Mathematical model of carbohydrate energy metabolism. Interaction between glycolysis, the Krebs cycle and the H-transporting shuttles at varying ATPase load

A simple mathematical model for carbohydrate energy metabolism based on the stoichiometic structure of glycolysis, the Krebs cycle and oxidative phosphorylation is proposed. The only allosteric regulation involved in the model is phosphofructokinase activation by AMP. Simple as it is, the model can explain the following properties of carbohydrate metabolism: a drastic rise of the rate of glucose consumption during transition to a higher level of ATPase load; stabilization of ATP and an increase of the steady state rates of glycolysis and oxidation of cytoplasmic NADH by the H-transporting shuttles and of pyruvate in the Krebs cycle with increasing rate of the ATPase load; activation of glycolysis and a decrease of the rate of oxidative phosphorylation following an inhibition of the H-transporting shuttles. The mechanisms of the coordinated changes in the steady state rates of glycolysis, the H-transporting shuttles and the Krebs cycle at varying ATPase load in the cell are discussed.     

A note on the linear relation between lactate redox potential and the hydrogen shuttle flux

The empirically established linear response of H shuttle flux to lactate/pyruvate redox potential, in hepatocytes incubated with lactate, indicates that this potential must be an input to a linear metabolic network. The rise of potential divided by the flux per gram wet weight is the redox resistance. Now the shuttle flux is coupled to the Krebs flux by the mitochondrial malate dehydrogenase enzyme which they share. A linear non-equilibrium thermodynamic analysis is made to show that the redox resistance to the lactate redox potential input must have three components, arising from (i) the H shuttle cycle, (ii) the Krebs cycle and betaoxidation and (iii) the malate dehydrogenase. Predictions and projected experiments to determine the individual components are discussed.     

Metabolism of [3-13C]pyruvate in TCA cycle mutants of yeast.

The utilization of pyruvate and acetate by Saccharomyces cerevisiae was examined using 13C and 1H NMR methodology in intact wild-type yeast cells and mutant yeast cells lacking Krebs tricarboxylic acid (TCA) cycle enzymes. These mutant cells lacked either mitochondrial (NAD) isocitrate dehydrogenase (NAD-ICDH1),alpha-ketoglutarate dehydrogenase complex (alpha KGDC), or mitochondrial malate dehydrogenase (MDH1). These mutant strains have the common phenotype of being unable to grow on acetate. [3-13C]-Pyruvate was utilized efficiently by wild-type yeast with the major intermediates being [13C]glutamate, [13C]acetate, and [13C]alanine. Deletion of any one of these Krebs TCA cycle enzymes changed the metabolic pattern such that the major synthetic product was [13C]galactose instead of [13C]glutamate, with some formation of [13C]acetate and [13C]alanine. The fact that glutamate formation did not occur readily in these mutants despite the metabolic capacity to synthesize glutamate from pyruvate is difficult to explain. We discuss the possibility that these data support the metabolon hypothesis of Krebs TCA cycle enzyme organization.     

Role of the malate-aspartate shuttle on the metabolic response to myocardial ischemia

The malate-aspartate (M-A) shuttle provides an important mechanism to regulate glycolysis and lactate metabolism in the heart by transferring reducing equivalents from cytosol into mitochondria. However, experimental characterization of the M-A shuttle has been incomplete because of limitations in quantifying cytosolic and mitochondrial metabolites. In this study, we developed a multi-compartment model of cardiac metabolism with detailed presentation of the M-A shuttle to quantitatively predict non-observable fluxes and metabolite concentrations under normal and ischemic conditions in vivo. Model simulations predicted that the M-A shuttle is functionally localized to a subdomain that spans the mitochondrial and cytosolic spaces. With the onset of ischemia, the M-A shuttle flux rapidly decreased to a new steady state in proportion to the reduction in blood flow. Simulation results suggest that the reduced M-A shuttle flux during ischemia was not due to changes in shuttle-associated enzymes and transporters. However, there was a redistribution of shuttle-associated metabolites in both cytosol and mitochondria. Therefore, the dramatic acceleration in glycolysis and the switch to lactate production that occur immediately after the onset of ischemia is mediated by reduced M-A shuttle flux through metabolite redistribution of shuttle associated species across the mitochondrial membrane.     

Methionine supplementation stimulates mitochondrial respiration

Mitochondria play essential metabolic functions in eukaryotes. Although their major role is the generation of energy in the form of ATP, they are also involved in maintenance of cellular redox state, conversion and biosynthesis of metabolites and signal transduction. Most mitochondrial functions are conserved in eukaryotic systems and mitochondrial dysfunctions trigger several human diseases.By using multi-omics approach, we investigate the effect of methionine supplementation on yeast cellular metabolism, considering its role in the regulation of key cellular processes. Methionine supplementation induces an up-regulation of proteins related to mitochondrial functions such as TCA cycle, electron transport chain and respiration, combined with an enhancement of mitochondrial pyruvate uptake and TCA cycle activity. This metabolic signature is more noticeable in cells lacking Snf1/AMPK, the conserved signalling regulator of energy homeostasis. Remarkably, snf1Δ cells strongly depend on mitochondrial respiration and suppression of pyruvate transport is detrimental for this mutant in methionine condition, indicating that respiration mostly relies on pyruvate flux into mitochondrial pathways.These data provide new insights into the regulation of mitochondrial metabolism and extends our understanding on the role of methionine in regulating energy signalling pathways.     

In vivo respiratory metabolism of illuminated leaves

Day respiration of illuminated C(3) leaves is not well understood and particularly, the metabolic origin of the day respiratory CO(2) production is poorly known. This issue was addressed in leaves of French bean (Phaseolus vulgaris) using (12)C/(13)C stable isotope techniques on illuminated leaves fed with (13)C-enriched glucose or pyruvate. The (13)CO(2) production in light was measured using the deviation of the photosynthetic carbon isotope discrimination induced by the decarboxylation of the (13)C-enriched compounds. Using different positional (13)C-enrichments, it is shown that the Krebs cycle is reduced by 95% in the light and that the pyruvate dehydrogenase reaction is much less reduced, by 27% or less. Glucose molecules are scarcely metabolized to liberate CO(2) in the light, simply suggesting that they can rarely enter glycolysis. Nuclear magnetic resonance analysis confirmed this view; when leaves are fed with (13)C-glucose, leaf sucrose and glucose represent nearly 90% of the leaf (13)C content, demonstrating that glucose is mainly directed to sucrose synthesis. Taken together, these data indicate that several metabolic down-regulations (glycolysis, Krebs cycle) accompany the light/dark transition and emphasize the decrease of the Krebs cycle decarboxylations as a metabolic basis of the light-dependent inhibition of mitochondrial respiration.     

Mitochondrial metabolism sets the maximal limit of fuel-stimulated insulin secretion in a model pancreatic beta cell: a survey of four fuel secretagogues

The precise metabolic steps that couple glucose catabolism to insulin secretion in the pancreatic beta cell are incompletely understood. ATP generated from glycolytic metabolism in the cytosol, from mitochondrial metabolism, and/or from the hydrogen shuttles operating between cytosolic and mitochondrial compartments has been implicated as an important coupling factor. To identify the importance of each of these metabolic pathways, we have compared the fates of four fuel secretagogues (glucose, pyruvate, dihydroxyacetone, and glycerol) in the INS1-E beta cell line. Two of these fuels, dihydroxyacetone and glycerol, are normally ineffective as secretagogues but are enabled by adenovirus-mediated expression of glycerol kinase. Comparison of these two particular fuels allows the effect of redox state on insulin secretion to be evaluated since the phosphorylated products dihydroxyacetone phosphate and glycerol phosphate lie on opposite sides of the NADH-consuming glycerophosphate dehydrogenase reaction. Based upon measurements of glycolytic metabolites, mitochondrial oxidation, mitochondrial matrix calcium, and mitochondrial membrane potential, we find that insulin secretion most tightly correlates with mitochondrial metabolism for each of the four fuels. In the case of glucose stimulation, the high control strength of glucose phosphorylation sets the pace of glucose metabolism and thus the rate of insulin secretion. However, bypassing this reaction with pyruvate, dihydroxyacetone, or glycerol uncovers constraints imposed by mitochondrial metabolism, each of which attains a similar maximal limit of insulin secretion. More specifically, we found that the hyperpolarization of the mitochondrial membrane, related to the proton export from the mitochondrial matrix, correlates well with insulin secretion. Based on these findings, we propose that fuel-stimulated secretion is in fact limited by the inherent thermodynamic constraints of proton gradient formation.     

Stoichiometry and compartmentation of NADH metabolism in Saccharomyces cerevisiae

In Saccharomyces cerevisiae, reduction of NAD(+) to NADH occurs in dissimilatory as well as in assimilatory reactions. This review discusses mechanisms for reoxidation of NADH in this yeast, with special emphasis on the metabolic compartmentation that occurs as a consequence of the impermeability of the mitochondrial inner membrane for NADH and NAD(+). At least five mechanisms of NADH reoxidation exist in S. cerevisiae. These are: (1) alcoholic fermentation; (2) glycerol production; (3) respiration of cytosolic NADH via external mitochondrial NADH dehydrogenases; (4) respiration of cytosolic NADH via the glycerol-3-phosphate shuttle; and (5) oxidation of intramitochondrial NADH via a mitochondrial 'internal' NADH dehydrogenase. Furthermore, in vivo evidence indicates that NADH redox equivalents can be shuttled across the mitochondrial inner membrane by an ethanol-acetaldehyde shuttle. Several other redox-shuttle mechanisms might occur in S. cerevisiae, including a malate-oxaloacetate shuttle, a malate-aspartate shuttle and a malate-pyruvate shuttle. Although key enzymes and transporters for these shuttles are present, there is as yet no consistent evidence for their in vivo activity. Activity of several other shuttles, including the malate-citrate and fatty acid shuttles, can be ruled out based on the absence of key enzymes or transporters. Quantitative physiological analysis of defined mutants has been important in identifying several parallel pathways for reoxidation of cytosolic and intramitochondrial NADH. The major challenge that lies ahead is to elucidate the physiological function of parallel pathways for NADH oxidation in wild-type cells, both under steady-state and transient-state conditions. This requires the development of techniques for accurate measurement of intracellular metabolite concentrations in separate metabolic compartments.     

Malate-citrate cycle during glycolysis and glutaminolysis in Ehrlich ascites tumor cells

The malate-citrate cycle was studied during aerobic glycolysis and glutaminolysis in a strain of Ehrlich ascites tumor cells which showed a very low malate-aspartate shuttle system activity. The experimental approach includes: estimation of mitochondrial NAD[P]+-dependent malic enzyme activity; respiratory activity of freshly harvested or fasted cells, and of isolated mitochondria; and determination of the metabolites involved in the glycolytic and glutaminolytic pathways. The results suggest that in this strain, the malate-citrate shuttle is not an effective pathway for transferring glycolytic reducing equivalents from cytosol to mitochondria. Less than 15% of the glucose uptake was affected by the 1,2,3-benzenetricarboxylate inhibition of the malate-citrate shuttle. Moreover, in the presence of glucose, the malate-citrate cycle did not appear to play an important role in the glutaminolytic process. The present work supports and extends the finding of previous studies, since the results showed that the glucose metabolism depressed the oxidative processes in Ehrlich ascites tumor mitochondria, not only alone, but also in the presence of glutamine. Interestingly, the high glutamine uptake was maintained in the presence of glucose.     

Characterization of shuttle mechanisms for the transport of reducing equivalents into mitochondria

The malate-aspartate, fatty acid, and α-glycerophosphate shuttles for the transport of reducing equivalents into mitochondria were reconstituted, using isolated hepatic mitochondria and the extramitochondrial components of the shuttles. Clofibrate and thyroxin increased, while propylthiouracil treatment decreased, the activity of mitochondrial α-glycerophosphate dehydrogenase. Despite these changes, the activity of the reconstituted α-glycerophosphate shuttle was similar in mitochondria from control rats and those from rats treated with clofibrate and propylthiouracil. There was an increase in the activity of the shuttle using mitochondria from thyroxin-treated rats. Rotenone caused 60–90% inhibition of this shuttle, suggesting that rotenone-sensitive NADH dehydrogenase participates in the pathway of oxidation of extramitochondrial hydrogen. Palmitate, oleate, and octanoate were equally effective in reconstituting a cyclic fatty acid shuttle. The shuttle was inhibited by various compounds affecting mitochondrial metabolism, including oligomycin, dinitrophenol, cyanide, rotenone, atractyloside, and α-bromopalmitate. Carnitine and several dicarboxylic and tricarboxylic acids which stimulate fatty acid elongation, augmented fatty acid shuttle activity. The malate-aspartate shuttle was inhibited by cycloserine, amino-oxyacetic acid, and hydrazine, and stimulated by pyridoxal phosphate, at the same concentrations which affected the activities of cytoplasmic and mitochondrial glutamic oxalacetic transaminase. This shuttle was inhibited by uncouplers, antimycin, azide, cyanide, rotenone, amobarbital, oligomycin, and several inhibitors of anion transport including iodobenzylmalonate and avenaciolide. The reconstituted shuttle is sufficiently active to provide about 70–80% of the oxalacetate required for maximal rates of gluconeogenesis. Extrapolations based on the rates of mitochondrial oxidation of acetaldehyde and the activity of the microsomal ethanol oxidizing system suggest that any one of the shuttles could account for the rate of ethanol metabolism in vitro by the alcohol dehydrogenase pathway.     

On the Function of Mitochondrial Metabolism during Photosynthesis in Spinach (Spinacia oleracea L.) Leaves (Partitioning between Respiration and Export of Redox Equivalents and Precursors for Nitrate Assimilation Products)

The functioning of isolated spinach (Spinacia oleracea L.) leaf mitochondria has been studied in the presence of metabolite concentrations similar to those that occur in the cytosol in vivo. From measurements of the concentration dependence of the oxidation of the main substrates, glycine and malate, we have concluded that the state 3 oxidation rate of these substrates in vivo is less than half of the maximal rates due to substrate limitation. Analogously, we conclude that under steady-state conditions of photosynthesis, the oxidation of cytosolic NADH by the mitochondria does not contribute to mitochondrial respiration. Measurements of mitochondrial respiration with glycine and malate as substrates and in the presence of a defined malate:oxaloacetate ratio indicated that about 25% of the NADH formed in vivo during the oxidation of these metabolites inside the mitochondria is oxidized by a malate-oxaloacetate shuttle to serve extramitochondrial processes, e.g. reduction of nitrate in the cytosol or of hydroxypyruvate in the peroxisomes. The analysis of the products of the oxidation of malate indicates that in the steady state of photosynthesis the activity of the tricarboxylic acid cycle is very low. Therefore, we have concluded that the mitochondrial oxidation of malate in illuminated leaves produces mainly citrate, which is converted via cytosolic aconitase and NADP-isocitrate dehydrogenase to yield 2-oxoglutarate as the precursor for the formation of glutamate and glutamine, which are the main products of photosynthetic nitrate assimilation.     

Metabolic remodeling: a pyruvate transport affair

Metabolic remodeling is a major determinant for many cell fate decisions, and a switch from respiration to aerobic glycolysis is generally considered as a hallmark of cancer cell transformation. Pyruvate is a key metabolite at the major junction of carbohydrate metabolism between cytosolic glycolysis and the mitochondrial Krebs cycle. In this issue of The EMBO Journal, Bender et al show that yeast cells regulate pyruvate uptake into mitochondria, and thus its metabolic fate, by expressing alternative pyruvate carrier complexes with different activities.     

Enhanced rate of citrate export from cholesterol-rich hepatoma mitochondria. The truncated Krebs cycle and other metabolic ramifications of mitochondrial membrane cholesterol

Mitochondria isolated from rapidly growing, poorly differentiated Morris hepatoma 3924A have been found to export the citrate they generate from pyruvate, at a rate greater than four times that of control liver preparations. These 3924A mitochondria fail to exhibit state 3 respiration when either pyruvate or citrate are supplied as respiratory fuels. Nevertheless, substrates that join the Krebs cycle beyond citrate (viz. isocitrate, glutamate, alpha-ketoglutarate, and succinate) are readily oxidized by tumor 3924A mitochondria. Blocking the tricarboxylate anion exchange carrier with the citrate transport inhibitor 1,2,3-benzenetricarboxylate restores the ability of tumor 3924A mitochondria to respire with pyruvate or citrate. Slowly growing, minimally deviated Morris hepatoma 16 possesses mitochondria that do not display discernably altered respiratory patterns with pyruvate or citrate, but they do exhibit a 30% increase in the rate of citrate export relative to control liver preparations. Paralleling the preferential citrate export from tumor mitochondria is a dramatic enrichment of the tumor mitochondrial membranes with cholesterol. Hepatoma 3924A mitochondria possess a more than 5-fold enrichment in cholesterol, and those from tumor 16 display a 2-fold enrichment. When normal mitochondria, isolated from ACI strain rat liver, were enriched with cholesterol in vitro via a solid-state molecule transfer method employing Sephadex G-10 beads coated with cholesterol, they exhibited altered patterns of Krebs cycle metabolism that were qualitatively identical to those obtained with isolated Morris hepatoma mitochondria (which become enriched in membrane cholesterol endogenously during tumorigenesis). The enrichment of mitochondrial membranes with cholesterol, either by experimental manipulation in vitro or during the proliferation of the tumor in the host animal, promotes these metabolic changes directly, apparently by effecting a functional alteration in the operation of the tricarboxylate (citrate) exchange carrier of the inner mitochondrial membrane. These results highlight two related but incompletely understood phenomena as follows: 1) a functionally truncated Krebs cycle in cholesterol-rich tumor mitochondria, and 2) a mechanism for providing higher cytoplasmic levels of precursor metabolite intermediates which help sustain deregulated cholesterogenesis in hepatomas and other malignant neoplasms.     

Mathematical model for carbohydrate energy metabolism. Mechanism of the Pasteur effect

The simple mathematical model based on the stoichiometric structure of carbohydrate metabolism and the only allosteric regulation presented, i. e. activation of phosphofructokinase by AMP, was used to study the mechanism of the Pasteur effect, e. g. interrelationship of glycolysis, the Krebs cycle and H-transporting shuttles at varying rates of oxidative phosphorylation and ATPase load. It was shown that the mechanism of the Pasteur effect is based on the presence of two negative feed-back mechanisms in carbohydrate metabolism, namely by the level of ATP in glycolysis and by the level of mitochondrial NADH in the Krebs cycle and H-transporting shuttles. It was also shown that the value and sign of the Pasteur effect depend on the level of ATPase load. The role of this phenomenon in stabilization of ATP in the cell is discussed. The effects of changes in the allosteric properties of phosphofructokinase and low activity of H-transporting shuttles on the Pasteur effect was studied. It was shown that the low values of the pasteur effect in tumour tissues are mainly determined by an insufficient activity of oxidative phosphorylation.     

13C nuclear magnetic resonance studies of the biosynthesis by Microbacterium ammoniaphilum of L-glutamate selectively enriched with carbon-13

13C NMR of isotopically enriched metabolites has been used to study the metabolism of Microbacterium ammoniaphilum, a bacterium which excretes large quantities of L-glutamic acid into the medium. Biosynthesis from 90% [1-13C]glucose results in relatively high specificity of the label, with [2,4-13C2]glutamate as the major product. The predominant biosynthetic pathway for synthesis of glutamate from glucose was determined to be the Embden Meyerhof glycolytic pathway followed by P-enolpyruvate carboxylase and the first third of the Krebs cycle. Different metabolic pathways are associated with different correlations in the enrichment of the carbons, reflected in the spectrum as different 13C-13C scalar multiplet intensities. Hence, intensity and 13C-13C multiplet analysis allows quantitation of the pathways involved. Although blockage of the Krebs cycle at the alpha-ketoglutarate dehydrogenase step is the basis for the accumulation of glutamate, significant Krebs cycle activity was found in glucose grown cells, and extensive Krebs cycle activity in cells metabolizing [1-13C]acetate. In addition to the observation of the expected metabolites, the disaccharide alpha, alpha-trehalose and alpha, beta-glucosylamine were identified from the 13C NMR spectra.     

Shifts in the carbohydrate,polyol, and amino acid pools during rapid cold-hardening and diapause-associated cold-hardening in flesh flies (<Emphasis Type="Italic">Sarcophaga crassipalpis</Emphasis>): a metabolomic comparison

Flesh flies can enhance their cold hardiness by entering a photoperiod-induced pupal diapause or by a temperature-induced rapid cold-hardening process. To determine whether the same or different metabolites are involved in these two responses, derivatized polar extracts from flesh flies subjected to these treatments were examined using gas chromatography–mass spectrophotometry (GC–MS). This metabolomic approach demonstrated that levels of metabolites involved in glycolysis (glycerol, glucose, alanine, pyruvate) were elevated by both treatments. Metabolites elevated uniquely in response to rapid cold-hardening include glutamine, cystathionine, sorbitol, and urea while levels of β-alanine, ornithine, trehalose, and mannose levels were reduced. Rapid cold-hardening also uniquely perturbed the urea cycle. In addition to the elevated metabolites shared with rapid cold-hardening, leucine concentrations were uniquely elevated during diapause while levels of a number of other amino acids were reduced. Pools of two aerobic metabolic intermediates, fumarate and citrate, were reduced during diapause, indicating a reduction of Krebs cycle activity. Principal component analysis demonstrated that rapid cold-hardening and diapause are metabolically distinct from their untreated, non-diapausing counterparts. We discuss the possible contribution of each altered metabolite in enhancing the overall cold hardiness of the organism, as well as the efficacy of GC–MS metabolomics for investigating insect physiological systems.     

Glycolytic and tricarboxylic acid cycle intermediates in dog livers during endotoxic shock

The effects of endotoxin administration on glycolytic and tricarboxylic acid cycle intermediates in dog livers were studied. Changes in metabolite concentrations were expressed graphically as percentages of controls using "crossover" plots in order to identify transitory rate-controlling steps. The results show that endotoxin administration increased glycolytic flux through pyruvate kinase, inhibited gluconeogenic flux through phosphoenolpyruvate carboxykinase, decreased glycogen storage, shifted cytosolic and mitochondrial redox state from a relatively oxidized to a more reduced state, decreased the extra- and intramitochondrial malate-aspartate and glutamate-alpha-ketoglutarate shuttle activities, depleted ATP, ADP, and NADP concentrations, and decreased energy charge. Based on these data, it is concluded that pyruvate kinase plays the major role in the control of glycolysis, while phosphoenolpyruvate carboxykinase is the major controlling step for the regulation of gluconeogenesis in dog livers during endotoxic shock. In addition, the major factor in the regulation of metabolic pathways that produce and utilize high-energy phosphates in the livers was impaired in endotoxic shock.     

Ketogenesis in the living rat followed by 13C-NMR spectroscopy. Infusion of [1,3-13C]octanoate

13C-NMR spectroscopy was used as a noninvasive approach to study the metabolism of [1,3-13C]octanoate in rat liver. Using a properly adjusted surface coil a liver selection of better than 90% was achieved in the intact animal without abdominal surgery. After infusion of [1,3-13C]octanoate via the jugular vein different patterns of metabolites were observed depending on the physiological state of the rat. In the fasted animal, the major metabolites were those of the Krebs cycle while in the diabetic animal ketogenic end products were predominant. As a fatty acid of medium chain length octanoate is imported into the inner mitochondrial space without control by the carnitine acyl transferase system. Hence, the metabolic differences observed between diabetic and fasted rats result from an intramitochondrial control mechanism. The in vivo 13C-NMR results therefore support previous biochemical in vitro studies which concluded that a major control of ketone body production occurs in the inner mitochondrial space, presumably via the redox potential of the liver. As an unexpected result, 13C-NMR provides evidence for the transitory esterification of the infused 13C-labeled octanoic acid. The corresponding 13C-NMR chemical shifts are typical for glycerides.     

A kinetic core model of the glucose-stimulated insulin secretion network of pancreatic β cells

The construction and characterization of a core kinetic model of the glucose-stimulated insulin secretion system (GSIS) in pancreatic β cells is described. The model consists of 44 enzymatic reactions, 59 metabolic state variables, and 272 parameters. It integrates five subsystems: glycolysis, the TCA cycle, the respiratory chain, NADH shuttles, and the pyruvate cycle. It also takes into account compartmentalization of the reactions in the cytoplasm and mitochondrial matrix. The model shows expected behavior in its outputs, including the response of ATP production to starting glucose concentration and the induction of oscillations of metabolite concentrations in the glycolytic pathway and in ATP and ADP concentrations. Identification of choke points and parameter sensitivity analysis indicate that the glycolytic pathway, and to a lesser extent the TCA cycle, are critical to the proper behavior of the system, while parameters in other components such as the respiratory chain are less critical. Notably, however, sensitivity analysis identifies the first reactions of nonglycolytic pathways as being important for the behavior of the system. The model is robust to deletion of malic enzyme activity, which is absent in mouse pancreatic β cells. The model represents a step toward the construction of a model with species-specific parameters that can be used to understand mouse models of diabetes and the relationship of these mouse models to the human disease state. Electronic supplementary material The online version of this article (doi:) contains supplementary material, which is available to authorized users.