts vitamin B6 to PLP (Figure S1C). These data strongly suggest that a GOT1-catalyzed reaction is important for maintaining cellular fitness upon mild phenformin treatment. Given its high score and unexplored role during ETC inhibition, we focused our attention on GOT1.
ETC inhibition kills cells lacking GOT1
To begin to understand how GOT1 loss sensitizes cells to phenformin, we used the CRISPR-Cas9 system to generate two clonal Jurkat cell lines in which the GOT1 protein was undetectable (GOT1_KO1 and GOT1_KO2) (Figure 1F). Under normal culture conditions, GOT1-null cells are viable and proliferate at slightly slower rates than wild type cells (Figure S1E). Consistent with the results of the screen, low doses of phenformin inhibited the proliferation of GOT1-null cells to a much greater extent than that of wild type cells (Figure 1F). Remarkably, at the higher concentrations of phenformin that strongly repress respiration (Figure S1D), GOT1-null cells arrested and died, while the wild type counterparts did not (Figure 1F, Figure S1E). Importantly, expression of an sgGOT1-resistant human GOT1 cDNA in the null cells eliminated their hypersensitivity to phenformin (Figure 1G). These findings validate the screening results and reveal that GOT1 loss and phenformin interact synergistically in Jurkat cells.
To ask if GOT1 loss sensitizes other cell types to ETC inhibition, we knocked out GOT1 in human Raji lymphoma and KMS-26 multiple myeloma cells, as well as immortalized mouse embryonic fibroblasts (MEFs) (Figure 2A, Figure S2A). Indeed, all the GOT1-null cells were far more sensitive to phenformin than their wild type counterparts, indicating a generalizable role for GOT1 in cells treated with phenformin (Figure 2A, Figure S2A).
Figure 2. ETC inhibition kills cells lacking GOT1.
(A) GOT1 loss sensitizes various human cell types to phenformin treatment. Immunoblot analysis of wild type and GOT1-null Raji and KMS-26 cells (left). Raptor was used as a loading control. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) KMS-26 and Raji cells after a 5-day treatment with indicated phenformin concentrations (mean ± SD, n=3) (right).
(B) GOT1-null cells die upon ETC dysfunction induced with various ETC inhibitors. Graphical scheme depicting effects of phenformin (complex I inhibitor), piericidin (complex I inhibitor), and antimycin (complex III inhibitor) (left). Fold change in cell number (log2) of wild type (black), GOT1-null (blue), and rescued GOT1-null (gray) Jurkat cells after a 5-day treatment with indicated piericidin and antimycin concentrations (mean ± SD, n=3) (right).
Finally, inhibition of different complexes of the ETC can have pleiotropic effects on metabolism (Bell et al., 2007; Frezza et al., 2011). This raised the possibility that the sensitizing effect of GOT1 loss might be specific to complex I inhibition or even phenformin treatment, in particular. However, this is not the case because compared to wild type cells, those lacking GOT1 were substantially more sensitive to other complex I inhibitors (metformin and piericidin) as well as the complex III inhibitor, antimycin (Figure 2B, Figure S2B–C). These data indicate that GOT1 loss has a synthetic lethal interaction with ETC dysfunction, independently of which complex is inhibited.
Upon ETC inhibition GOT1 reverses flux and generates aspartate
GOT1 is part of the malate–aspartate shuttle (Figure 3A, Figure S3A), but no other component of the shuttle (MDH1, MDH2, SLC25A13, GOT2) scored in the screen (Figure S3B). Given these results, we focused on the reaction mediated by GOT1 itself rather than the overall function of the shuttle in transferring reducing equivalents into the mitochondrial matrix.
Figure 3. Upon ETC inhibition, GOT1 reverses and generates aspartate, which is limiting for cell proliferation.
(A) Schematic depicting the malate-aspartate shuttle. Normally, the malateaspartate shuttle runs in the forward direction to transfer reducing equivalents across the mitochondrial membrane. GOT1 is part of the malate-aspartate shuttle and consumes aspartate to generate oxaloacetate (OAA). Aspartate produced by mitochondria is a precursor for protein and nucleotide biosynthesis.
(B) Upon ETC inhibition, GOT1 reverses and consumes aspartate. Relative abundance of indicated amino acids in wild type and GOT1-null Jurkat cells after a 24-hour treatment with (gray) or without (black) phenformin (mean ± SD, n=3, **p<0.05). All measurements are relative to untreated wild type Jurkat cells.
(C) Tfam knock-out hearts have a lower ratio of aspartate to leucine than wild type hearts. Immunoblot analyses of TFAM and COXI in wild type and TFAM-null murine hearts (left). S6K1 was used as a loading control. Relative ratio of aspartate to leucine in wild type and TFAM-null mouse hearts (mean ± SD, n=7 (wild type) and n=6 (TFAM null), **p<0.05).
(D) Aspartate supplementation rescues death of GOT1-null cells upon ETC inhibition. Fold change in cell number (log2) of wild type (black), GOT1-null (blue) and rescued GOT1-null (gray) Jurkat cells in the absence and presence (10 mM) of aspartate after treatment with the indicated phenformin concentrations for 5 days (mean ± SD, n=3, **p<0.05) (top). Representative bright-field micrographs of indicated cells after a 5-day phenformin treatment in the absence or presence of aspartate (bottom).
(E) Expression of a glutamate-aspartate transporter (SLC1A3) rescues the phenformin-induced death of GOT1-null cells cultured in standard RPMI media, which contains only 150 uM aspartate. Fold change in cell number (log2) of GOT1-null (blue) and SLC1A3-overexpressing GOT1-null (gray) Jurkat cells in RPMI (150 uM aspartate) after a 5-day treatment with 10 uM phenformin (mean ± SD, n=3, **p<0.05).
In normal cells GOT1 is thought to use aspartate and alpha-ketoglutarate to make oxaloacetate and glutamate (Safer, 1975). Consistent with GOT1 consuming aspartate, its levels are 4–5 fold higher in GOT1-null than wild type Jurkat cells (Figure 3B). Aspartate is normally synthesized in the mitochondrial matrix through the sequential actions of MDH2 and GOT2 and then transported to the cytosol for use by GOT1 and other enzymes (Figure 3A). Because MDH2 is an oxidoreductase, the drop in the NAD+/NADH ratio that occurs upon ETC dysfunction should inhibit MDH2 and thus mitochondrial aspartate synthesis. Indeed, in wild type Jurkat cells, phenformin caused aspartate levels to fall by ~3-fold (Figure 3B).
As GOT1 is bidirectional, the drop in aspartate levels might allow GOT1 to reverse flux so that in cells with ETC dysfunction GOT1 generates rather than consumes aspartate. If this were the case, ETC inhibition should cause aspartate to drop to a greater extent in GOT1-null than wild type cells. Indeed, in GOT1-null cells phenformin treatment lead to an almost complete loss of cellular aspartate (~30-fold reduction) without much effect on other amino acids (Figure 3B). Thus, upon ETC inhibition, cells use a GOT1-dependent pathway to generate aspartate. It is important to note, however, that this pathway does not fully compensate for loss of mitochondrial aspartate synthesis as aspartate is three-fold lower in cells without a functional ETC (Figure 3B). To understand if aspartate levels also drop upon ETC inhibition in a differentiated cell in vivo, we generated a previously reported mouse strain with the heart-specific deletion of mitochondrial transcription factor A (Tfam) (Hansson et al., 2004). Consistent with the severe ETC defect caused by Tfam loss, Tfam knock-out hearts had a two-fold lower ratio of aspartate to leucine than wild type hearts (Figure 3C).
Aspartate supplementation enables cells to proliferate under pharmacological ETC inhibition
Because aspartate is required for the synthesis of proteins as well as purines and pyrimidines (Lane and Fan, 2015), we reasoned that the drop in aspartate levels caused by ETC inhibition might lead to the concomitant suppression of cell proliferation. Consistent with this notion, supplementation of RPMI media with aspartate (10 mM) partially reversed the anti-proliferative effects of phenformin on wild type cells (Figure 3D). Aspartate addition also prevented the phenformininduced death of GOT1-null cells and even enabled these cells to proliferate in the presence of the drug (Figure 3D). Given these findings, we re-examined our screen hits and noted that several enzymes scored that use aspartate for purine and pyrimidine synthesis (Figure 1D, Figure S1B).
The aspartate rescue experiments required supplementation of the media with concentrations of aspartate (10 mM) that are higher than those found in standard media (Figure 3D), which is likely a consequence of Jurkat cells having poor aspartate transport. To test this possibility, we cultured GOT1-null cells stably expressing the SLC1A3 glutamate-aspartate transporter in standard RPMI, containing 150 uM aspartate. SLC1A3 imports aspartate (Storck et al., 1992) and is highly expressed in neuronal tissues but not in Jurkat cells (Figure S3C–D). Remarkably, SLC1A3 overexpression prevented the death of the GOT1-null cells caused by phenformin (Figure 3E, Figure S3E) and other ETC inhibitors (Figure S3F), and, like high dose aspartate, enabled the proliferation of these cells (Figure 3D, Figure S3E–F). Thus, we conclude that upon ETC inhibition, aspartate becomes limiting for maintaining the viability and proliferation of cells.
Metabolic route for aspartate synthesis in cells with ETC inhibition
To generate aspartate in cells with ETC inhibition, GOT1 must have a source of oxaloacetate (Figure S4A), which can be made from (i) malate by the cytosolic (MDH1) or mitochondrial (MDH2) malate dehydrogenases; (ii) pyruvate by pyruvate carboxylase (PC) in mitochondria; or (iii) citrate by ATP-citrate lyase (ACL) in the cytosol. MDH1, MDH2 or PC did not score in our screen as differentially essential upon mild phenformin treatment (Figure S3B, Figure S4B), so we focused on the possible generation of oxaloacetate from citrate upon ETC inhibition. In cells with ETC dysfunction, glutamine is a major source of citrate through the “reductive carboxylation” pathway (Metallo et al., 2012; Mullen et al., 2012). In reductive carboxylation, the mitochondrial citrate carrier (SLC25A1) transports glutaminederived citrate to the cytosol, where ACL cleaves it into oxaloacetate. Consistent with oxaloacetate being generated from citrate in cells with ETC inhibition, SLC25A1 scored as differentially required in our phenformin screen (Figure 1D). The differential requirement of ACL could not be assessed because it scored as essential under all conditions (Figure S4B), likely because it is required for fatty acid synthesis.
To directly determine how aspartate is made, we measured its generation from [U-13C]-L-glutamine in wild type and GOT1-null Jurkat cells treated with or without phenformin. Oxidative metabolism of the uniformly labeled glutamine will generate aspartate with four 13C atoms (m+4), while aspartate made by reductive carboxylation will have three 13C atoms (m+3) (Figure 4A). Under normal conditions, we found that oxidative glutamine metabolism was the predominant source of aspartate (~50% of total aspartate pool) in both wild type and GOT1-null Jurkat cells (Figure 4B). Upon ETC inhibition, aspartate synthesis dropped, and what remained came primarily from reductive glutamine metabolism with almost no contribution from the oxidative pathway (Figure 4B). Reductive formation of aspartate completely depends on GOT1 activity, as in phenformin-treated GOT1-null cells there was almost no generation of aspartate or aspartate-derived nucleotide precursors from labeled glutamine (Figure 4B, Figure S4C). These results indicate that upon ETC inhibition cells use the reductive carboxylation of glutamine to fuel compensatory aspartate synthesis via a GOT1-requiring pathway.
Figure 4. Metabolic routes of aspartate synthesis in cells with ETC inhibition.
(A) Schematic depicting oxidative and reductive glutamine metabolism pathways (top). Green and blue arrows indicate oxidative and reductive arms of the TCA cycle, respectively. Filled circles represent 13C atoms derived from [U-13C]-L-glutamine.
(B) Upon ETC inhibition, aspartate is mainly synthesized by reductive metabolism of glutamine in a GOT1-dependent manner. Mass isotopomer analysis of aspartate in wild type and GOT1-null Jurkat cells cultured for 7 hours with [U-13C]-L-glutamine in the presence or absence of phenformin (10 uM). Aspartate pool sizes (middle) and fraction of labeled aspartate derived from labeled glutamine (bottom) for each sample are indicated in separate graphs (mean ± SD, for n=3, **p<0.05). OAA, oxaloacetate.
Pyruvate stimulates aspartate synthesis in a GOT1-dependent fashion
It has long been appreciated that human cells with ETC dysfunction can proliferate when cultured in media containing supra-physiological concentrations of pyruvate (Harris, 1980). Remarkably, pyruvate even enables the proliferation of cells that have deleterious mutations in their mitochondrial DNA or lack it altogether (143B ρ0 cells) (King and Attardi, 1989). Pyruvate has been hypothesized to act as a biosynthetic substrate or to maintain the cellular redox state in cells with ETC dysfunction via reduction by lactate dehydrogenase, which helps regenerate the NAD+ that is lost upon ETC inhibition (Harris, 1980; Wilkins et al., 2014). The NAD+ made through pyruvate reduction should facilitate glycolytic flux and thus ATP production in cells lacking ETC function, but the key metabolic consequence of pyruvate addition that allows such cells to proliferate is unclear.
As both pyruvate and aspartate supplementation enables the proliferation of cells with ETC dysfunction, we explored a possible link between the two by culturing wild type and GOT1-null cells in the presence or absence of pyruvate and treating them with ETC inhibitors. Consistent with previous reports (Harris, 1980), pyruvate almost completely blocked the anti-proliferative effects of several ETC inhibitors (phenformin, piericidin, and antimycin) on wild type Jurkat cells (Figure 5A). In contrast, pyruvate had no beneficial effect on the GOT1-null cells (Figure 5A), suggesting that the pyruvate-mediated rescue requires aspartate synthesis via GOT1. Indeed, pyruvate restored aspartate levels to normal in phenformin-treated wild type cells, but had no effect on aspartate in phenformin-treated GOT1-null cells (Figure 5B). Collectively, these data indicate that a key mechanism through which pyruvates restores the proliferation of cells with ETC inhibition is to promote GOT1-catalyzed aspartate synthesis.
Figure 5. In cells with ETC inhibition pyruvate stimulates aspartate synthesis in a GOT1-dependent fashion.
(A) Pyruvate cannot rescue death of GOT1-null cells induced by ETC inhibitors. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) Jurkat cells in the presence or absence of pyruvate (1 mM) after treatment with phenformin (10 uM), antimycin (1 uM) and piericidin (1 uM) for 5 days (mean ± SD, n=3, **p<0.05). (B) In cells with ETC inhibition pyruvate addition increases cellular aspartate levels in a GOT1-dependent manner. Relative aspartate levels were measured in wild type (black), GOT1-null (blue), and rescued GOT1-null (gray) Jurkat cells in the presence (1 mM) or absence of pyruvate after a 24-hour phenformin (10 uM) treatment using LC-MS/MS (mean ± SD, for n=3, **p<0.05). All measurements are relative to untreated wild type Jurkat cells.
(C) Proposed mechanism of pyruvate-mediated rescue of cell proliferation upon ETC inhibition.
Metabolic path of pyruvate-induced aspartate synthesis
To understand how pyruvate stimulates aspartate synthesis in cells with ETC inhibition, we considered two pathways through which pyruvate might contribute to the aspartate pool. (i) One possibility is that pyruvate carboxylase (PC) directly carboxylates pyruvate into oxaloacetate, which GOT1 then uses to generate aspartate. However, we quickly ruled out this pathway as in PC-null Jurkat cell lines pyruvate still prevented the anti-proliferative effects of ETC inhibitors (Figure S5A). (ii) As described earlier, pyruvate can promote the regeneration of NAD+ in the cytosol. Given this, we hypothesized that NAD+ might activate the cytosolic malate dehydrogenase (MDH1) to generate oxaloacetate that then drives aspartate synthesis by GOT1. To investigate this possibility, we generated MDH1-null Jurkat cells (MDH1_KO1 and MDH1_KO2) (Figure 6A). In the absence of ETC inhibitors, these cells had similar levels of aspartate as GOT1-null cells, consistent with MDH1 normally consuming the oxaloacetate generated by GOT1 from aspartate (Figure 6B). Upon phenformin treatment, aspartate in the MDH1-null cells dropped to the same level as it did in wild type cells (Figure 6B). Pyruvate, however, had no effect on the MDH1-null cells: in cells treated with ETC inhibitors it did not stimulate aspartate synthesis or rescue their proliferation (Figure 6A–B). Importantly, aspartate supplementation or expression in the null cells of an sgRNA-resistant human MDH1 cDNA reversed this proliferation defect (Figure 6A–B, Figure 5SC). Our findings suggest a model in which pyruvate-induced NAD+ activates MDH1 to produce oxaloacetate from malate and drive aspartate synthesis via GOT1. In addition, the reductive pathway to oxaloacetate synthesis that operates in the absence of pyruvate (Figure 6C) is still operational, so in the presence of pyruvate there are likely multiple ways of fueling GOT1 for aspartate synthesis (Figure 6C). Supporting the idea that redox balance is upstream of aspartate synthesis, aspartate addition, unlike that of pyruvate, did not restore the NAD/NADH ratio in cells with ETC inhibition (Figure S5B).
Figure 6. Cells with ETC inhibition require MDH1 for pyruvate to stimulate aspartate synthesis and enable proliferation.
(A) Pyruvate does not rescue the proliferation of phenformin-treated MDH1 null cells. Immunoblot analysis of wild type and MDH1-null Jurkat cells along with counterparts expressing an sgRNA-resistant MDH1 cDNA (left). mTOR and Raptor were used as loading controls. Relative fold change in cell number of wild type (black), MDH1-null (light blue), and rescued MDH1-null (gray) Jurkat cells after a 5-day treatment with phenformin (10 uM), piericidin (1 uM), and antimycin (1 uM) in the presence or absence of pyruvate (1 mM) (mean ± SD, n=3) (right).
(B) The pyruvate-induced increase in aspartate synthesis depends on MDH1. Relative aspartate levels were determined in wild type (black), GOT1-null (blue), and MDH1-null (light blue) Jurkat cells in the presence or absence of pyruvate (1 mM) after a 24-hour phenformin (10 uM) treatment (mean ± SD, for n=3). All measurements are relative to untreated wild type Jurkat cells.
(C) Metabolic routes for pyruvate-induced aspartate synthesis under ETC inhibition. Pyruvate, through the lactate dehydrogenases, regenerates NAD+ in the cytoplasm. This NAD+ can activate the cytoplasmic malate dehydrogenase to provide OAA from malate and drive aspartate synthesis via GOT1. Alternatively, another source for OAA is through ATP-citrate lyase, which catalyzes the conversion of citrate and CoA into acetyl-CoA and OAA in the cytosol. Under ETC inhibition, the latter reaction is likely less dependent on NAD+ and can work even in the absence of pyruvate supplementation. Note that both pathways are dependent on GOT1.
(D) Aspartate levels correlate with cellular health upon ETC inhibition. ETC inhibition leads to a decrease in aspartate levels and inhibits cell proliferation in wild type cells. The residual aspartate generated by GOT1 is sufficient to maintain viability, as GOT1 loss results in cell death and corresponds to an almost complete depletion of aspartate. Pyruvate addition rescues aspartate levels and proliferation under ETC inhibition in a GOT1- and MDH1-dependent fashion.
Although under normal conditions both GOT1- and MDH1-null cells have high aspartate levels, they behave strikingly differently upon ETC inhibition: aspartate levels become almost undetectable in GOT1-null cells and the cells die, while in MDH1-null cells aspartate and proliferation drop to the same extent as in wild type cells (Figure 6D). This major difference in aspartate levels upon ETC inhibition is a consequence of the MDH1-null (and also wild type) cells being able to generate some aspartate even in the absence of pyruvate through the reductive carboxylation pathway described earlier while the GOT1-null cells cannot (Figure 4). In other words, in the absence of ETC function, the loss of GOT1 eliminates all routes to aspartate synthesis while the reductive carboxylation path is still available in the MDH1-null and wild type cells.
This conclusion also provides a rationale for why MDH1 did not score like GOT1 in our screen, which was performed in RPMI, a pyruvate-free medium (Figure 1B). In the absence of pyruvate and when treated with ETC inhibitors, MDH1-null and wild type cells have comparable aspartate levels and proliferate equally poorly (Figure 6A–B). Interestingly, aspartate levels in wild type, GOT1-null, and MDH1-null cells treated with ETC inhibitors are a good predictor of whether the cells proliferate, arrest, or die (Figure 6D).
Aspartate supplementation enables the proliferation of cybrids with patient-derived mtDNA mutations even in the absence of pyruvate
Transmitochondrial cytoplasmic hybrid cells (cybrids) are commonly used to study the mechanisms through which mutations in mitochondrial DNA (mtDNA) impair cellular function (Schon et al., 2012). These cells harbor patient-derived mitochondrial genomes with pathogenic mutations, and, like cells treated with ETC inhibitors, require pyruvate to proliferate in culture (King and Attardi, 1989, 1996). Complex III deficient cybrid cells also require the addition of uridine to the media as complex III is needed for its synthesis (Loffler et al., 1997). To expand upon our work with pharmacological inhibition of the ETC, we asked if aspartate supplementation rescues the proliferation of cells with genetic ETC defects. We used two patientderived cybrid cells, the first with a homoplasmic microdeletion in the cytochrome b subunit of complex III (CYTB) associated with a form of parkinsonism and encephalopathy (De Coo et al., 1999; Rana et al., 2000), and the second with a homoplasmic point mutation in the mitochondrially encoded tRNA lysine (MT-TK) associated with myoclonic epilepsy with ragged red fibers (MERRF) (Wallace et al., 1988). To characterize the metabolic needs of these cybrids, as well as cells lacking mtDNA (143B ρ0), we cultured them in media with or without pyruvate or aspartate. In agreement with previous reports, the ETC-deficient cybrids and ρ0 cells proliferated in media supplemented with pyruvate (Figure 7A). Consistent with the data obtained with pharmacological inhibitors, pyruvate stimulated aspartate synthesis in the ETC-defective cells (Figure 7B) and aspartate on its own enabled their proliferation (Figure 7A). The pyruvate-mediated rescue requires GOT1 as knocking it out in the ETC-defective cybrids severely impaired their proliferation (Figure 7C). Importantly, aspartate supplementation bypassed the need for GOT1 (Figure 7C).
Figure 7. Aspartate supplementation enables the proliferation of patient-derived cybrids with mtDNA mutations and replaces the need for pyruvate.
(A) Aspartate can replace pyruvate in enabling the proliferation of patient-derived mtDNA mutant cybrids and 143B ρ0 cells devoid of mtDNA. Cell line models of ETC dysfunction were cultured in RPMI (supplemented with 50 ug/ml uridine to bypass the need for complex III in uridine synthesis) with pyruvate (1 mM) or aspartate (10 mM) for 6 days. Relative cell number was determined by normalizing to the pyruvate-supplemented condition. Representative bright-field micrographs of MERRF, CYTB, and 143B ρ0 cells after 6 days in indicated conditions (right) (mean ± SD, n=3, **p<0.05).
(B) Pyruvate stimulates aspartate biosynthesis in cybrid cells with ETC dysfunction. Mass isotopomer analysis of aspartate in wild type, phenformin-treated wild type, and ETC-defective cybrid cells cultured for 7 hours with [U-13C]-L-glutamine in the presence or absence of pyruvate (1 mM). The fraction of labeled aspartate from [U-13C]-L-glutamine is indicated (mean ± SD, for n=3, **p<0.05). OAA, oxaloacetate.
(C) Pyruvate supplementation enables the proliferation of patient-derived cybrid cells in a GOT1-dependent fashion that can be bypassed by aspartate. Immunoblot analysis of wild type, MERRF, and CYTB cybrid cells expressing sgControl and sgGOT1 (top). Raptor was used as a loading control. Cell line models of ETC dysfunction expressing sgControl or sgGOT1 were cultured in RPMI (supplemented with uridine (50 ug/ml) and pyruvate (1 mM)) with or without aspartate (10 mM) for 6 days (bottom). Relative cell number was determined by normalizing to sgControl expressing cell line (mean ± SD, for n=3, **p<0.05).
(D) SLC1A3 overexpression enables CYTB cells to proliferate in standard RPMI media without pyruvate addition. Fold changes in cell number over time of 143B wild type, CYTB cybrid cells, and their SLC1A3-expressing counterparts when cultured in RPMI media lacking aspartate and pyruvate (blue), or supplemented with aspartate (150 uM) (black) or pyruvate (1 mM) (gray) (mean ± SD, n=3, **p<0.05).
To test the sufficiency of aspartate in enabling the proliferation of cells with genetic ETC defects, we stably expressed the glutamate-aspartate SLC1A3 transporter in the CYTB cybrids (Figure 7D). Strikingly, SLC1A3 expression was sufficient to enable the cybrids to proliferate in standard RPMI media, which has a low aspartate concentration (150 uM) and no pyruvate (Figure 7D). To rule out the possibility that SLC1A3 enables proliferation by transporting a molecule other than aspartate, we cultured the cells in aspartate-free RPMI. Now, the SLC1A3-expressing CYTB cybrids failed to proliferate in the absence of pyruvate. Thus, we conclude that aspartate is sufficient to enable the proliferation of cells with a genetic ETC defect.
Conclusions
Our work suggests that an essential role of the electron transport chain (ETC) in cell proliferation is to enable the biosynthesis of aspartate. Even though ETC inhibition impacts many processes, the supplementation of media with aspartate alone or the expression in cells of an aspartate transporter, is sufficient to allow ETC-defective cells to proliferate in culture. We also provide an explanation for the classic finding of King and Attardi (King and Attardi, 1989, 1996) that respiration-defective mammalian cells require supra-physiological levels of pyruvate to proliferate. We find that pyruvate, likely by normalizing redox levels (Sullivan, Gui et. al., this issue of Cell), promotes aspartate synthesis to rescue the proliferation of cells with severe ETC defects. It is important to note that although severe ETC inhibition has anti-proliferative effects, the mild ETC inhibition observed in cancer cells having heteroplasmic mtDNA mutations might have beneficial effects on tumorigenesis, likely not by affecting aspartate synthesis, but perhaps by increasing ROS levels (Ishikawa et al., 2008; Kulmacz, 1989; Petros et al., 2005).
As blood aspartate concentrations in children and adults are very low (0–15 uM) (Newgard et al., 2009; Wuu et al., 1988), it is unlikely that in vivo cells with ETC inhibition can take up sufficient aspartate to compensate for the decrease in its synthesis. If future work shows that defective aspartate synthesis contributes to the pathophysiology of diseases characterized by ETC dysfunction, it will be necessary to consider therapies that increase cellular aspartate levels in vivo. One can imagine several strategies for accomplishing this, including delivery of cell-permeable aspartate-releasing pro-drugs or small molecules that indirectly boost aspartate by increasing pyruvate or the NAD+/NADH ratio. Two case reports showing that pyruvate treatment of patients with mitochondrial disease has some clinical benefit (Fujii et al., 2014; Saito et al., 2012) supports the notion that the pyruvate-aspartate axis may be of therapeutic interest. Efforts to explore this possibility are warranted given that current therapies for these diseases are of limited efficacy (Pfeffer et al., 2012).
Experimental Procedures
CRISPR-based screen
The metabolism-focused sgRNA library was designed and performed as previously described (Wang et al., 2014). Oligonucleotides for sgRNAs were synthesized by CustomArray Inc. and amplified by PCR (Wang et al., 2014). Gene scores of all the metabolic genes in the screen can be found in Table S1.
Proliferation assays
Indicated cell lines were cultured in replicates of three in 96-well plates at 2–3,000 cells per well in 200 uL RPMI base media under the conditions described in each experiment, and a separate group of 3 wells was also plated for each cell line with no treatment for an initial time point. After 5 hours (untreated cells for initial time point) or after 5 days (with varying treatment conditions), 40 uL of Cell Titer Glo reagent (Promega) was added to each well, mixed briefly, and the luminescence read on a Luminometer (Molecular Devices). For each well, the fold change in luminescence relative to the initial luminescence was measured and reported in a log2 scale. For Figure 6, relative fold change in luminescence relative to initial was calculated.
Cell Counting Assays
Cybrids or 143B ρ0 cells were plated in triplicate in 12 well plates at 5,000–20,000 cells per well in 1.5 mL as described in each experiment. After six days, the entire contents of the well was trypsinized and counted using a Beckman Z2 Coulter Counter with a size selection setting of 8–30 um.
Generation of knock-out and cDNA overexpression cell lines
sgRNAs (oligonucleotide sequences are indicated above) were cloned into lentiCRISPR-v1 linearized with BsmBI by Gibson Assembly (NEB). sgRNA expressing vector along with lentiviral packaging vectors Delta-VPR and CMV VSV-G were transfected into HEK-293T cells using the XTremeGene 9 transfection reagent (Roche). Similarly, for overexpression cell lines, cDNA vectors along with retroviral packaging vectors gag-pol and CMV VSV-G were transfected into HEK-293T cells. Media was changed 24 hours after transfection. The virus-containing supernatant was collected 48 and 72 hours after transfection and passed through a 0.45 µm filter to eliminate cells. Target cells in 6-well tissue culture plates were infected in media containing 8 µg/mL of polybrene and a spin infection was performed by centrifugation at 2,200 rpm for 1 hour. Post-infection, virus was removed and cells were selected with puromycin or blasticidin. For knock out cells, after selection, cells were single-cell sorted with a flow cytometer into the wells of a 96-well plate containing 200 ul of RPMI supplemented with 20% FBS. Cells were grown for two weeks, and the resultant colonies were trypsinized and expanded. Clones were validated for loss of the relevant protein via immunoblotting.
Metabolite profiling and isotope tracing
LC/MS analyses were conducted on a QExactive benchtop orbitrap mass spectrometer equipped with an Ion Max source and a HESI II probe, which was coupled to a Dionex UltiMate 3000 UPLC system (Thermo Fisher Scientific, San Jose, CA). External mass calibration was performed using the standard calibration mixture every 7 days.
For metabolite profiling experiments, Jurkat cells (2 million per sample) were incubated with 10 uM phenformin for 24 hours. Similarly, for glutamine tracing experiments, Jurkat cells (2 million per sample) were incubated with 10 uM phenformin for 18 hours; the cells were spun down and media was replaced with RPMI supplemented with 1 mM [U-13C]-L-glutamine for 7 hours. Polar metabolites were extracted using 1 ml of ice-cold 80% methanol with 10 ng/ml valine-d8 as an internal standard. After a 10 min vortex and centrifugation for 10 min at 4°C at 10,000g, samples were dried under nitrogen gas. Dried samples were stored at −80° C and then resuspended in 100 µL water; 1 µL of each sample was injected onto a ZIC-pHILIC 2.1 × 150 mm (5 µm particle size) column (EMD Millipore). Buffer A was 20 mM ammonium carbonate, 0.1% ammonium hydroxide; buffer B was acetonitrile. The chromatographic gradient was run at a flow rate of 0.150 ml/min as follows: 0–20 min.: linear gradient from 80% to 20% B; 20–20.5 min.: linear gradient from 20% to 80% B; 20.5–28 min.: hold at 80% B. The mass spectrometer was operated in full-scan, polarity switching mode with the spray voltage set to 3.0 kV, the heated capillary held at 275°C, and the HESI probe held at 350°C. The sheath gas flow was set to 40 units, the auxiliary gas flow was set to 15 units, and the sweep gas flow was set to 1 unit. The MS data acquisition was performed in a range of 70–1000 m/z, with the resolution set at 70,000, the AGC target at 106, and the maximum injection time at 80 msec. Relative quantitation of polar metabolites was performed with XCalibur QuanBrowser 2.2 (Thermo Fisher Scientific) using a 5 ppm mass tolerance and referencing an in-house library of chemical standards.
Supplementary Material
(A) Gene scores for individual electron transport chain components in the absence of phenformin. ETC components with a gene score less than -1 indicates essentiality for cell growth in RPMI media. Right column indicates if ETC components also scored as differentially essential (highlighted in red) upon phenformin treatment.
(B) ETC components (top) and nucleotide biosynthesis (bottom) genes that are differentially essential for cell proliferation with phenformin treatment. Gene set enrichment analysis (GSEA) for the metabolic genes ranked based on their score in the CRISPR-based screen (right).
(C) Changes in abundances in the primary screen for individual PDXK sgRNAs in the presence (gray) or absence (black) of phenformin.
(D) Phenformin inhibits oxygen consumption of wild type and GOT1 null Jurkat cells. Oxygen consumption was measured using the XF-24 Seahorse Extracellular Flux Analyzer. The measurements were displayed as percent OCR before phenformin injection for each cell line.
(E) Effect of phenformin (10 uM) on the proliferation of wild type and GOT1-null Jurkat cells (mean ± SD, for n=3).
(A) GOT1 loss sensitizes immortalized mouse embryonic fibroblasts (MEF) to phenformin. Immunoblot analysis of wild type and GOT1-null MEFs (left). Raptor was used as a loading control. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) MEFs after a 5-day treatment with indicated phenformin concentrations in DMEM with pyruvate (mean ± SD, n=3) (right). The presence of pyruvate in the media explains why phenformin has weaker effects on MEFs than the human cells used in this study.
(B) GOT1-null cells die upon ETC inhibition with metformin. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) Jurkat cells after a 5-day treatment with indicated metformin concentrations (mean ± SD, n=3) (right).
(C) GOT1-null KMS-26 and Raji cells die upon ETC inhibition with other mitochondrial toxins besides phenformin. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) KMS-26 (top) and Raji (bottom) cells after a 5-day treatment with indicated antimycin or piericidin concentrations (mean ± SD, n=3) (right).
(A) Detailed depiction of the malate-aspartate shuttle components and direction of the shuttle under normal conditions.
(B) Changes in abundance in the primary screen for individual sgRNAs (10 sgRNAs for each gene) targeting malate-aspartate shuttle components in the presence (gray) or absence (black) of phenformin.
(C) SLC1A3 mRNA expression in cancer cell lines (obtained from Cancer Cell line Encyclopedia (CCLE) (Barretina et al., 2012).
(D) SLC1A3 mRNA expression in human tissues (obtained from GTEx) (Consortium, 2013).
(E) Expression of a glutamate-aspartate transporter (SLC1A3) rescues the phenformin-induced death of GOT1-null cells at different aspartate concentrations. Fold change in cell number (log2) of GOT1-null (blue) and SLC1A3-overexpressing GOT1-null (gray) Jurkat cells in RPMI (150 uM aspartate) after a 5-day treatment with 10 uM phenformin and increasing concentrations of aspartate (mean ± SD, n=3).
(F) Expression of an sgRNA-resistant GOT1 cDNA rescues the ETC inhibitor sensitivity of GOT1-null Jurkat cells. Fold change in cell number (log2) of wild type (black), GOT1-null (blue), and rescued GOT1-null (gray) cells after a 5-day treatment with antimycin (1 uM) or piericidin (0.5 uM) (mean ± SD, for n=3).
(A) Metabolic pathways that lead to oxaloacetic acid (OAA) and aspartate production. In human cells, the primary carbon source for aspartate is oxaloacetate (OAA). OAA can be generated by multiple metabolic reactions. One source of OAA is through the malate dehydrogenases present in cytosol (MDH1) and mitochondria (MDH2). Secondly, pyruvate carboxylase can yield OAA from pyruvate in mitochondria. Finally, another source for OAA is through ATP-citrate lyase, which catalyzes the conversion of citrate and CoA into acetyl-CoA and OAA in cytoplasm. Citrate and malate can be derived from glutamine through reductive and oxidative pathways, respectively.
(B) Changes in abundance in the primary screen for individual PC and ACLY sgRNAs in the presence (gray) or absence (black) of phenformin.
(C) Upon ETC inhibition, nucleotide precursors are mainly synthesized by reductive metabolism of glutamine in a GOT1-dependent manner. Mass isotopomer analysis of orotate and dihydroorotate in wild type and GOT1-null Jurkat cells cultured for 7 hours with [U-13C]-L-glutamine in the presence or absence of phenformin (10 uM). (mean ± SD, for n=3, **p<0.05). OAA, oxaloacetate.
(A) Pyruvate can rescue the death of PC-null cells induced by ETC inhibition. Immunoblot analysis of wild type and GOT1-null Jurkat cells (top). Relative fold change in cell number of wild type (black) and PC-null (blue) Jurkat cells in the presence or absence of pyruvate (1 mM) after a 5-day treatment with phenformin (10 uM), antimycin (1 uM), or piericidin (0.5 uM) (mean ± SD, n=3).
(B) Unlike pyruvate, aspartate does not increase the NAD+/NADH ratio in cells with ETC inhibition. NAD+/NADH ratio was determined for wild type Jurkat cells after 24 hour phenformin treatment (10 uM) in the presence or absence of pyruvate (1 mM) or aspartate (10 mM) (mean ± SD, for n=3).
(C) Aspartate can rescue the death of MDH1-null cells induced by ETC inhibition. Relative fold change in cell number of wild type (black) and MDH1-null (blue) Jurkat cells in the presence or absence of aspartate (10 mM) after a 5-day treatment with phenformin (10 uM), antimycin (1 uM), or piericidin (0.5 uM) (mean ± SD, n=3).
Acknowledgements
We thank all members of Sabatini Lab, particularly Andrew Mullen, for helpful suggestions; C. Moraes, I.F.M. de Coo, Doug Wallace, Navdeep Chandel, and Giovanni Manfredi for providing WT 143B, CYTB 143B, 143B Rho and MERRF 143B cell lines; and Dan Gui and Lucas Sullivan for NAD measurements. This work was supported by NIH (CA103866 and AI047389) grants to D.M.S., and the Jane Coffin Childs Memorial Fund Fellowship and Leukemia and Lymphoma Society Special Fellow Award to K.B. D.M.S. is an investigator of the Howard Hughes Medical Institute.
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
Author Contributions
K.B. and D.M.S. initiated the project and designed the research plan. T.W. designed the sgRNA library. E.F. performed mass spectrometry measurements. W.W.C. helped with mouse experiments. M.A.R. generated GOT1 null MEFs. K.B. wrote the manuscript and D.M.S. edited it.
References
- Barretina J, Caponigro G, Stransky N, Venkatesan K, Margolin AA, Kim S, Wilson CJ, Lehar J, Kryukov GV, Sonkin D, et al. The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity. Nature. 2012;483:603–607. doi: 10.1038/nature11003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bell EL, Klimova TA, Eisenbart J, Moraes CT, Murphy MP, Budinger GR, Chandel NS. The Qo site of the mitochondrial complex III is required for the transduction of hypoxic signaling via reactive oxygen species production. The Journal of cell biology. 2007;177:1029–1036. doi: 10.1083/jcb.200609074. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bender A, Krishnan KJ, Morris CM, Taylor GA, Reeve AK, Perry RH, Jaros E, Hersheson JS, Betts J, Klopstock T, et al. High levels of mitochondrial DNA deletions in substantia nigra neurons in aging and Parkinson disease. Nature genetics. 2006;38:515–517. doi: 10.1038/ng1769. [DOI] [PubMed] [Google Scholar]
- Birsoy K, Possemato R, Lorbeer FK, Bayraktar EC, Thiru P, Yucel B, Wang T, Chen WW, Clish CB, Sabatini DM. Metabolic determinants of cancer cell sensitivity to glucose limitation and biguanides. Nature. 2014;508:108–112. doi: 10.1038/nature13110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Boveris A, Oshino N, Chance B. The cellular production of hydrogen peroxide. The Biochemical journal. 1972;128:617–630. doi: 10.1042/bj1280617. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chandel NS. Mitochondria as signaling organelles. BMC biology. 2014;12:34. doi: 10.1186/1741-7007-12-34. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chen WW, Birsoy K, Mihaylova MM, Snitkin H, Stasinski I, Yucel B, Bayraktar EC, Carette JE, Clish CB, Brummelkamp TR, et al. Inhibition of ATPIF1 ameliorates severe mitochondrial respiratory chain dysfunction in mammalian cells. Cell reports. 2014;7:27–34. doi: 10.1016/j.celrep.2014.02.046. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Consortium GT. The Genotype-Tissue Expression (GTEx) project. Nature genetics. 2013;45:580–585. doi: 10.1038/ng.2653. [DOI] [PMC free article] [PubMed] [Google Scholar]
- De Coo IF, Renier WO, Ruitenbeek W, Ter Laak HJ, Bakker M, Schagger H, Van Oost BA, Smeets HJ. A 4-base pair deletion in the mitochondrial cytochrome b gene associated with parkinsonism/MELAS overlap syndrome. Annals of neurology. 1999;45:130–133. doi: 10.1002/1531-8249(199901)45:1<130::aid-art21>3.3.co;2-q. [DOI] [PubMed] [Google Scholar]
- Di Lisa F, Ziegler M. Pathophysiological relevance of mitochondria in NAD(+) metabolism. FEBS letters. 2001;492:4–8. doi: 10.1016/s0014-5793(01)02198-6. [DOI] [PubMed] [Google Scholar]
- DiMauro S. Pathogenesis and treatment of mitochondrial myopathies: recent advances. In: the Gaetano Conte Academy for the study of striated muscle diseases, editor. Acta myologica : myopathies and cardiomyopathies : official journal of the Mediterranean Society of Myology. Vol. 29. 2010. pp. 333–338. [PMC free article] [PubMed] [Google Scholar]
- Fendt SM, Bell EL, Keibler MA, Davidson SM, Wirth GJ, Fiske B, Mayers JR, Schwab M, Bellinger G, Csibi A, et al. Metformin decreases glucose oxidation and increases the dependency of prostate cancer cells on reductive glutamine metabolism. Cancer research. 2013;73:4429–4438. doi: 10.1158/0008-5472.CAN-13-0080. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Frezza C, Zheng L, Folger O, Rajagopalan KN, MacKenzie ED, Jerby L, Micaroni M, Chaneton B, Adam J, Hedley A, et al. Haem oxygenase is synthetically lethal with the tumour suppressor fumarate hydratase. Nature. 2011;477:225–228. doi: 10.1038/nature10363. [DOI] [PubMed] [Google Scholar]
- Fujii T, Nozaki F, Saito K, Hayashi A, Nishigaki Y, Murayama K, Tanaka M, Koga Y, Hiejima I, Kumada T. Efficacy of pyruvate therapy in patients with mitochondrial disease: a semi-quantitative clinical evaluation study. Molecular genetics and metabolism. 2014;112:133–138. doi: 10.1016/j.ymgme.2014.04.008. [DOI] [PubMed] [Google Scholar]
- Geissler A, Krimmer T, Bomer U, Guiard B, Rassow J, Pfanner N. Membrane potential-driven protein import into mitochondria. The sorting sequence of cytochrome b(2) modulates the deltapsi-dependence of translocation of the matrix-targeting sequence. Molecular biology of the cell. 2000;11:3977–3991. doi: 10.1091/mbc.11.11.3977. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Green DR, Reed JC. Mitochondria and apoptosis. Science. 1998;281:1309–1312. doi: 10.1126/science.281.5381.1309. [DOI] [PubMed] [Google Scholar]
- Han YH, Kim SH, Kim SZ, Park WH. Antimycin A as a mitochondrial electron transport inhibitor prevents the growth of human lung cancer A549 cells. Oncology reports. 2008;20:689–693. [PubMed] [Google Scholar]
- Hansson A, Hance N, Dufour E, Rantanen A, Hultenby K, Clayton DA, Wibom R, Larsson NG. A switch in metabolism precedes increased mitochondrial biogenesis in respiratory chain-deficient mouse hearts. Proceedings of the National Academy of Sciences of the United States of America. 2004;101:3136–3141. doi: 10.1073/pnas.0308710100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Harris M. Pyruvate blocks expression of sensitivity to antimycin A and chloramphenicol. Somatic cell genetics. 1980;6:699–708. doi: 10.1007/BF01538969. [DOI] [PubMed] [Google Scholar]
- Howell N, Sager R. Cytoplasmic genetics of mammalian cells: conditional sensitivity to mitochondrial inhibitors and isolation of new mutant phenotypes. Somatic cell genetics. 1979;5:833–845. doi: 10.1007/BF01542645. [DOI] [PubMed] [Google Scholar]
- Ishikawa K, Takenaga K, Akimoto M, Koshikawa N, Yamaguchi A, Imanishi H, Nakada K, Honma Y, Hayashi J. ROS-generating mitochondrial DNA mutations can regulate tumor cell metastasis. Science. 2008;320:661–664. doi: 10.1126/science.1156906. [DOI] [PubMed] [Google Scholar]
- King MP, Attardi G. Human cells lacking mtDNA: repopulation with exogenous mitochondria by complementation. Science. 1989;246:500–503. doi: 10.1126/science.2814477. [DOI] [PubMed] [Google Scholar]
- King MP, Attardi G. Isolation of human cell lines lacking mitochondrial DNA. Methods in enzymology. 1996;264:304–313. doi: 10.1016/s0076-6879(96)64029-4. [DOI] [PubMed] [Google Scholar]
- Kokotas H, Petersen MB, Willems PJ. Mitochondrial deafness. Clinical genetics. 2007;71:379–391. doi: 10.1111/j.1399-0004.2007.00800.x. [DOI] [PubMed] [Google Scholar]
- Koopman WJ, Willems PH, Smeitink JA. Monogenic mitochondrial disorders. The New England journal of medicine. 2012;366:1132–1141. doi: 10.1056/NEJMra1012478. [DOI] [PubMed] [Google Scholar]
- Kulmacz RJ. Concerted loss of cyclooxygenase and peroxidase activities from prostaglandin H synthase upon proteolytic attack. Prostaglandins. 1989;38:277–288. doi: 10.1016/0090-6980(89)90133-0. [DOI] [PubMed] [Google Scholar]
- Lane AN, Fan TW. Regulation of mammalian nucleotide metabolism and biosynthesis. Nucleic acids research. 2015;43:2466–2485. doi: 10.1093/nar/gkv047. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Loffler M, Jockel J, Schuster G, Becker C. Dihydroorotat-ubiquinone oxidoreductase links mitochondria in the biosynthesis of pyrimidine nucleotides. Molecular and cellular biochemistry. 1997;174:125–129. [PubMed] [Google Scholar]
- Metallo CM, Gameiro PA, Bell EL, Mattaini KR, Yang J, Hiller K, Jewell CM, Johnson ZR, Irvine DJ, Guarente L, et al. Reductive glutamine metabolism by IDH1 mediates lipogenesis under hypoxia. Nature. 2012;481:380–384. doi: 10.1038/nature10602. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mitchell P. Coupling of phosphorylation to electron and hydrogen transfer by a chemi-osmotic type of mechanism. Nature. 1961;191:144–148. doi: 10.1038/191144a0. [DOI] [PubMed] [Google Scholar]
- Mullen AR, Wheaton WW, Jin ES, Chen PH, Sullivan LB, Cheng T, Yang Y, Linehan WM, Chandel NS, DeBerardinis RJ. Reductive carboxylation supports growth in tumour cells with defective mitochondria. Nature. 2012;481:385–388. doi: 10.1038/nature10642. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Newgard CB, An J, Bain JR, Muehlbauer MJ, Stevens RD, Lien LF, Haqq AM, Shah SH, Arlotto M, Slentz CA, et al. A branched-chain amino acid-related metabolic signature that differentiates obese and lean humans and contributes to insulin resistance. Cell metabolism. 2009;9:311–326. doi: 10.1016/j.cmet.2009.02.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nicholls DG, Budd SL. Mitochondria and neuronal survival. Physiological reviews. 2000;80:315–360. doi: 10.1152/physrev.2000.80.1.315. [DOI] [PubMed] [Google Scholar]
- Owen MR, Doran E, Halestrap AP. Evidence that metformin exerts its anti-diabetic effects through inhibition of complex 1 of the mitochondrial respiratory chain. The Biochemical journal. 2000;348(Pt 3):607–614. [PMC free article] [PubMed] [Google Scholar]
- Pagliarini DJ, Rutter J. Hallmarks of a new era in mitochondrial biochemistry. Genes & development. 2013;27:2615–2627. doi: 10.1101/gad.229724.113. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Petros JA, Baumann AK, Ruiz-Pesini E, Amin MB, Sun CQ, Hall J, Lim S, Issa MM, Flanders WD, Hosseini SH, et al. mtDNA mutations increase tumorigenicity in prostate cancer. Proceedings of the National Academy of Sciences of the United States of America. 2005;102:719–724. doi: 10.1073/pnas.0408894102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pfeffer G, Majamaa K, Turnbull DM, Thorburn D, Chinnery PF. Treatment for mitochondrial disorders. The Cochrane database of systematic reviews. 2012;4:CD004426. doi: 10.1002/14651858.CD004426.pub3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Raimundo N, Song L, Shutt TE, McKay SE, Cotney J, Guan MX, Gilliland TC, Hohuan D, Santos-Sacchi J, Shadel GS. Mitochondrial stress engages E2F1 apoptotic signaling to cause deafness. Cell. 2012;148:716–726. doi: 10.1016/j.cell.2011.12.027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rana M, de Coo I, Diaz F, Smeets H, Moraes CT. An out-of-frame cytochrome b gene deletion from a patient with parkinsonism is associated with impaired complex III assembly and an increase in free radical production. Annals of neurology. 2000;48:774–781. [PubMed] [Google Scholar]
- Safer B. The Metabolic Significance of the Malate-Aspartate Cycle in Heart. Circulation research. 1975;37:527–533. doi: 10.1161/01.res.37.5.527. [DOI] [PubMed] [Google Scholar]
- Saito K, Kimura N, Oda N, Shimomura H, Kumada T, Miyajima T, Murayama K, Tanaka M, Fujii T. Pyruvate therapy for mitochondrial DNA depletion syndrome. Biochimica et biophysica acta. 2012;1820:632–636. doi: 10.1016/j.bbagen.2011.08.006. [DOI] [PubMed] [Google Scholar]
- Santidrian AF, Matsuno-Yagi A, Ritland M, Seo BB, LeBoeuf SE, Gay LJ, Yagi T, Felding-Habermann B. Mitochondrial complex I activity and NAD+/NADH balance regulate breast cancer progression. The Journal of clinical investigation. 2013;123:1068–1081. doi: 10.1172/JCI64264. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schon EA, DiMauro S, Hirano M. Human mitochondrial DNA: roles of inherited and somatic mutations. Nature reviews Genetics. 2012;13:878–890. doi: 10.1038/nrg3275. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stein LR, Imai S. The dynamic regulation of NAD metabolism in mitochondria. Trends in endocrinology and metabolism: TEM. 2012;23:420–428. doi: 10.1016/j.tem.2012.06.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Storck T, Schulte S, Hofmann K, Stoffel W. Structure, expression, and functional analysis of a Na(+)-dependent glutamate/aspartate transporter from rat brain. Proceedings of the National Academy of Sciences of the United States of America. 1992;89:10955–10959. doi: 10.1073/pnas.89.22.10955. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Swerdlow RH, Parks JK, Miller SW, Tuttle JB, Trimmer PA, Sheehan JP, Bennett JP, Jr, Davis RE, Parker WD., Jr Origin and functional consequences of the complex I defect in Parkinson's disease. Annals of neurology. 1996;40:663–671. doi: 10.1002/ana.410400417. [DOI] [PubMed] [Google Scholar]
- Toney MD. Aspartate aminotransferase: an old dog teaches new tricks. Archives of biochemistry and biophysics. 2014;544:119–127. doi: 10.1016/j.abb.2013.10.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace DC. Mitochondrial diseases in man and mouse. Science. 1999;283:1482–1488. doi: 10.1126/science.283.5407.1482. [DOI] [PubMed] [Google Scholar]
- Wallace DC. A mitochondrial bioenergetic etiology of disease. The Journal of clinical investigation. 2013;123:1405–1412. doi: 10.1172/JCI61398. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace DC, Zheng XX, Lott MT, Shoffner JM, Hodge JA, Kelley RI, Epstein CM, Hopkins LC. Familial mitochondrial encephalomyopathy (MERRF): genetic, pathophysiological, and biochemical characterization of a mitochondrial DNA disease. Cell. 1988;55:601–610. doi: 10.1016/0092-8674(88)90218-8. [DOI] [PubMed] [Google Scholar]
- Wang T, Wei JJ, Sabatini DM, Lander ES. Genetic screens in human cells using the CRISPR-Cas9 system. Science. 2014;343:80–84. doi: 10.1126/science.1246981. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wheaton WW, Weinberg SE, Hamanaka RB, Soberanes S, Sullivan LB, Anso E, Glasauer A, Dufour E, Mutlu GM, Budigner GS, et al. Metformin inhibits mitochondrial complex I of cancer cells to reduce tumorigenesis. eLife. 2014;3:e02242. doi: 10.7554/eLife.02242. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wilkins HM, Carl SM, Swerdlow RH. Cytoplasmic hybrid (cybrid) cell lines as a practical model for mitochondriopathies. Redox biology. 2014;2C:619–631. doi: 10.1016/j.redox.2014.03.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wuu JA, Wen LY, Chuang TY, Chang GG. Amino acid concentrations in serum and aqueous humor from subjects with extreme myopia or senile cataract. Clinical chemistry. 1988;34:1610–1613. [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
(A) Gene scores for individual electron transport chain components in the absence of phenformin. ETC components with a gene score less than -1 indicates essentiality for cell growth in RPMI media. Right column indicates if ETC components also scored as differentially essential (highlighted in red) upon phenformin treatment.
(B) ETC components (top) and nucleotide biosynthesis (bottom) genes that are differentially essential for cell proliferation with phenformin treatment. Gene set enrichment analysis (GSEA) for the metabolic genes ranked based on their score in the CRISPR-based screen (right).
(C) Changes in abundances in the primary screen for individual PDXK sgRNAs in the presence (gray) or absence (black) of phenformin.
(D) Phenformin inhibits oxygen consumption of wild type and GOT1 null Jurkat cells. Oxygen consumption was measured using the XF-24 Seahorse Extracellular Flux Analyzer. The measurements were displayed as percent OCR before phenformin injection for each cell line.
(E) Effect of phenformin (10 uM) on the proliferation of wild type and GOT1-null Jurkat cells (mean ± SD, for n=3).
(A) GOT1 loss sensitizes immortalized mouse embryonic fibroblasts (MEF) to phenformin. Immunoblot analysis of wild type and GOT1-null MEFs (left). Raptor was used as a loading control. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) MEFs after a 5-day treatment with indicated phenformin concentrations in DMEM with pyruvate (mean ± SD, n=3) (right). The presence of pyruvate in the media explains why phenformin has weaker effects on MEFs than the human cells used in this study.
(B) GOT1-null cells die upon ETC inhibition with metformin. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) Jurkat cells after a 5-day treatment with indicated metformin concentrations (mean ± SD, n=3) (right).
(C) GOT1-null KMS-26 and Raji cells die upon ETC inhibition with other mitochondrial toxins besides phenformin. Fold change in cell number (log2) of wild type (black) and GOT1-null (blue) KMS-26 (top) and Raji (bottom) cells after a 5-day treatment with indicated antimycin or piericidin concentrations (mean ± SD, n=3) (right).
(A) Detailed depiction of the malate-aspartate shuttle components and direction of the shuttle under normal conditions.
(B) Changes in abundance in the primary screen for individual sgRNAs (10 sgRNAs for each gene) targeting malate-aspartate shuttle components in the presence (gray) or absence (black) of phenformin.
(C) SLC1A3 mRNA expression in cancer cell lines (obtained from Cancer Cell line Encyclopedia (CCLE) (Barretina et al., 2012).
(D) SLC1A3 mRNA expression in human tissues (obtained from GTEx) (Consortium, 2013).
(E) Expression of a glutamate-aspartate transporter (SLC1A3) rescues the phenformin-induced death of GOT1-null cells at different aspartate concentrations. Fold change in cell number (log2) of GOT1-null (blue) and SLC1A3-overexpressing GOT1-null (gray) Jurkat cells in RPMI (150 uM aspartate) after a 5-day treatment with 10 uM phenformin and increasing concentrations of aspartate (mean ± SD, n=3).
(F) Expression of an sgRNA-resistant GOT1 cDNA rescues the ETC inhibitor sensitivity of GOT1-null Jurkat cells. Fold change in cell number (log2) of wild type (black), GOT1-null (blue), and rescued GOT1-null (gray) cells after a 5-day treatment with antimycin (1 uM) or piericidin (0.5 uM) (mean ± SD, for n=3).
(A) Metabolic pathways that lead to oxaloacetic acid (OAA) and aspartate production. In human cells, the primary carbon source for aspartate is oxaloacetate (OAA). OAA can be generated by multiple metabolic reactions. One source of OAA is through the malate dehydrogenases present in cytosol (MDH1) and mitochondria (MDH2). Secondly, pyruvate carboxylase can yield OAA from pyruvate in mitochondria. Finally, another source for OAA is through ATP-citrate lyase, which catalyzes the conversion of citrate and CoA into acetyl-CoA and OAA in cytoplasm. Citrate and malate can be derived from glutamine through reductive and oxidative pathways, respectively.
(B) Changes in abundance in the primary screen for individual PC and ACLY sgRNAs in the presence (gray) or absence (black) of phenformin.
(C) Upon ETC inhibition, nucleotide precursors are mainly synthesized by reductive metabolism of glutamine in a GOT1-dependent manner. Mass isotopomer analysis of orotate and dihydroorotate in wild type and GOT1-null Jurkat cells cultured for 7 hours with [U-13C]-L-glutamine in the presence or absence of phenformin (10 uM). (mean ± SD, for n=3, **p<0.05). OAA, oxaloacetate.
(A) Pyruvate can rescue the death of PC-null cells induced by ETC inhibition. Immunoblot analysis of wild type and GOT1-null Jurkat cells (top). Relative fold change in cell number of wild type (black) and PC-null (blue) Jurkat cells in the presence or absence of pyruvate (1 mM) after a 5-day treatment with phenformin (10 uM), antimycin (1 uM), or piericidin (0.5 uM) (mean ± SD, n=3).
(B) Unlike pyruvate, aspartate does not increase the NAD+/NADH ratio in cells with ETC inhibition. NAD+/NADH ratio was determined for wild type Jurkat cells after 24 hour phenformin treatment (10 uM) in the presence or absence of pyruvate (1 mM) or aspartate (10 mM) (mean ± SD, for n=3).
(C) Aspartate can rescue the death of MDH1-null cells induced by ETC inhibition. Relative fold change in cell number of wild type (black) and MDH1-null (blue) Jurkat cells in the presence or absence of aspartate (10 mM) after a 5-day treatment with phenformin (10 uM), antimycin (1 uM), or piericidin (0.5 uM) (mean ± SD, n=3).