Chemostat cultivation for the study of metabolic fluxes.
The advantage of steady-state analysis of chemostat cultures is obvious; fluxes can be varied at will via the dilution rate, and, contrary to batch cultures, in steady-state cultures, all metabolic fluxes are constant in time. A prerequisite for chemostat cultivation is to define the nature of growth limitation, as this is decisive for the physiology of the microorganism. The results shown in
Fig. 1 prove that cultures were cellobiose limited since the fluxes were independent of the inflowing cellobiose concentration and the residual concentration was below the detection limit. Establishing nondetectable concentrations of the intended growth-limiting substrate is not sufficient, as dual limitation for two nutrients may occur (
26,
27). This was also observed in our experiments with nitrogen-limited cultures in which dual limitation for cellobiose and urea was observed at a C/N ratio of 12.6 (
Fig. 3A;
Table 1). Explicit proof of the nature of the growth-limiting substrate is important but not always included in papers involving chemostat cultivation.
In studies on the bioenergetics of an organism, a closed carbon balance is required. In this study, the carbon recoveries were too low for a reliable calculation of the ATP requirements for biomass synthesis (
Table 1). The nature of the missing carbon is unknown. Furthermore, considerable amounts of protein and amino acids were present in the cultures (
Tables 1 and
2; Tables S3, S4, S5, and S6 in the supplemental material), which makes calculations of Y
ATP a complicated enterprise.
Conversion of PEP to pyruvate.
In
C. thermocellum the conversion of glucose-6-phosphate to pyruvate is fully reversible (
28) due to the presence of PP
i-PFK and PPDK (
Table 1). The malate shunt (
Fig. 2) is thought to be operational as a biosynthetic route for the supply of NADPH via malic enzyme (ME), which is activated by NH
4+ (
29,
30) and strongly inhibited by PP
i (
Ki of 0.036 mM) (
30). Lamed and Zeikus (
29) reported a half-maximum value for activation of ME for NH
4+ of 0.7 to 0.8 mM for the purified enzyme. This fits with the data of Taillefer et al. (
30) for the purified ME from which we calculated an absorption rate constant (
Ka) of 0.7 mM based on a Lineweaver-Burk plot. PPDK of
C. thermocellum is also activated by NH
4+ (Fig. S2). This explains why, in an earlier study (
12), we were unable to detect the enzyme. Using cell extracts, we estimated, in this study, a
Ka of 3.8 mM for PPDK, a 5-fold lower affinity for NH
4+ than ME. Therefore, the intracellular concentrations of NH
4+ and PP
i are decisive for the division of the flux between the malate shunt and PPDK in
C. thermocellum (
Fig. 2). Whereas PPDK is reversible, the malate shunt is not because the malate dehydrogenase reaction strongly favors reduction of oxaloacetate to malate.
13C-dynamic labeling studies have shown that, in batch cultures of
C. thermocellum, two-thirds of the flux from PEP to pyruvate proceeds via PPDK (
24).
The importance of a malate shunt for other cellulolytic bacteria is presently not known. In
T. saccharolyticum a traditional Embden-Meyerhof pathway is present with an ATP-dependent phosphofructokinase and pyruvate kinase (
Table 3). Although PPDK is not essential in
T. saccharolyticum (
19), its activity was quite high under cellobiose limitation (
Table 3). Whether the enzyme contributes to pyruvate formation is not known at present.
In vivo energetics of the PPDK reaction.
In the literature, much confusion exists about the impact of a pyrophosphate-dependent glycolysis on the bioenergetics of growth (glucose + 3 PP
i + 5 ADP → 2 pyruvate + 5 ATP + P
i). In many articles, it is assumed that the pyrophosphate in this equation originates from biosynthetic reactions, and no attention is paid to quantitative aspects of the PP
i fluxes in the metabolic network. As pointed out previously (
12) and shown in
Fig. 4, biosynthesis cannot supply enough PP
i to satisfy the high demand with the catabolic conversion of glucose to pyruvate in
C. thermocellum. Therefore, a mechanism must exist that generates PP
i from ATP. For elucidating the impact of a pyrophosphate-dependent glycolysis on cellular energetics, it is therefore important to establish the nature of this PP
i-generating mechanism. One option would be the reverse reaction of the membrane-bound pyrophosphatase (
13–15). However, deletion of the pyrophosphatase gene had no effect on the production of biomass and fermentation products (Table S2). If the nonessential pyrophosphatase was important for the ATP-PP
i stoichiometry in the wild type, it should have the same stoichiometry as the alternative PP
i-generating mechanism that must be present in the pyrophosphatase deletion mutant. The most likely stoichiometry of the alternative PP
i-generating mechanism is ATP + Pi →ADP + PP
i (
31).
The effect of a PPDK deletion confirms this conclusion. In wild-type
C. thermocellum grown on cellobiose in batch culture, two-thirds of the pyruvate is formed via the PPDK reaction. Deletion of the PPDK gene did not, however, affect fermentation characteristics in batch cultures (
24), indicating that
in vivo, the PPDK reaction does not yield 2 ATP, as pointed out in the introduction. Instead, the absence of an effect of PPDK deletion on biomass yield indicates that the PPDK reaction is energetically equivalent to the malate shunt that produces 1 GTP in the conversion of PEP to pyruvate (
Fig. 2). Therefore,
in vivo, the following overall equation applies for the PPDK reaction:
Pyrophosphate fluxes in C. thermocellum.
A schematic presentation of the chemostat data of
C. thermocellum as presented in
Fig. 1 and
Table 1 is shown in
Fig. 4. In defined media, glycolysis has a dual function: an anabolic one for the synthesis of biomass and a catabolic one for the synthesis of ATP required for anabolism. The amount of cellobiose required in anabolism was calculated from an
E. coli metabolic network model (
32,
33). It was calculated that 3.7 mmol cellobiose is required for the formation of 1 g
C. thermocellum biomass with the same C/N ratio as
E. coli and with a carbon content of 45%. The biomass yield was calculated as 1 g cells/18.2 mmol cellobiose. The anabolic and catabolic fluxes of steady-state growth of
C. thermocellum are schematically presented in
Fig. 4. It has been reported that in the formation of 1 g
E. coli biomass 10 to 11 mmol PP
i is generated (
12,
34). It is evident from
Fig. 4 that 11 mmol PP
i is not sufficient to sustain the catabolic cellobiose flux in which 23.2 + 30.9 = 54.1 mmol PP
i is required when two-thirds of the pyruvate is formed via the PPDK reaction, as estimated for batch cultures (
24). It can thus be concluded that an additional mechanism must be present that generates PP
i from ATP during cellobiose-limited growth in chemostat cultures.
Most of the pyrophosphate that is formed in biosynthesis results from the first reaction in the formation of peptide bonds between amino acids (aa), the charging of tRNA (
12). In organisms like
E. coli, the overall process requires the following 4 ATP equivalents:
For the charging of tRNA with an amino acid, 2 ATP are required due to irreversible hydrolysis of the pyrophosphate. According to biochemistry textbooks, this is required to pull amino acids into protein formation, as the charging of tRNA charging is a reversible reaction.
C. thermocellum does not possess a soluble pyrophosphatase (Fig. S1). Instead, a membrane-bound proton-pumping pyrophosphatase is present that contributes to the proton-motive force or can be used in the PP
i-PFK and PPDK reactions. The coupling of PP
i production from tRNA-charging with PP
i consumption in reversible reactions, such as PP
i-PFK, PPDK, and the membrane-bound proton-pumping pyrophosphatase, instead of its hydrolysis by a soluble pyrophosphatase, has important metabolic consequences for the anabolic network. Because PP
i is not irreversibly hydrolyzed but conserved in reversible reactions, tRNA charging, and thus protein synthesis, becomes weakly coupled to amino acid formation (
Fig. 5). As a result,
C. thermocellum and other organisms that lack a soluble pyrophosphatase (Fig. S1) may maintain higher intracellular amino acid pools. This, in turn, may contribute to their tendency to excrete amino acids (
Table 2) as discussed in the paragraph below.
In the anabolic network of
C. thermocellum (
Fig. 4), formation of serine and glycine from phosphoglycerate requires 0.5 PP
i, whereas amino acids and other compounds that are derived from pyruvate require at least 1.5 PP
i when produced via the PPDK reaction. For example, formation of valine from 2 pyruvate then requires 3 PP
i. PP
i is even required for the formation of pentose-phosphates from fructose-6P and triose-phosphate due to an alternative pentose phosphate cycle resulting from the absence of transaldolase (
35,
36).
where F6P is fructose 6-phosphate, FBP is fructose 1,6-bisphosphate, C3P is triose phosphate, C4P is erythrose 4-phosphate, C5P is pentose 5-phosphate, C6P is hexose phosphate, C7P is sedoheptulose 7-phosphate, and SBP is sedoheptulose 1,7-bisphosphate.
Thus, compared to
E. coli, the anabolic network of
C. thermocellum will produce less PP
i. The net amount of PP
i required or produced in the anabolic network of
C. thermocellum is not known because, in existing models, the bulk of the PP
i produced in polymerization of monomers to cellular polymers is not quantified but is hidden in so-called growth-associated maintenance (GAM) (
37,
38), which assumes hydrolysis of PP
i by a soluble pyrophosphatase.
Generation of a substantial amount of PP
i via reversal of the pyrophosphatase with a PP
i-to-ATP ratio higher than unity is unlikely, as the deletion mutant had the same yield of biomass and fermentation products as the wild type (Table S2). When, for simplicity, it is assumed that the 11-mmol PP
i generated in anabolism (
Fig. 4) is exclusively reconsumed in anabolic reactions, the theoretical amount of ATP required for biosynthesis of cells from glucose (
39) will decrease from 34.7 to 23.7 mmol ATP/g cells (i.e., the theoretical Y
ATPMAX increases from 28.8 to 42.2 g cells/mol ATP).
An alternative source for the large amount of PP
i required in catabolic glycolysis of
C. thermocellum (
Fig. 4) might be glycogen cycling (
12). A key enzyme in the cycle is ADP-glucose pyrophosphorylase (EC 2.7.7.27), which is annotated in cellulolytic
Clostridia but not in saccharolytic species such as
T. saccharolyticum. The overall reaction of the cycle is ATP + P
i → ADP + PP
i. Further investigation is needed to definitively identify the source(s) of nonbiosynthesis-associated PP
i in
C. thermocellum.
Excretion of amino acids.
This phenomenon has been observed in both saccharolytic and cellulolytic
Clostridia (
25,
40–42). In culture supernatants of both
C. thermocellum and
T. saccharolyticum grown on 5 g/liter cellobiose, approximately 100 mg amino acids were present (
Table 1). Although lysis may have contributed to this phenomenon, it cannot be the major cause. This follows from the following calculation. With a C/N ratio of 3.34 (
Table 1 and
Fig. 1), the protein content of cells should be at least 60% (
32,
33). Therefore, when originating from lysis the 100 mg/liter (0.9 mM) amino acids present in culture supernatants of both organisms, this amount would originate from 100/0.6 = 167 mg cells (334 μl). Thus, when lysis would be responsible, the intracellular concentration of amino acids should have been 0.9 mmol/0.334 ml, equal to a concentration as high as 2.4 M. It therefore follows that most of the amino acids are derived from excretion by intact cells.
The increased amino acid excretion under nitrogen limitation is quite unexpected. The large 20-fold increase in the specific rate of valine excretion under nitrogen limitation was associated with a 50-fold increase in the rate of pyruvate excretion (
Fig. 3C;
Table 4) compared to sugar limitation. This phenomenon is reminiscent of the behavior of PTA deletion mutants of
C. thermocellum (
3) that exhibited 20-fold and 100-fold increased excretion of valine and pyruvate, respectively (
Table 4). In both cases, the common factor is the enhanced cellobiose uptake that apparently leads to an increase in pyruvate accumulation resulting from a shift in the equilibrium of the reversible pyruvate-ferredoxin oxidoreductase (PFOR). In the PTA deletion mutant, this probably results primarily from an increased intracellular acetyl-CoA/CoA ratio since, apart from AdhE, also PTA is responsible for CoA regeneration. We speculate that the excretion of pyruvate and valine under nitrogen limitation results from an increased flux through the malate shunt. The malic enzyme of this shunt has a 5-fold better affinity for NH
4+ than PPDK (Fig. S2), an important factor at very low concentrations of intracellular ammonium that are likely to exist under nitrogen limitation. The malate shunt produces pyruvate and is one of the major sources of NADPH via the malic enzyme reaction. This is in line with increased valine excretion, as the synthesis of valine requires 2 pyruvate and 2 NADPH. An increase in the cellular NADPH/NADP ratio probably affects the reoxidation of reduced ferredoxin generated in the PFOR reaction. The increase in the flux of amino acid excretion does not hold for all amino acids. The fluxes of histidine and lysine decreased with increasing C/N ratios of the medium (Table S5). The largest contributor to the increasing amino acid excretion under nitrogen limitation is due to amino acids in the pyruvate family (
Fig. 6), especially valine (Table S5). The different patterns for the various amino acids are an additional argument against lysis as the cause for the presence of extracellular amino acids.
The excretion of massive amounts of amino acids and protein has also been reported for chemostat cultures of
Clostridium cellulolyticum growing on cellobiose (
42). Interestingly, extremely high NADPH/NADP ratios were encountered in chemostat-grown
C. cellulolyticum; at low dilution rates, NADP was not even detectable, whereas at high dilution rates, an NADPH/NADP ratio of 100 can be calculated from the results reported. It remains to be investigated whether in nitrogen-limited
C. thermocellum, high ratios are also present. It is evident, however, that a high NADPH/NADP ratio will be a major driving force for amino acid excretion, as the synthesis of amino acids requires NADPH.
Unity and diversity in the metabolism of microorganisms.
A. J. Kluyver presented a lecture in 1924 under this title (
47). He classified bacteria (among others, anaerobic cellulose-degrading bacteria) on the basis of the dissimilatory process in their metabolism, even before the discovery of ATP in 1929. He took into account that assimilation and dissimilation are separate processes in microorganisms because of the existence of autotrophic microorganisms. In their pioneering study, Bauchop and Elsden (
48) also separated anabolism from catabolism of glucose by using complex media. They verified with
14C-labeled glucose that the sugar in their complex medium was used only as an energy source, and they formulated the Y
ATP concept. Since then, it has become clear that the proposed 10.5 g cells/mol ATP for anaerobic growth on glucose is not a constant since widely different values ranging from 9 to 23 g cells/mol ATP have been calculated (
49). The cause of the gap between the theoretical Y
ATP of 29 g cells/mol ATP (
39) and the experimentally determined values remains unclear. In their review, Russell and Cook (
50) discussed the role of maintenance energy and futile cycling on the biomass yields of anaerobic bacteria grown on glucose. They also could not explain why biomass formation requires much more ATP than can be calculated from the biomass composition by use of textbook biochemistry. Whatever the nature of the missing ATP and the different biomass yields in anaerobic bacteria on glucose, it is beyond doubt that
in vivo traditional catabolic glycolysis (the conversion of intracellular glucose to pyruvate) yields 2 ATP/glucose.
In our study, we have addressed the question to what extent catabolic PP
i-dependent glycolysis yields more than 2 ATP. A direct comparison of the energetics of glycolysis between
C. thermocellum, which exhibits a mixed acid fermentation, and
T. saccharolyticum, which produced practically only ethanol (
Table 1), proved impossible due to unacceptably low carbon recoveries and absence of an appropriate
in silico metabolic network model that specifies the PP
i production in, among other things, protein synthesis. In genome-scale metabolic models (
37,
38), protein synthesis is incorporated in GAM, and therefore, the pyrophosphate flux remains obscure. From our “on cellulose” model (pencil and paper,
Fig. 4), it is evident that the large amount of PP
i required in catabolism is not provided by anabolism at no bioenergetic cost. This holds in general for
Hungateiclostridiaceae, which show a remarkable unity in their biochemistry of glycolysis by using a pyrophosphate-dependent phosphofructokinase (
35). Glycolysis via this enzyme must involve a reversible (i.e., a proton-pumping) pyrophosphatase (Fig. S1). The presence of an irreversible soluble pyrophosphatase would be futile and resembles a situation in which both an ATP-PFK and a soluble ATPase are present.
From a theoretical perspective, PP
i-dependent glycolysis with PPDK must result in a significant reduction in the ATP expenditure in anabolism. Stouthamer (
39) calculated that the ATP requirement for the formation of biomass containing 52.4% protein would be 34.7 mmol ATP/g cells. The average molecular weight of amino acid residues in protein is about 110 and therefore in 0.524 g protein, 0.524/110 = 4.8 mmol amino acids are present. With the PPDK reaction, instead of pyruvate kinase, 1 ATP is saved per peptide bond (
Fig. 5). Therefore, theoretically, the ATP savings for protein biosynthesis in 1 g cells will be 4.8/34.7 = 14%. In
C. thermocellum, the ATP saving is even higher, as with a C/N ratio in cells of 3.34 (
Table 1), their protein content will be approximately 65% (
32,
33). This theoretical reduction in ATP expenditure in anabolism seems at variance with the observation that a deletion of PPDK does not affect formation of biomass and the regular fermentation products in both
C. thermocellum (
12,
24) and
T. saccharolyticum (
19). However, a comparison of biomass yields of wild-type and mutant strains is only valid with a closed carbon and redox balance that also takes the extensive by-product formation into account, especially with respect to formation of extracellular protein and amino acids (
Table 1).
The reversibility of the PP
i-linked glycolysis in
C. thermocellum, as proven by labeling studies (
28) combined with the absence of irreversible PP
i hydrolysis, results in a reversible charging of tRNA (
Fig. 5). This probably contributes to the remarkable excretion of amino acids during nitrogen-limited growth (
Fig. 6), which is caused by a bottleneck in pyruvate metabolism.
In our study on the turnover of pyrophosphate in
C. thermocellum, we distinguished between anabolism and catabolism (
Fig. 4). In both processes, PP
i-PFK and PPDK play a role, but the flux through the catabolic sequence is much higher. The separation of sugar metabolism into anabolism and catabolism is not artificial but is also apparent from the diversity of microbial metabolism. For example, during chemolithoheterotrophic growth of
Nitrosomonas europaea, biomass is derived from fructose via PP
i-PFK, whereas the oxidation of ammonium serves as an energy source (
51). Similarly, methanotrophs derive energy from the oxidation of formaldehyde, whereas the assimilation of formaldehyde in species with the RumP pathway often proceeds via assimilatory glycolysis with PP
i-PFK (
52). In these two cases, the amount of PP
i required is rather small and may possibly be delivered by only anabolic reactions such as protein synthesis. However, for catabolic pyrophosphate-dependent glycolysis, as occurs in
C. thermocellum, this amount is too small (
Fig. 4). As the proton-pumping pyrophosphatase is a nonessential enzyme (Table S2), another source of PP
i is required. Whether this is indeed glycogen cycling, as observed in cellulose-degrading
Fibrobacter species (
53,
54), remains to be demonstrated.