Abstract
Summary
The metabolite 2-hydroxybutyrate (2HB) is produced by skeletal muscle acutely during exercise and persists for several hours in the blood post-exertion. We show here that 2HB directly inhibits branched- chain aminotransferase enzymes, and that this inhibition in turn triggers a SIRT4-dependent shift in the compartmental abundance of protein ADP-ribosylation. The 2HB-induced decrease in nuclear protein ADP-ribosylation leads to a C/EBPβ mediated transcriptional response in the branched-chain amino acid degradation pathway. This response to 2HB exposure leads to an improved oxidative capacity both in vitro and in vivo, with the latter mimicking the effects of exercise training on whole body metabolism. Thus, we show here that 2-HB production by skeletal muscle represents a novel mechanism for the modification of metabolism by exercise.
Introduction
Physical exertion is a metabolic challenge that requires physiological responses throughout the body, including a dramatic change to metabolic flux patterns1. During exercise, metabolic end products accumulate and are released into the circulation; prototypical examples of such molecules include hypoxanthine and lactate. Metabolic intermediates of pathways with increased flux during exercise may also exhibit increased levels in the circulation post-exercise, particularly as an indication of pathway saturation2. Accumulation of individual exercise-induced metabolites may lead to a diverse range of cellular responses in different tissues, with acute and lasting effects on physiology. Such mechanisms have been defined for succinate3, lactate4, hypoxanthine5, and other exerkines1, demonstrating that the exercise-induced metabolome includes factors with significant physiological effects.
Exercise-induced lactate and succinate exert effects on physiology despite a relatively rapid return to baseline levels during recovery post-exercise. Conversely, 2-hydroxybutyrate (2HB, also known as α-hydroxybutyrate) is an exercise-induced metabolite with plasma concentrations that continue to increase for at least 3 hours after exertion6–9. Production of the majority of 2HB in circulation has been attributed to the liver, although 2HB accumulates in many other tissues post- exercise2. 2HB is also present in disease states, as untargeted metabolomics analyses have identified 2HB as a metabolic marker for infection severity10, and as an indicator of metabolic disorders11–13. Cellular responses to accumulated 2HB have not been characterized to date, although Sato, et al., report that exogenous administration of 2HB caused an acute shift in mouse whole body metabolism, including a reduction in the respiratory exchange ratio (RER), and increased blood glucose2; indicating that 2HB has the potential to alter metabolism.
2HB is the product of a lactate dehydrogenase (LDH)-mediated reduction of 2-ketobutyrate (2KB), which itself is a byproduct of endogenous cysteine synthesis via the transsulfuration pathway. Oxidation of 2KB is not well characterized beyond isolated enzyme assays; these show it to be a substrate for the branched chain keto acid dehydrogenase complex (BCKDH)14. BCKDH converts 2KB to propionyl-CoA, which can be re-carboxylated by propionyl-CoA carboxylase (PCC), producing the tri-carboxylic acid (TCA) cycle intermediate succinyl-CoA15. Mammalian cells are not capable of reverse transsulfuration, i.e., production of methionine from cysteine; thus, the metabolic fate of 2KB is driven by the balance between mitochondrial oxidation or reduction to 2HB. Importantly, the metabolism of exogenous 2HB has not been described. Based upon the current literature, the fate of 2HB depends on the capacity for LDH-dependent oxidation of 2HB, and thus, 2KB metabolic homeostasis.
2HB is an alpha-hydroxy carboxylic acid similar to 2-hydroxyglutarate (2HG). The latter is a dicarboxylic acid, and an established physiological competitor of α-ketoglutarate (αKG). Both the S- and R- enantiomers of 2HG are known to competitively inhibit αKG-dependent enzymatic reactions, including the branched chain amino-transferase (BCAT) enzymes, and the much broader family of αKG-dependent dioxygenases (αKGDD)16. αKGDDs include regulators of the cellular responses to hypoxia, the prolyl hydroxylase (PHD) and factor inhibiting HIF (FIH), and epigenetic regulators such as lysine demethylases (KDM), among others. Regulation of these targets by endogenous or exogenous S-2HG is sufficient to alter numerous cell fate decisions, e.g., the differentiation of cytotoxic CD8 T cells17,18. R-2HG inhibition of BCAT is reported to reduce metabolism of branched chain amino acids (BCAA), leading to reduced levels of glutamate and glutathione19. As an alpha- hydroxy acid, we hypothesised that 2HB may be a novel competitive inhibitor of αKGDDs or BCATs.
In this work we investigate the physiological and molecular role of 2HB. We find that cells treated with 2HB demonstrate a metabolic response that leads to transcriptional regulation of BCAA degradation enzymes via a BCAT2 and SIRT4-dependent shift in compartmental protein ADP- ribosylation (ADPr). The reduced ADPr in the nuclear compartment following 2HB treatment promotes binding of the transcription factor CCAAT enhancer binding protein beta (C/EBPβ) to the promoters of BCAA degradation genes. We find that repeated administration of 2HB to mice increases oxidative capacity in exercise tests that replicates the effect of exercise training. Finally, we find repeated 2HB treatment gives rise to an improved resistance to fatigue in oxidative skeletal muscle, consistent with the improvement to oxidative metabolism. Overall, we find that 2HB induces a range of cellular responses that are consistent with it being a feedback signal from exertion, one that leads to increased capacity in the BCAA degradation pathway and improved exercise performance.
Results
Daily 2HB treatment accelerates the metabolic response to exercise in mice
As described above, physical exertion induces a persistent increase to circulating 2HB. To investigate the role of 2HB in whole animal metabolism, we first subjected mice to daily incremental exhaustive exercise tests for five consecutive days. Immediately following each test, mice were injected with 1 mmol/kg of Na2HB, or an equivalent dose of NaCl as a control (Fig.1A). Mouse basal VO2, maximum ΔVO2 (change in VO2 relative to basal VO2), RER, and ΔVO2 throughout exercise were similar across treatment groups on the first day, prior to group randomization (Fig.1B-D,SFig.1A). Median mouse ΔVO2max was 507 mL/kg/hr on the first day (Fig.1C) and mice tended to reach exhaustion during the 21 m/min phase (Fig.1E). Beyond 18 m/min, mice either further increased their VO2 or reached exhaustion. This is demonstrated by the lack of correlation between ΔVO2 during 18 m/min and time-to-exhaustion, but a significant correlation between either ΔVO2 during 21 m/min or maximum ΔVO2 and time-to-exhaustion (SFig.1B). These data demonstrate that increased oxidative capacity predicts improved performance in incremental exercise tests.
Mouse ΔVO2max tended to increase with subsequent exercise tests and had significantly improved to a median of 877 mL/kg/hr in the control group by day 5 (Fig.1C). Accordingly, progressively more mice reached the 24 m/min phase before exhaustion (Fig.1E). Mice treated with 2HB showed improvement to ΔVO2max in subsequent exercise tests as early as day 3, and increased ΔVO2max up to 930 mL/kg/hr on day 5 (Fig.1C). These data demonstrate a benefit to exercise performance from a brief one-week protocol of exercise training in mice and suggest that combination with exogenous 2HB may accelerate this effect.
Daily 2HB treatment recapitulates the benefits of exercise training on oxidative capacity
We next investigated the effects of exogenous 2HB alone. Firstly, we assessed the effects of acute administration of 1 mmol/kg of Na2HB. For mice at rest, we observed no effect of exogenous 2HB on oxygen consumption or RER compared with NaCl control over the first 60 minutes, consistent with previous reports for this dose (SFig.1C,D)2. We next administered 2HB 2 hours prior to an exhaustive exercise test. Both 2HB-treated and control mice reached a ΔVO2max of approximately 500 mL/kg/hr, with no difference in RER, time-to-exhaustion, resting VO2, or ΔVO2 during the exercise tests (Fig.1F, SFig.1E,F). These data indicate that exogenous 2HB at a dose of 1 mmol/kg does not acutely alter resting metabolism or oxygen consumption during exercise.
Next, we investigated whether treatment with 2HB would alter exercise performance on subsequent days. First, a cohort of mice was treated with 2HB 24 hours prior to an exhaustive exercise test. In these mice there was again no difference between groups in terms of resting VO2, ΔVO2 or RER during the exercise test, time-to-exhaustion, or ΔVO2max (Fig.1G, SFig.1E,F). When mice were treated with 2HB each day for four days with the exhaustive exercise test on the fifth day, 2HB- treated mice exhibited an increased ΔVO2 during the exercise test, with differences more apparent at greater treadmill speeds (Fig 1H). Oxygen consumption at higher treadmill speeds correlated with greater time-to-exhaustion, indicating effective oxidative capacity as opposed to metabolic inefficiency (SFig.1G). Mice treated with 2HB exhibited a greater ΔVO2max and greater time-to- exhaustion, but had similar basal VO2 and RER levels throughout exercise, relative to exercising NaCl- treated controls (Fig.1H, SFig.1E,F). Control mice exhibited a median ΔVO2max of 572 ml/kg/hr. However, 2HB-treated mice exhibited a median ΔVO2max of 828 mL/kg/hr, similar to exercise- trained mice (Fig.1C,H). These data indicate that repeated 2HB treatment replicates the improvement to mouse oxidative capacity and exercise performance produced from daily exercise training.
2HB levels are correlated with metabolic indicators of BCAA degradation in murine datasets
To determine which metabolic pathways 2HB may affect, we were next interested in determining which metabolites are most correlated with 2HB post-exercise. We analyzed two published datasets reporting untargeted metabolomics in mice subjected to a treadmill-based exercise protocol, or sham control2,8. Both studies observe a strong increase to 2HB in the circulation and in all assessed organs post-exercise (SFig.2A). A correlation analysis demonstrates a reliable positive correlation between circulating 2HB and markers of BCAA metabolism (Fig.2A). Overrepresentation analysis of BCAA-related metabolites positively correlated with 2HB post- exercise yielded p values of 3.8×10-5 and 1.6×10-2 for the two studies. These data suggest that accumulation of 2HB is correlated to the metabolic flux through the BCAA degradation pathway.
Human exercise studies demonstrate the persistence of serum 2HB post-exercise
We further investigated this pattern by assessing the plasma metabolomics of human subjects in a previously published dataset from our group. In this study, blood was sampled prior to exercise, immediately post-exercise, and then one-hour post-exercise. Few markers of BCAA degradation are available in the human dataset, so we focused on the amino acid, the keto acid, and the hydroxy acid versions of leucine, isoleucine, valine, and 2HB. Transamination of BCAA to the respective keto acid is the first step towards mitochondrial oxidation. In line with this, BCAA levels are reduced immediately post-exercise compared with pre-exercise levels, while keto acids and hydroxy acids are increased (Fig.2B). The accumulation of 2HB alongside increased BCAA degradation is consistent with a model wherein BCAAs compete with 2KB for early oxidation steps, e.g., the BCKDH and PCC-mediated reactions.
Indicating a return to homeostasis, one-hour after completion of exercise, BCAAs increase and keto acids decrease towards pre-exercise levels (Fig.2B). The hydroxy acids are intriguing, as these remain significantly greater than pre-exercise levels even one-hour after completion of exercise, suggesting slow clearance of all members of this metabolite group, including 2HB. Among the hydroxy acids, 2HB is the standout, with the greatest fold-increase at the one-hour time point and the greatest absolute abundance in both human and mouse datasets8. Collectively, these data describe a positive correlation for the production of 2HB in proportion with production of branched chain keto acids (BCKA) during exercise. The slow clearance of 2HB and the branched chain hydroxy acids (BCHA) represent a possible indication of saturation in the capacity for the oxidation of 2KB and BCKAs.
Repeated 2HB treatment alters BCAA metabolite balance following exercise
We next investigated whether repeated treatment of 2HB for four days would alter BCAA metabolism during an exercise test on the fifth day. To limit mouse dropout from exhaustion, the exercise protocol increased speed only up to 18m/min. This speed was held for 30 minutes for all mice (Fig.2C). There was no effect of 2HB treatment on basal VO2, or on RER throughout the exercise protocol (Fig.2D-F). 2HB-treated mice tended to spend more time running on the treadmill, indicated by an increased ΔVO2 during the 18m/min segment of the exercise protocol (Fig.2D,G). These data demonstrate again that repeated 2HB treatment increases oxidative capacity during exercise.
We hypothesized that the change to exercise performance, in both the incremental exercise tests to exhaustion and moderate exercise tests, was in part due to a change in skeletal muscle metabolism during exercise. Untargeted metabolomics of mouse serum, red gastrocnemius, and white gastrocnemius collected immediately post-exercise shows modest clustering of mice based on treatment group in the serum, separating vehicle-treated sedentary controls from other treatment groups (Fig.2H). Conversely, we observe strong clustering in the red and white gastrocnemius, delineating each experimental group (Fig.2I,J). These data begin to suggest that skeletal muscle is a site of metabolic regulation by 2HB.
When we visualize the data trends in the BCAA metabolic pathway within each tissue (Fig.2K,L), a shift in the BCAA, BCKA, and BCHA appears to be exercise and 2HB dependent; specifically 2HB treatment appears to reduce BCAA levels in red gastrocnemius at rest and during exercise, but increase BCKA and decrease the hydroxy acids during exercise (Fig.2L). The levels of intermediates within the BCAA degradation pathway increase in each compartment with exercise, with no strong effect of 2HB. These data suggest a shift in red gastrocnemius BCAA homeostasis induced by 2HB treatment.
To compare the effects of 2HB given the quantifiable difference in exercise performance (Fig.2D-G), we adjusted metabolite values based on VO2 measures during the exercise protocol or sham control. This adjustment yields values that indicate whether the levels of a given metabolite were high or low relative to the matching VO2 measures for each mouse. We observed a number of differences and trends in the red gastrocnemius muscle: reduced levels of BCAA at rest and post- exercise, increased BCKA post-exercise, reduced BCHA post-exercise, and reduced 2HB post-exercise (SFig.2B). In white gastrocnemius we only observe a reduction to BCAA and the BCHA post-exercise (SFig.2C). Each of these effects are weaker in the serum VO2-adjusted data (SFig.2D). These data demonstrate that 2HB treatment alters muscle BCAA metabolic balance in excess of the changes to mouse VO2 during exercise.
2KB is a fuel for oxidative metabolism
The metabolomics analysis led us to hypothesize that physiological 2HB accumulation is associated with competition for the BCAA degradation pathway, limiting oxidation of 2KB. However, despite validation as a substrate for BCKDH in isolated enzyme assays14, 2KB has not been validated as a potential fuel for mitochondrial oxidative metabolism. Thus, we next aimed to investigate the potential of 2HB and 2KB as fuel for oxidative metabolism in vitro and dependency of 2KB oxidation on the BCAA degradation pathway. We subjected cells to Seahorse assays monitoring the oxygen consumption rate (OCR) during a standard ‘mitochondrial stress test’ protocol following acute administration of 500-5000 μM of either Na2HB, Na2KB, or NaCl control (Fig.3A,B). With C2C12 myoblasts, we found a modest increase to OCR immediately following 2KB addition, with no response to 2HB (Fig.3A,B). Presence of 2HB or 2KB provided a small increase to the maximum OCR. We hypothesized that the standard assay media saturated cells with fuel, leaving little capacity for 2HB or 2KB as a fuel. We therefore repeated the assays with no pyruvate in the medium. Similarly, an acute uptick in OCR was observed upon addition of 2KB, but not 2HB (Fig.3A,B). There was now a dose-dependent increase to maximal OCR in cells treated with 2KB, up to a similar magnitude when pyruvate was included. Addition of 2HB was not able to recapitulate the maximum OCR observed when pyruvate was present in the media. These trends could be replicated with mouse embryonic fibroblasts (MEF), although with a lower magnitude (SFig.3A). These data demonstrate that 2KB is a substantially greater fuel for oxidative metabolism than 2HB.
It is possible that the increase to maximal OCR induced by 2KB is due to 2KB promoting glycolysis20,21, instead of 2KB being used as a fuel. To investigate the importance of the BCAA degradation pathway for 2KB metabolism, we repeated these experiments in cells transfected with siRNA against BCKDHA, PCCA, and HPRT as an off-target control, or non-targeting siRNA control (SFig.3B). Transfection alone had insignificant effects on maximum OCR, as demonstrated by cells treated with NaCl. Addition of 500 μM 2KB increased maximum OCR as before, however, this was inhibited in cells transfected with siRNA against PCCA (Fig.3C). These data suggest that an intact BCAA degradation pathway is required for 2KB promotion of maximal OCR in vitro, indicating that 2KB can be used as a fuel for oxidative metabolism.
2HB is slowly metabolized by LDH
The poor suitability of 2HB as a fuel relative to 2KB suggests slow conversion to 2KB. Interconversion between 2HB and 2KB is proposed to occur via LDH. Thus, we aimed to quantify the relative rate of 2HB oxidation and 2KB reduction. We conducted activity assays using LDH isolated from bovine skeletal muscle or bovine heart. The former is enriched for LDH isoenzymes with M subunits from LDHA expression, while the latter is enriched for LDH isoenzymes with H subunits due to predominant LDHB expression. As previously reported, 2KB was an efficient substrate for both LDH enzymes, with a maximum relative reaction rate greater than pyruvate (Fig.3D)22. However, 2HB exhibited a maximum reaction rate that was only ∼30% that of lactate using bovine heart LDH, and ∼15% of lactate using bovine skeletal muscle LDH (Fig.3D). These data support a mechanism for the efficient production of 2HB from 2KB, leading to long-lasting 2HB accumulation post-exercise.
Further, we found very low reaction rates for reduction of the BCKA, with a rate between ∼2- 10% the reaction rate of pyruvate. The greatest reaction rate observed was for the keto acid of valine, 2-oxo-3-methylbutyrate, using bovine heart LDH (SFig.3C). No signal was detected above background for the oxidation reaction of any BCHA. These data would be consistent with the relatively low abundance of BCHA, and their slow rate of clearance.
2HB metabolic feedback occurs via BCAT inhibition
The slow metabolic processing of 2HB makes it likely to accumulate in cells and trigger a functional response. Based on the effects of 2HB treatment on BCAA, BCKA, and BCHA levels post- exercise (Fig.2), we hypothesized that 2HB provides metabolic feedback to the BCAA degradation pathway (Fig.3E). As an initial test, we found that culturing C2C12 myoblasts with 500 μM of 2HB increased gene expression of multiple factors involved in BCAA degradation, including those involved in 2KB oxidation such as BCKDHA, and PCCA (Fig.3F).
Based on the structural similarities between 2HB and 2HG, we hypothesized that 2HB may act as a competitive inhibitor of BCAT enzymes. To test this possibility, we conducted activity assays of recombinant human BCAT2 (rhBCAT2) using leucine as a constant substrate and αKG as a varied concentration substrate. In these assays we find a dose dependent reduction to maximal rhBCAT2 activity with increasing concentrations of 2HB in the reaction well (Fig.4A). We conducted similar assays using rhGOT1, an aspartate-oxaloacetate aminotransferase, but found no effect of 2HB on the reaction rate (SFig.4A). Given the modification of BCAT activity, it seemed plausible that 2HB may compete with αKG for active sites in αKGDDs. However, in assays of isolated HIFP4H1 and HIFP4H2, no more than 5% inhibition was observed for concentrations of 2HB up to 10 mM, and similarly little inhibition was observed for assays of isolated KDM6A (STable.1). These data indicate that 2HB inhibits specifically BCAT activity.
Inhibition of BCAT enzymes may induce a range of metabolic disruptions. To broadly investigate cellular response to acute exogenous 2HB, we quantified cellular NAD+/NADH ratio after addition of 500 μM 2HB to culture media. In C2C12 lysates harvested 60 minutes following addition of 2HB we found an increase to the NAD+/NADH ratio, indicating a drop in the cellular reducing potential (Fig.4B). If cells were harvested after overnight culture, NAD+/NADH ratio had rebounded. There was no effect of treating cells with 2KB, indicating that this metabolic response was specific to 2HB. These findings were replicated in MEFs (Fig.4B). To determine if the NAD+/NADH shift induced by 2HB exposure was dependent upon BCAT expression, we transfected C2C12 cells with a vector driving constitutive expression of DDK-tagged hBCAT2, or empty vector control. The increase to NAD+/NADH could be replicated in vector control cells, but the NAD+/NADH ratio in hBCAT2- transfected cells was insensitive to 2HB addition (Fig.4C, SFig.4B). These data describe an acute metabolic shock induced by addition of 2HB to cells, dependent upon BCAT inhibition.
2HB treatment stimulates SIRT4 ADP ribosyltransferase activity
Increases to cellular NAD+ are sensed by Sirtuins, a family of deacetylase enzymes that modify cellular metabolism. Sirtuin 4 (SIRT4) is localised to the mitochondria and is previously described to induce increased expression and post-translational activation of the BCAA degradation pathway23,24. We hypothesized that SIRT4 would be stimulated by the acute shift in NAD+ induced by exogenous 2HB, and that SIRT4 may drive the cellular response to 2HB. First, we transfected MEFs and C2C12 myoblasts with siRNA against SIRT4 and checked for transcriptional induction of BCAA degradation pathway genes following overnight culture in media supplemented with 500 μM 2HB or NaCl control (SFig.4C). We found induction of genes including BCAT2, BCKDHA, BCKDHB, PCCA, SLC7A5, as well as LDHB and LDHA in both MEFs and C2C12s treated with 2HB compared with controls. Transfection with siRNA against SIRT4 disrupted the induction of these genes when cells were treated with 2HB (Fig.4D). These data indicate that expression of SIRT4 is critical for the transcriptional feedback induced by 2HB treatment.
SIRT4 is perhaps better characterized as an ADP ribosyl transferase than as a deacetylase25. Addition of ADPr to protein requires consumption of local NAD+. Replacing the consumed NAD+ can cause a compartmental shift in the supply of NAD+, and therefore the source of protein ADPr26. Thus, metabolic activity in one compartment may induce transcriptional change via regulating ADPr of transcription factors within the nucleus. To investigate the ability of SIRT4 to regulate compartmental ADPr, we separated cytoplasmic and nuclear extracts of C2C12 myoblasts transfected with siRNA against SIRT4, or non-targeting control, treated with 500 μM 2HB or NaCl control for 16 hours. In western blots detecting total poly/mono-ADPr, we see that 2HB treatment increases ADPr in the cytoplasmic compartment, while reducing ADPr in the nuclear extracts, each dependent upon SIRT4 (Fig.4E, SFig.4D). We were next interested in whether 2HB-induced SIRT4 activity might alter the ADPr of a transcription factor relevant to regulation of metabolism. C/EBPβ has been described to regulate adipogenesis27, which is also known to involve SIRT4-dependent regulation of BCAA metabolism24,27. Importantly, C/EBPβ transcriptional activity was shown to be dependent upon compartmental ADPr, wherein C/EBPβ ADPr reduces its transcriptional activity27. Therefore, we conducted immunoprecipitation experiments pulling down total poly/mono-ADPr protein from C2C12 nuclear extracts and blotting for C/EBPβ, or vice versa. We observed a strong effect of SIRT4 knockdown leading to increased ADPr of C/EBPβ, and a trend towards reduced C/EBPβ ADPr in cells treated with 500 μM 2HB for 8 hours (Fig.4F). It is possible that a small shift in ADPr may lead to significant changes to C/EBPβ transcriptional activity. We therefore continued by conducting chromatin immunoprecipitation experiments pulling down C/EBPβ and conducted qPCR for different promoter regions in the genes of BCKDHA and PCCA containing C/EBPβ consensus binding sites. We found that treating cells with 500 μM 2HB for 8 hours stimulated binding of C/EBPβ to both gene promoters (Fig.4G,H). In summary, we find that treating cells with exogenous 2HB induces a metabolic response via BCAT inhibition, which stimulates SIRT4 to trigger a compartmental change in protein ADPr, leading to C/EBPβ binding to BCKDHA and PCCA genes (Fig.4I). These data present a mechanism for feedback on the BCAA degradation pathway induced by 2HB accumulation.
2HB promotes oxidative metabolism in vitro via the BCAA degradation pathway
We hypothesized that overnight culture with 2HB would increase the expression of BCAA degradation pathway genes and thus promote oxidative metabolism. MEFs and C2C12s were treated overnight with 500 μM of Na2HB, or NaCl control prior to running a mitochondrial stress test or glycolysis stress test to quantify OCR and extracellular acidification rate (ECAR) respectively. Overnight treatment with either 2HB increased both the basal and maximal OCR in MEFs and C2C12s (Fig.5A,B). MEFs exhibited an increased ECAR, indicative of increased glycolytic capacity from treatment with 2HB (SFig.5A). Collectively, these data indicate increased metabolic activity, and particularly an increase to oxidative capacity from overnight culture with 2HB.
We hypothesized that the increased oxidative capacity induced by 2HB was dependent upon SIRT4 stimulation and activity of the BCAA degradation pathway. To address this possibility, we transfected C2C12s and MEFs with siRNA against SIRT4, BCKDHA, or non-targeting control. Cells were then cultured overnight in media supplemented with 500 μM Na2HB or NaCl, then subjected to a mitochondrial stress test. As before, both MEFs and C2C12s treated with 2HB exhibited an increased basal and maximal OCR (Fig.5C,D). Transfection with siRNA against SIRT4 reduced both basal and maximal OCR and abolished the effect of 2HB (Fig.5C,D). Transfection with siRNA against BCKDHA induced a less drastic reduction to basal and maximal OCR, but also showed no response to 2HB treatment (Fig.5C,D). These data show that SIRT4 and the BCAA degradation pathway, including the early step catalyzed by BCKDHA, is critical to the increased oxidative capacity induced by 2HB treatment.
2HB-induced increase to oxidative capacity is maintained with chronic treatment
We were interested in whether the increase to cellular OCR would be maintained with chronic treatment. MEFs and C2C12s were treated with fresh media containing 500 μM of Na2HB or NaCl control daily for three days and assays run on the fourth day. We found chronic treatment with 2HB to result in increased maximum OCR in seahorse assays, to a similar effect size as overnight treatment (SFig.5B). We were interested if other mechanisms could be at play with chronic 2HB treatment. 2HB has been reported to promote cervical tumour cell survival via stimulation of the methyltransferase DOT1L28. We therefore investigated the potential for epigenetic regulation as a mechanism to explain the observed change in cellular oxidative capacity. However, we found no change to H3K79me3 signal in isolated histones after three days of 2HB treatment (SFig.5C,D). Neither C2C12s or MEFs exhibited any change to H3K27me3, H3K9me2, or H3K4me3, also suggesting no significant regulation of KDMs from three days of 2HB treatment (SFig.5C,D). Finally, we found no change to the expression levels of respiratory chain protein complexes I-V using an OXPHOS antibody cocktail (SFig.5E,F). These data do not support epigenetic regulation or mitochondrial biogenesis as mechanistic alternatives to SIRT4-dependent upregulation of BCAA degradation pathway for metabolic responses to chronic 2HB treatment.
Repeated 2HB treatment replicates in vitro mechanisms
We next aimed to find evidence for mechanisms leading to the increased oxidative capacity in mice treated with 1 mmol/kg 2HB for one week. We focused analysis on the soleus muscle, as skeletal muscle accounts for the majority of BCAA degradation in the body and the oxidative muscle fibers found in soleus muscle possess greater mitochondrial content for BCAA degradation capacity29. We found that soleus muscles from mice treated with 2HB for four days exhibited increased ADPr in cytoplasmic extracts, but reduced ADPr in nuclear extracts (Fig.6A, SFig.6A). We repeated the poly/mono-ADPr and C/EBPβ immunoprecipitation experiments with soleus muscle nuclear extracts. We found that extracts from 2HB-treated mice exhibited reduced C/EBPβ ADPr (Fig.6B). Accordingly, we find the soleus from mice treated with 2HB for one week to exhibit increased gene expression of BCAT2, BCKDHA, and PCCA compared with controls (Fig.6C). We found increased protein expression of PCCA in 2HB-treated soleus lysates (Fig.6D). Further, we found increased BCKDHA protein expression and reduced the amount of BCKDHA phosphorylation at S293 in soleus samples, indicating increased flux through the BCAA degradation pathway (Fig.6E). No changes to BCKDHA expression or phosphorylation were observed in extensor digitorum longus (EDL) lysates (Fig.6F). These data support the mechanisms of 2HB-induced changes to metabolism found in vitro as being plausible in vivo and support the soleus as a site of response to exogenous 2HB.
As was observed in vitro, there was no change to protein expression of mitochondrial complexes I-V by western blot, indicating mitochondrial biogenesis as an unlikely explanation for the changes to oxidative capacity (SFig.6B). We also assessed histone methylation by western blot and found no change to soleus H3K27me3, H3K79me3, or H3K4me3 after one week of treatment (SFig.6C).
2HB improves soleus muscle resistance to fatigue
We hypothesized that the improved performance on exercise tests provided by 2HB was dependent upon changes intrinsic to oxidative skeletal muscle, which exhibits the increased activation and expression of BCAA degradation factors. To investigate, we conducted ex vivo contractility analysis of skeletal muscle isolated from mice treated with 1 mmol/kg/day Na2HB or NaCl control for four days. Each muscle was stimulated to produce a force-frequency curve, followed by a fatigue-inducing protocol. Soleus and EDL reached a peak specific force of approximately 200- 270 kN/m2 and 400 kN/m2 respectively, with a trend towards reduced force production in 2HB- treated soleus (Fig.6G). Soleus muscles from 2HB treated mice demonstrated a slower rate of fatigue; the median number of stimulations required to reduce force production by 50% increased from 51 in controls to 70 in 2HB-treated soleus muscles (Fig.6H,I). EDL from 2HB-treated mice performed similar to controls in the fatigue protocol (Fig.6H,I). These data demonstrate a functional change intrinsic to the skeletal muscle of 2HB-treated mice, specific to oxidative muscle groups.
Discussion
2HB has to date been described as a waste product that is released into the circulation during periods of metabolic or oxidative stress, for example, in acute infection, or post-exercise7,9,10. Here we describe an axis of cellular responses to increased levels of 2HB which regulate the BCAA degradation pathway. We find that exogenous 2HB treatment can recapitulate the effects of short- term exercise training in mice, via improving the fatigue resistance of oxidative skeletal muscle. These data provide insight into novel mechanisms involved in physiological changes to metabolism during exercise training.
The accumulation of 2HB is dependent upon the metabolic balance of 2KB. We demonstrate that 2KB is a suitable fuel for mitochondrial oxidation, dependent upon an intact BCAA degradation pathway (Fig.3). We found that PCC was required for 2KB oxidation, while the BCKDH complex was dispensable. This is in line with data showing that pyruvate dehydrogenase may also oxidize 2KB, although this too has been shown to be dispensable11,30. Alternatively, 2KB may be reduced by LDH to 2HB. The relative balance of oxidation versus reduction likely depends on cellular demand for NADH, oxygen availability, and capacity within the BCAA degradation pathway23–25,31.
We find that 2HB is a poor substrate for LDH oxidation, supporting the well-described accumulation of 2HB post-exercise, with a slow return to homeostatic levels (Fig. 2,3)2,7. Together, these observations are consistent with the accumulation of 2HB as an indicator of saturated capacity for 2KB oxidation via the BCAA degradation pathway. Interestingly, this pattern is mirrored by the BCHA, 2-hydroxyisocaproate, 2-hydroxy-3-methylvalerate, and 2-hydroxyisovalerate in human plasma metabolomics following exercise (Fig.2). The BCHA are rare metabolites, which is consistent with our observation of very low relative reaction rates for the reduction of BCKA by LDH (SFig.3). Further, we were unable to observe significant oxidation of the BCHA in isolated LDH assays (SFig.3), which is consistent with the pattern of accumulation without return to baseline for all the hydroxy acids (Fig.2). Thus, we propose that the reduction of 2KB and BCKA indicate oversaturation of the BCAA degradation pathway, leading to the LDH-dependent production of 2HB or BCHA that are metabolically stubborn and tend to accumulate.
It is reported that the liver is the major producer of circulating 2HB2, which would suggest that many tissues receive external 2HB, and that therefore the balance of 2HB metabolism will depend upon 2HB oxidation. LDH isolated from bovine heart had a greater capacity for oxidation of 2HB than LDH isolated from bovine skeletal muscle (Fig.3), suggesting that LDHB gene expression may provide an advantage when metabolising exogenous 2HB. Skeletal muscle expression of LDHB was previously reported to be induced by exercise training, and to be dependent upon peroxisome proliferator-activated receptor γ coactivator 1α (PGC-1α), and that LDHB expression was required for generating an exercise training benefit32. Together, this would suggest that improved capacity for metabolising 2HB is common to the progression of endurance training. Since we observed no induction to PGC-1α gene expression or mitochondrial biogenesis (SFig.5,6), treatment with exogenous 2HB does not appear to replicate all exercise training responses in oxidative skeletal muscle. It is possible that 2HB-induced effects on BCAA metabolism occur in an early stage of skeletal muscle endurance training, and that additional signals are required to continue training progression.
We found that the in vitro improvement to oxidative capacity induced by 2HB was dependent upon expression of BCKDHA and SIRT4 (Fig.5). SIRT4 has been previously reported to produce greater expression and activation of BCAA degradation pathway members 23,24, along with C/EBPβ27, making this a logical signaling axis for 2HB response. Increased flux in the BCAA degradation pathway is reflected by a reduced proportion of BCKDHA phosphorylation31,33, which we observe in the soleus of 2HB-treated mice post-exercise (Fig.6). BCKDHA phosphorylation by BCKDH kinase is inhibited by BCKA. Thus, the reduced BCKDHA phosphorylation is consistent with the increase to BCKA observed in oxidative red gastrocnemius muscle (Fig.2, SFig.2). That we observe reduced levels of muscular BCHA despite the increase to BCKA levels, without an increase in release of BCKA to the serum, suggests an increase to the oxidative muscle capacity for BCKA oxidation (Fig.2).
Together, these data form a logical feedback loop where accumulation of 2HB provides negative feedback to reduce BCAA degradation at the stage of BCAT. Acutely, this would reduce competition for 2KB in the BCAA degradation pathway by slowing conversion of BCAA to keto acids. A sufficiently large acute dose of 2HB may limit mitochondrial fuel by inhibiting BCAT. This model is consistent with the observed rapid increase to NAD+/NADH ratio in MEFs and C2C12s treated with 2HB in culture (Fig.4). We show that this metabolic effect will lead to transcriptional feedback; an increase BCAA and 2KB oxidation capacity will in the long-term reduce the production of 2HB and BCHA, as observed in red gastrocnemius post-exercise in 2HB-treated mice (Fig.2, SFig.2). That we observe similar transcriptional regulation, changes to BCKDHA phosphorylation, and changes to oxidative metabolism phenotypes in vivo suggests that a similar mechanism is occurring in response to intraperitoneal injections of 2HB. In the case of exercise, the physiological accumulation of 2HB would occur during high metabolic demand when mitochondrial fuel supply may be sensitive to the 2HB despite a potentially lower concentration than the exogenous doses used in this study. This is supported by the lack of additive effect on mouse ΔVO2max when exogenous 2HB treatment was combined with exercise training (Fig.1).
Overall, this study presents an axis of cellular response to 2HB and presents a functional response to repeated 2HB treatment in the form of improved exercise performance and resistance to fatigue in oxidative murine skeletal muscle. Further work investigating cellular responses to accumulated 2HB are warranted as this metabolite accumulates in the circulation of individuals with infection and metabolic disorders10,12,34.
Materials & methods
Animals
Male C57/Bl6 mice were purchased from Janvier Labs and housed at Karolinska Institutet under specific pathogen-free conditions. All experiments and protocols were approved by the regional ethics committee of Northern Stockholm. Six-week-old mice were housed for two weeks prior to any experimental procedures to acclimate to the new housing. At experimental endpoint mice were terminated by carbon dioxide. Blood was collected via cardiac puncture and spun in tabletop centrifuge to remove coagulated components, yielding serum. Collected tissue was snap- frozen in liquid nitrogen.
Incremental exercise protocols
An enclosed chamber treadmill (Columbus Instruments) set at 10° incline was used for all exercise and respiration measurements. Eight-week-old mice were acclimated to the treadmill progressively over four days in a standardized protocol across all mice:
Day 1: mice are placed on stationary treadmill for 5 min. Starting at 6 m/min for 3 minutes, speed is increased 3 m/min every 3 minutes. Completed after 3 minutes at 12 m/min.
Day 2: mice are placed on stationary treadmill for 3 min. Starting at 6 m/min for 3 minutes, speed is increased 3 m/min every 3 minutes. Completed after 3 minutes at 15 m/min.
Day 3: mice are placed on stationary treadmill for 3 min. Starting at 9 m/min for 3 minutes, speed is increased 3 m/min every 3 minutes. Completed after 3 minutes at 18 m/min.
Day 4: mice are placed on stationary treadmill for 3 min. Starting at 9 m/min for 3 minutes, speed is increased 3 m/min every 3 minutes. Completed after 3 minutes at 21 m/min.
Acclimation was completed at least 48 hours prior to any incremental exercise tests concurrent with measurements of O2 and CO2 respiration. Incremental exercise tests began with a five-minute settling period, three minutes of measurement with the treadmill at rest, followed by an initial treadmill speed of 6 m/min, after which the speed was increased by 3 m/min every three minutes. Exercise and measurements of oxygen consumption continued until mouse exhaustion, defined as when the mouse refused to run after ten continuous seconds in contact with an electrical grid providing a 1.22 mAmp stimulus at a rate of 2 Hz. Figure 2 exercise held the treadmill at 18 m/min for 30 minutes instead of continuing until exhaustion. Oxygen and carbon dioxide was monitored using a carbon dioxide and paramagnetic oxygen sensor within an OxyMax system (Columbus Instruments). Measurements were collected every 15 seconds. Basal VO2 measured while the treadmill was at rest was used to calculate the change to VO2 (ΔVO2) throughout the exercise protocol. ΔVO2max was defined as the maximum increase to VO2 above baseline achieved during the incremental exercise protocol.
Cells
Mouse embryonic fibroblasts (MEFs) were originally derived as described previously35. C2C12 myoblasts were a gift from Dr. Jorge Ruas. Cells were cultured in Dulbecco’s modified eagle medium (DMEM) supplemented with 10% fetal bovine serum and penicillin/streptomycin. Cells were cultured with 5% CO2, humidity and temperature control, in a cell culture incubator in normoxia (21% O2, Sanyo).
Compounds and drugs
Cell culture media was supplemented as indicated with sodium salts of metabolites, including Na2-hydroxybutyrate and Na2-ketobutyrate and NaCl as a salinity control. Na2HB and NaCl were dissolved in sterile PBS and administered to mice at a concentration of 250 mM with a dosage of 1 mmol/kg. Aminooxyacetic acid (AOA; Sigma) was used as an inhibitor of aminotransferases, and the DOT1L inhibitor EPZ004777 (MedChemExpress).
Expression plasmids and transfections
MEF and C2C12 cells were transiently transfected using Lipofectamine 2000 (Thermo Fisher) with 20 ng per expression plasmid for 2 x 104 cells per well in a 96-well plate. Cells were treated with transfection mixes for 8-24 hours before further treatment. Knockdown experiments used dicer-substrate siRNA (IDT DNA) against BCKDHA, PCCA, or SIRT4, sequences in Supplementary Information. Knockdown was confirmed by RT-qPCR 24 hours after transfection.
In vitro oxygen consumption rate and extracellular acidification rate
Cellular oxygen consumption rate (OCR) was measured using a Seahorse Extracellular Flux Analyser XF96 (Agilent). MEFs or C2C12s were seeded with 2 x 104 cells per well on the day prior to assay. XF DMEM media (Agilent) was supplemented with 10 mM glucose, 2mM of L-glutamine, and 1 mM Na pyruvate as indicated. Cells were subjected to a “mitochondrial stress test” protocol, involving sequential injection of 2.5 uM oligomycin, 1 uM FCCP, and a combination of 1 uM antimycin A with 100 nM rotenone. Cells were also subjected to a standard “glycolysis stress test” protocol with quantification of the extracellular acidification rate (ECAR), involving sequential injection of 10 mM glucose, 2.5 μM oligomycin, and 50 mM 2-deoxyglucose. Listed concentrations are the final concentrations for each compound. All compounds added in seahorse assays were acquired from Sigma. For experiments acutely treating cells with metabolites within the seahorse instrument, OCR and ECAR values were normalised to baseline measures. For experiments investigating the effects of treatments prior to the assay, OCR and ECAR values were normalized to protein levels within each well quantified by BCA assay (Abcam) conducted after the Seahorse assay.
Western blotting
Total protein was isolated from cells or mouse tissue using RIPA buffer (Thermo Fisher), or lysates were enriched for histone proteins using Histone Extraction Kit (Abcam), or cytoplasmic and nuclear extracts were isolated using NE-PER Nuclear and Cytoplasmic Extraction Reagents (ThermoFisher), each according to manufacturer instructions. Tissues were homogenized using a glass dounce homogenizer (Active Motif) and kept on ice during homogenization. Proteins were separated in SDS-PAGE, transferred onto PVDF membrane, and probed with antibodies against C/EBPβ (Thermo Fisher, MA1-827), BCKDHA (Thermo Fisher, PA597248), BCAT2 (abcam, ab95976), DDK tag (Origene, TA50011-100), Histone 3 (abcam, ab12079), H3K4me3 (Cell Signaling Technologies, 62255), H3K9me2 (Cell Signaling Technologies, 4658), H3K27me3 (Cell Signaling Technologies, 9733), H3K79me3 (Cell Signaling Technologies, 4260), OXPHOS antibody cocktail (abcam, ab110413), or Poly/Mono ADP-ribose (Cell Signaling Technologies, 83732) and detected using infrared labelled secondary antibody and an ODYSSEY imaging system (LICOR).Antibody signal was normalized to total protein quantified by REVERT total protein stain (LICOR) or appropriate loading control. Western blot data were analyzed using Image Studio Lite software (Image Studio Lite).
RT-qPCR
Total RNA was extracted using Trizol (Thermo Fisher) according to manufacturer instructions. One microgram of RNA was reverse transcribed using iScript cDNA synthesis kit (BioRad) in a total volume of 20 uL. Real time RT-RT-qPCR was applied to quantify mRNA (7500 Fast Real-Time PCR system, Applied Biosciences Inc., or StepOnePlus Real-time PCR system, Thermo Fisher). Primers are listed in Supplementary Information. Reactions were performed in 96-well MicroAmp Optical plates in duplicate, using SsoAdvanced Universal SYBR Green supermix (BioRad). Gene expression was normalized to HPRT unless otherwise indicated.
Metabolomics analysis
Metabolomics data from Sato et al. and Rundqvist et al. was selected based on relevance to our hypotheses2,8. Data was scaled before correlation analysis and partial correlation coefficient calculated to quantify metabolite pair correlations. Correlation analysis was conducted using the MetScape correlation calculator36.
Metabolomics related to Figure 2 was performed by Metabolon. Peak area data was subjected to feature-wise normalization using standard scaling or log-transformation to optimize data column normality37. Normalization and scaling were conducted separately for serum, red gastrocnemius, and white gastrocnemius data. Exercise and sham treatments for metabolomics experiments occurred inside of sealed treadmills with respiration measurements taken throughout exercise. As treatment altered exercise performance, for some analyses metabolite data was adjusted based on multiple linear regression of respiration parameters. Metabolomics data analysis was conducted using custom python code. Statistical comparisons conducted using statsmodels python package38. Heatmaps produced using seaborn python package39 or Prism9 (GraphPad).
LDH, BCAT, KDM6A, Prolyl hydroxylase activity assays
Activity of LDH was assessed using of isolated bovine heart LDH (Sigma), isolated bovine muscle LDH (Sigma), or mouse tissue lysates as described previously40. Briefly, one unit of isolated LDH enzyme or 5 μg of tissue lysate was added to a solution of substrate with 2 mM NAD+ for oxidation reactions or substrate with 0.5 mM NADH for reduction reactions, in 20 mM Tris-HCl buffer pH 8.0. Activity of BCAT was assessed using recombinant human BCAT2 (rhBCAT2; R&D Systems)41. Briefly, the reaction catalyzed by BCAT2 transferring an amino group from leucine (Leu) to αKG, producing ketoisocaproate (KIC) and glutamate (Glu) respectively, is coupled to the NADH-consuming reaction catalyzed by leucine dehydrogenase from Bacillus cereus (LeuDH; Sigma), which converts KIC back to Leu. The reaction mixture consisted of 5 μM pyridoxal phosphate, 50 mM ammonium sulfate, 5 mM DTT, a range of αKG, 10 mM Leu, 0.5 mM NADH, and a range of Na2HB in 100 mM potassium phosphate buffer pH 7.4. One unit of LeuDH along with 100 ng of rhBCAT2 was added to the reaction mixture to initiate the reaction. Upon addition of enzyme, reaction plates were immediately transferred to a plate reader (Synergy Biotek) set at 37°C and absorbance at 340nm quantified every 30 seconds for ten minutes. The initial maximum rate of reaction following any present lag phase was abstracted as the reaction rate.
Activity assays for human KDM6A and the prolyl hydroxylases, HIFP4H1 and HIFP4H2, were conducted as described previously42–44.
Skeletal muscle ex vivo contractile function and fatigue
Skeletal muscle was prepared and assessed as described previously45. Briefly, the soleus and EDL muscle were excised under dissection microscope from the right hindlimb with proximal and distal tendons kept intact. Excess adipose tissue was manually cleaned from the muscles and tendons were tied with a braided silk thread and mounted in a 15 mL stimulation chamber between a force transducer and an adjustable holder (World Precision Instruments). Muscles were submerged in a Tyrode solution containing (in mmol/L): 121 NaCl, 5 KCl, 1.8 CaCl2, 0.1 EDTA, 0.5 MgCl2, 0.4 NaH2PO4, 5.5 glucose, and 24 NaHCO3. The force stimulation chamber was set to 31°C and gassed with 95% O2 5% CO2 for a pH of 7.4. Each mounted muscle was adjusted to the length at which the highest twitch force was recorded and then allowed to rest for 15 minutes. The force frequency relationship was determined through stimulations at the following frequencies: 1 (twitch), 10, 15, 20, 30, 50, 70, 100, and 120 Hz for soleus, and 1, 20, 30, 40, 50, 70, 100, 120, and 150 Hz for EDL. The stimuli were interspaced by one minute of rest. Upon completion, the muscle was allowed to rest for seven minutes before starting a fatigue protocol consisting of 100 stimulations (70 Hz, 600 msec train duration, 2 sec interval duration) for the soleus or 50 stimulation (100 Hz, 300 msec train duration, 2 sec interval duration) for the EDL. Muscle recovery was determined at 1, 2, 5, and 10 minutes after the final tetanic stimulation at the same stimulation frequency. Absolute force was expressed in millinewton (mN). Specific force (kN/m2) was calculated by dividing the absolute force by the muscle cross sectional area, the latter determined by dividing the muscle mass (with tendons removed) by muscle length and density, assuming a density of 1.06 g/cm3.
Statistical Analysis
Data was visualized and statistical analyses conducted in Prism 9 (GraphPad). Statistical tests and replicates are stated in figure legends.
Conflicts of interest
The authors declare no conflicts of interest.
Funding
This work was funded by the Knut and Alice Wallenberg Scholar Award, the Swedish Research Council (Vetenskapsrådet), and the Swedish Cancer Fund (Cancerfonden). BJW was funded by a Canadian Institutes of Health Research Postdoctoral Fellowship. RSJ was funded by the Principal Research Fellowship from the Wellcome Trust.
Supplemental Figure Legends
Wadsworth et al. A 2-Hydroxybutyrate- mediated feedback loop regulates muscular fatigue. Supplementary information. aPCR primer and siRNA sequences.
qPCR primer sequences:
Dicer Substrate siRNA sequences:
References
- 1.Integrative biology of exerciseCell 159:738–749https://doi.org/10.1016/j.cell.2014.10.029
- 2.Atlas of exercise metabolism reveals time-dependent signatures of metabolic homeostasisCell Metab :1–17https://doi.org/10.1016/j.cmet.2021.12.016
- 3.pH-Gated Succinate Secretion Regulates Muscle Remodeling in Response to ExerciseCell 183:62–75https://doi.org/10.1016/j.cell.2020.08.039
- 4.Lactate as a myokine and exerkine: drivers and signals of physiology and metabolismJournal of Applied Physiology (1985) https://doi.org/10.1152/japplphysiol.00497.2022
- 5.Hypoxanthine Induces Muscular ATP Depletion and Fatigue via UCP2Front Physiol 12https://doi.org/10.3389/fphys.2021.647743
- 6.Metabolic time-course response after resistance exercise: A metabolomics approachJ Sports Sci 35:1211–1218https://doi.org/10.1080/02640414.2016.1218035
- 7.Plasma Metabolome Profiling of Resistance Exercise and Endurance Exercise in HumansCell Rep 33https://doi.org/10.1016/j.celrep.2020.108554
- 8.Cytotoxic t-cells mediate exercise- induced reductions in tumor growthElife 9:1–25https://doi.org/10.7554/eLife.59996
- 9.Molecular Choreography of Acute ExerciseCell 181:1112–1130https://doi.org/10.1016/j.cell.2020.04.043
- 10.SARS-CoV-2 Infection Dysregulates the Metabolomic and Lipidomic Profiles of SerumiScience 23https://doi.org/10.1016/j.isci.2020.101645
- 11.A Metabolic Signature of Mitochondrial Dysfunction Revealed through a Monogenic Form of Leigh SyndromeCell Rep 13:981–989https://doi.org/10.1016/j.celrep.2015.09.054
- 12.Α-Hydroxybutyrate Is an Early Biomarker of Insulin Resistance and Glucose Intolerance in a Nondiabetic PopulationPLoS One 5https://doi.org/10.1371/journal.pone.0010883
- 13.Circulating markers of NADH-reductive stress correlate with mitochondrial disease severityJournal of Clinical Investigation 131https://doi.org/10.1172/JCI136055
- 14.). Purification and characterization of branched chain a-keto acid dehydrogenase complex of bovine kidney (multienzyme complex/subunit composition/structural organization)
- 15.Branched-chain Amino Acids: Catabolism in Skeletal Muscle and Implications for Muscle and Whole-body MetabolismFront Physiol 12https://doi.org/10.3389/fphys.2021.702826
- 16.Hypoxia Induces Production of L-2- HydroxyglutarateCell Metab 22:304–311https://doi.org/10.1016/j.cmet.2015.06.023
- 17.S-2-hydroxyglutarate regulates CD8+ T-lymphocyte fateNature 540:236–241https://doi.org/10.1038/nature20165
- 18.The S enantiomer of 2-hydroxyglutarate increases central memory CD8 populations and improves CAR-T therapy outcomeBlood Adv 4:4483–4493https://doi.org/10.1182/BLOODADVANCES.2020002309
- 19.Transaminase Inhibition by 2- Hydroxyglutarate Impairs Glutamate Biosynthesis and Redox Homeostasis in GliomaCell 175:101–116https://doi.org/10.1016/j.cell.2018.08.038
- 20.Supporting Aspartate Biosynthesis Is an Essential Function of Respiration in Proliferating CellsCell 162:552–563https://doi.org/10.1016/j.cell.2015.07.017
- 21.α-ketobutyrate links alterations in cystine metabolism to glucose oxidation in mtDNA mutant cellsMetab Eng 60:157–167https://doi.org/10.1016/j.ymben.2020.03.010
- 22.Hyperpolarized [13C]ketobutyrate, a molecular analog of pyruvate with modified specificity for LDH isoformsMagn Reson Med 75:1894–1900https://doi.org/10.1002/mrm.25716
- 23.SIRT4 Is a Lysine Deacylase that Controls Leucine Metabolism and Insulin SecretionCell Metab 25:838–855https://doi.org/10.1016/j.cmet.2017.03.003
- 24.SIRT4 is an early regulator of branched-chain amino acid catabolism that promotes adipogenesisCell Rep 36https://doi.org/10.1016/j.celrep.2021.109345
- 25.The roles of mitochondrial SIRT4 in cellular metabolismFront Endocrinol (Lausanne 10:1–8https://doi.org/10.3389/fendo.2018.00783
- 26.Mitochondrial NAD+ Controls Nuclear ARTD1- Induced ADP-RibosylationMol Cell 81:340–354https://doi.org/10.1016/j.molcel.2020.12.034
- 27.Metabolic regulation of transcription through compartmentalized NAD+ biosynthesisScience (1979) 360https://doi.org/10.1126/science.aan5780
- 28.Nuclear lactate dehydrogenase A senses ROS to produce α-hydroxybutyrate for HPV-induced cervical tumor growthNat Commun 9https://doi.org/10.1038/s41467-018-06841-7
- 29.Quantitative Analysis of the Whole-Body Metabolic Fate of Branched-Chain Amino AcidsCell Metab 29:417–429https://doi.org/10.1016/j.cmet.2018.10.013
- 30.Characterization of α-ketobutyrate metabolism in rat tissues: Effects of dietary protein and fastingJournal of Nutrition 114:701–710https://doi.org/10.1093/jn/114.4.701
- 31.The BCKDH Kinase and Phosphatase Integrate BCAA and Lipid Metabolism via Regulation of ATP-Citrate LyaseCell Metab 27:1281–1293https://doi.org/10.1016/j.cmet.2018.04.015
- 32.Exercise inducible lactate dehydrogenase B regulates mitochondrial function in skeletal muscleJournal of Biological Chemistry 291:25306–25318https://doi.org/10.1074/jbc.M116.749424
- 33.Regulation of branched-chain α-ketoacid dehydrogenase kinaseArch Biochem Biophys 231:48–57https://doi.org/10.1016/0003-9861(84)90361-8
- 34.α- Hydroxybutyric acid is a selective metabolite biomarker of impaired glucose toleranceDiabetes Care 39:988–995https://doi.org/10.2337/dc15-2752
- 35.The Factor Inhibiting HIF Asparaginyl Hydroxylase Regulates Oxidative Metabolism and Accelerates Metabolic Adaptation to HypoxiaCell Metab 27:898–913https://doi.org/10.1016/j.cmet.2018.02.020
- 36.Metscape 2 bioinformatics tool for the analysis and visualization of metabolomics and gene expression dataBioinformatics 28:373–380https://doi.org/10.1093/bioinformatics/btr661
- 37.Scikit-learn: Machine Learning in {P}ythonJournal of Machine Learning Research 12:2825–2830
- 38.statsmodels: Econometric and statistical modeling with python. 9th Python in Science Conference
- 39.seaborn: statistical data visualizationJ Open Source Softw 6
- 40.Kinetic characterization of lactate dehydrogenase in normal and malignant human breast tissuesCancer Cell Int 15:1–9https://doi.org/10.1186/s12935-015-0171-7
- 41.A continuous 96-well plate spectrophotometric assay for branched-chain amino acid aminotransferasesAnal Biochem 308:100–105https://doi.org/10.1016/S0003-2697(02)00243-9
- 42.Histone demethylase KDM6A directly senses oxygen to control chromatin and cell fateScience (1979) 363:1217–1222https://doi.org/10.1126/science.aaw1026
- 43.Characterization of the human prolyl 4-hydroxylases that modify the hypoxia-inducible factorJournal of Biological Chemistry 278:30772–30780https://doi.org/10.1074/jbc.M304982200
- 44.Glutarate regulates T cell function and metabolismNat Metab in press
- 45.Docetaxel does not impair skeletal muscle force production in a murine model of cancer chemotherapyPhysiol Rep 5:1–9https://doi.org/10.14814/phy2.13261
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