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Plant Physiol, March 2001, Vol. 125, pp. 1178-1186
Retrobiosynthetic Nuclear Magnetic Resonance Analysis of
Amino Acid Biosynthesis and Intermediary Metabolism. Metabolic Flux in
Developing Maize Kernels1
Erich
Glawischnig,2
Alfons
Gierl,
Adriana
Tomas,
Adelbert
Bacher, and
Wolfgang
Eisenreich*
Lehrstuhl für Genetik (E.G., A.G.) and Lehrstuhl für
Organische Chemie und Biochemie (A.B., W.E.), Technische
Universität München, Lichtenbergstrasse 4, 85747 Garching,
Germany; and Pioneer Hi-Bred International, 7250 NW 62nd Avenue,
Johnston, Iowa 50131-0552 (A.T.)
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ABSTRACT |
Information on metabolic networks could provide the basis for the
design of targets for metabolic engineering. To study metabolic flux in
cereals, developing maize (Zea mays) kernels were grown in sterile culture on medium containing
[U-13C6]glucose or
[1,2-13C2]acetate. After growth, amino acids,
lipids, and sitosterol were isolated from kernels as well as from the
cobs, and their 13C isotopomer compositions were determined
by quantitative nuclear magnetic resonance spectroscopy. The highly
specific labeling patterns were used to analyze the metabolic pathways
leading to amino acids and the triterpene on a quantitative basis. The
data show that serine is generated from phosphoglycerate, as well as from glycine. Lysine is formed entirely via the diaminopimelate pathway
and sitosterol is synthesized entirely via the mevalonate route. The
labeling data of amino acids and sitosterol were used to reconstruct
the labeling patterns of key metabolic intermediates (e.g.
acetyl-coenzyme A, pyruvate, phosphoenolpyruvate,
erythrose 4-phosphate, and Rib 5-phosphate) that revealed quantitative
information about carbon flux in the intermediary metabolism of
developing maize kernels. Exogenous acetate served as an efficient
precursor of sitosterol, as well as of amino acids of the aspartate and glutamate family; in comparison, metabolites formed in the plastidic compartments showed low acetate incorporation.
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INTRODUCTION |
The seeds of cereals are an
important metabolic sink and are an essential source of human and
animal nutrition. Information on the biosynthetic pathways of amino
acids and vitamins in crops provides the basis for the metabolic
engineering of plants with improved amino acid and vitamin profiles. In
plants the pathways leading to amino acids and vitamins have been
investigated in some detail at the level of enzymes and their cognate
genes (for review, see Lea and Leegood, 1993 ; Schmid and Amrhein, 1995 ;
Azevedo et al., 1997 ). Quantitative aspects of carbon flux, including transport processes under in vivo conditions have been less
investigated. Incorporation of isotope-labeled precursors into plants
is frequently hampered by low incorporation rates (Shimamoto and
Nelson, 1981 ).
Isotope incorporation studies are commonly interpreted as if metabolism
proceeded in a linear and unidirectional fashion. Based on this
implicit assumption the diversion of isotope from a given precursor to
a given target compound is accepted as evidence for direct metabolic
relatedness between the respective molecular species. In reality,
however, metabolism is a complex network, and metabolic flux can occur
from any node in the network to virtually any other node. As a
consequence, isotope incorporation studies have repeatedly resulted in
remarkable errors of interpretation.
Relatively fail-safe alternatives using general
13C-labeled precursors such as Glc or acetate have recently
been developed for the quantitative assessment of carbon flux in
bacteria and suspension cultures of plant cells (for review, see
Eisenreich and Bacher, 2000 ). More specifically, the isotopomer
composition of metabolites in biosynthetic sinks (e.g. amino
acids, nucleosides, lipids, and sterols) give quantitative
information about their origin. Moreover, the isotopomer pattern of
central intermediates of intermediary metabolism can be reconstructed
on a retrobiosynthetic basis from the data of amino acids, nucleosides,
and lipids. These data reveal quantitative aspects of carbon flux and
transport in the metabolic network of the organism under investigation.
In this study, we report on the incorporation of [U-
13C6]Glc and
[1,2-13C2]acetate into developing maize
(Zea mays) kernels. In this culture system kernels develop
under physiological conditions similar to those found in
planta (Cobb and Hannah, 1983 ; Cully et al., 1984 ; Gengenbach and
Jones, 1994 ; Glawischnig et al., 2000 ).
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RESULTS AND DISCUSSION |
Growth Experiments with
[1,2-13C2]Acetate
Developing maize kernels were grown in medium containing 234 mM unlabeled Suc and 36 mM
[1,2-13C2]acetate. After
19 d of growth in the labeled medium, kernels were separated from
the cob. An approximate 20 mg of sitosterol and 2 to 20 mg of amino
acids were isolated from 50 g of kernels, as well as from 100 g of cob tissue.
The isolated metabolites were analyzed by 1H and
13C nuclear magnetic resonance (NMR) spectroscopy
and absoute 13C abundances were calculated
by quantitative NMR spectroscopy (Table
I; Eisenreich and Bacher, 2000 ).
Figure 1 shows the
13C NMR signals of Glu. The central signals
marked by an asterisk represent isotopomers carrying a single
13C atom that may have been formed from natural
abundance Glc; alternatively, a single 13C could
have been contributed from labeled acetate, but only after extensive
fragmentation and reassembly. The coupling satellites represent
[4,5-13C2]- and
[1,2-13C2]Glu at high
molar concentrations, and
[1,2,3-13C3]-,
[2,3,4-13C3]-, and
[3,4,5-13C3]Glu at lower
concentrations. The molar fraction of each respective isotopomer in the
sample was obtained from the signal integrals and normalized as
described in "Materials and Methods." The isotopomer compositions
of other amino acids were obtained with the same approach (Figs.
2B and 3B). The different isotopomers are
all superimposed in one respective structure. The bars indicate
adjacent 13C atoms of each respective
multiple-labeled isotopomer. The relative abundance of each isotopomer
is shown by the width of the bars, as well as by the numerical
subscripts.
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Table I.
13C abundances of amino acids isolated
from maize kernels or cob material labeled with
[1,2-13C2]acetate
n.d., Not determined.
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Figure 1.
13C NMR spectrum of Glu
isolated from kernels (top) and cob tissue (bottom) labeled with
[1,2-13C2]acetate.
Coupling patterns are indicated. Atoms 13C
coupled to the respective index atoms are shown in italic letters. ,
The signal of C-4 of Asp.
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Figure 2.
13C NMR data for amino
acids, a triglyceride and sitosterol isolated from developing kernels
labeled with [U-13C6]Glc
(A) or [1,2-13C2]acetate
(B). Multiple 13C-labeled isotopomers are
indicated as bars with a number next to the chemical bond(s) between
coupled 13C nuclei. The numbers represent
fractions (in percentage) of multiple 13C-labeled
isotopomers in the overall 13C-labeled isotopomer
mixture of the index carbons.
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The high 13C enrichment values found in Leu and
-ketoglutarate/oxaloacetate-derived amino acids (Glu, Pro, Ile, and
Asp) from cobs (Fig. 3B) suggest that the
proffered acetate was efficiently incorporated into acetyl-coenzyme A
(CoA) serving as precursor in the intermediary metabolism. Leu isolated
from cobs was specifically characterized by 9.3%
13C enrichment at C-2, and amino acids
originating from the citric acid cycle intermediates, -ketoglutarate
and oxalacetate, showed 13C enrichments of 5.1%
to 12.1% (Table I). These high rates of 13C
resulted in significant 13C couplings due to
statistical recombination of fragments containing 13C atoms. Thus, the NMR spectra of Glu and Pro
showed the presence of
[3,4,5-13C3] isotopomers
at relative abundances of 19% and 20%, respectively, by statistical
recombination of
[13C2] and
[13C1] precursors. This
suggests that the citric acid cycle is driven preferentially by the
proffered exogenous acetate and that endogenous synthesis of acetyl-CoA
from the excess of unlabeled Suc is suppressed under these conditions.
Amino acids derived from pyruvate (Val and Ala),
phosphoenolpyruvate (Tyr), and sugar phosphates (His, Tyr,
and Phe) showed no significant incorporation of label (Fig. 3B; Table
I). It can be concluded that in the presence of exogenous Suc, acetate
or acetyl-CoA cannot be converted into the pyruvate and
phosphoenolpyruvate pool, or into the pentose phosphate
cycle at significant rates.

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Figure 3.
13C NMR data for amino acids
isolated from cobs labeled with
[U-13C6]Glc (A) or
[1,2-13C2]acetate (B).
For other details, see Figure 2.
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The incorporation rates into amino acids isolated from developing
kernels were lower (Table I; Fig. 2B). This suggests that the transport
of acetate or acetyl-CoA from cob into kernel is reduced.
Growth Experiments with
[U-13C6]Glc
Developing maize kernels were grown in medium containing 10 mM of
D-[U-13C6]Glc
(99.9% 13C enrichment) and 450 mM of
unlabeled D-Glc. After 19 d of growth in the labeled
medium, the cell mass of kernels increased by a factor of 2.1. An
approximate 20 mg of sitosterol, 20 mg of triglycerides, and 2 to 20 mg
of amino acids were isolated from 50 g of kernels, as well as from
100 g of cobs.
The isolated metabolites were again analyzed by quantitative
1H and 13C NMR
spectroscopy, as described above. Isotopomer compositions are
summarized in Figures 2A and 3A.
The catabolism of
[U-13C6]Glc generates
multiple 13C-labeled fragments that can
subsequently be combined in a stochastic manner with unlabeled
fragments (derived from unlabeled Glc) by anabolic reactions. Further
modification of the isotope distribution pattern is possible by passage
through metabolic cycles such as the pentose phosphate cycle. Every
specific metabolite is therefore a mixture of different isotopomers
(Figs. 2A and 3A).
Due to lower rates of de novo biosynthesis (Table
II), lower relative abundances of
multiple 13C-labeled isotopomers were found in
amino acids from cobs (Fig. 3A). However, the isotopomer compositions
of amino acids isolated from cobs or kernels were qualitatively
the same (Figs. 2 and 3). It can be concluded that no significant
differences of metabolic flux occurred in developing kernels and their
maternal tissue.
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Table II.
Averaged 13C enrichments of amino acids
isolated from maize kernels or cob material labeled with
[U-13C6]Glc (A)
Using these data the rates of de novo biosynthesis were
calculated (B). n.d., Not determined.
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Reconstruction of Central Metabolic Intermediates and Flux Patterns
by Retrobiosynthetic Analysis
The labeling pattern of central metabolites can be predicted from
the isotopomer composition of amino acids based on established mechanisms (Bacher et al., 1999 ; Eisenreich and Bacher, 2000 ). More
specifically, the labeling pattern of acetyl-CoA can be reconstructed from the isotopomer composition of Leu (Hagelstein and Schultz, 1993 ;
Fig. 4).

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Figure 4.
Reconstruction of isotopomer compositions in
Rib, erythrose-4-phosphate, phosphoenolpyruvate,
oxalacetate, -ketoglutarate, acetyl-CoA, and pyruvate by
retrobiosynthetic analysis of amino acids from kernels grown in the
presence of [U-13C6]Glc.
Contiguous 13C labeling is shown by bold lines.
The numbers represent normalized abundances of each respective
isotopomer.
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The C1-C2 bond of acetyl-CoA is retained during glycolysis (97%). In
the citric acid cycle acetyl-CoA and oxaloacetate are converted into
citric acid, finally leading to -ketoglutarate. The labeling
patterns of -ketoglutarate derived amino acids from kernels
confirmed that the label of acetyl-CoA is retained in [4,5-13C2]ketoglutarate
(100% ± 5%). However, the abundances of
[1,2-13C2]acetyl-CoA
reconstructed from Leu (1.0 mol%) or from Arg (4.0 mol%) were
significantly different (Fig. 2A; Table I). As the rates of de novo
biosynthesis in the labeling period were virtually identical for Arg
(44%) and Leu (42%; Table II), the different isotopomer signatures
suggest two pools for acetyl-CoA. Leu biosynthesis is located in the
plastids (Hagelstein and Schultz, 1993 ), whereas the formation of
-ketoglutarate via the citrate cycle is located in mitochondria. The
lower abundance of
[1,2-13C2]acetyl-CoA
serving as precursor of Leu in the plastids indicates reduced uptake of
acetate or acetyl-CoA from labeled exogenous acetate into the plastid
compartment of the cell.
-Ketoglutarate is further converted into oxaloacetate via succinate,
fumarate, and malate. The labeling pattern of oxaloacetate can be
gleaned from the labeling patterns of Ile and Thr (Fig. 4). Due to the
symmetry of succinate and fumarate, the label from -ketoglutarate is
randomized in oxaloacetate. It is notable that significant amounts of
[1,2,3-13C3]-,
[2,3,4-13C3]-, and
[2,3-13C2]-oxaloacetate
were detected that cannot be explained by formation from
-ketoglutarate (Fig. 4). By comparison with the isotopomer composition of phosphoenolpyruvate (Fig. 4), the presence of
[1,2,3-13C3]-,
[2,3,4-13C3]-, and
[2,3-13C2]-oxaloacetate
can be explained by partial formation of oxaloacetate (approximately
25%) via carboxylation of phosphoenolpyruvate.
The labeling patterns of Rib 5-phosphate and erythrose 4-phosphate were
reconstructed from His (Wiater et al., 1971 ) and the aromatic ring of
Tyr (Schmid and Amrhein, 1995 ), respectively (Fig. 4). It is notable
that we found no evidence for the presence of a
[U-13C5]Rib isotopomer.
On the other hand, the relative abundance of [U-13C4]erythrose
phosphate was 14%. It can be concluded that the majority of the
pentose phosphate intermediates are not synthesized from intact
proffered [U-13C6]Glc,
suggesting that the oxidative pentose phosphate cycle does not
contribute significantly to the synthesis of Rib 5-phosphate or that
futile cycling between glycolysis/pentose phosphate pathway and
gluconeogenesis results in the detected cleavage and reformation of the
C-3/C-4 bond of Glc-6-P.
Analysis of Lys Biosynthesis
The labeling patterns of central metabolic intermediates can be
used to predict isotopomer compositions of downstream metabolites via
hypothetical biosynthetic pathways (Bacher et al., 1999 ; Eisenreich and
Bacher, 2000 ). Figure 5 shows predictions
of the labeling pattern for Lys from Asp-semialdehyde and pyruvate via
meso-2,6-diaminopimelic acid and from acetyl-CoA and -ketoglutarate.
The observed labeling pattern was in almost prefect agreement with the
diaminopimelate prediction. In agreement with earlier data for Lys
biosynthesis in maize (Sodek, 1976 ), we conclude that Lys is formed
exclusively via diaminopimelate and that the fungal pathway (Vogel,
1960 ; Jones and Broquist, 1965 ) via -ketoglutarate is not operative in maize.

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Figure 5.
Comparison of observed and predicted labeling
patterns of Lys from kernels grown with
[U-13C6]Glc. These data
confirm Lys biosynthesis via diaminopimelic acid (A) and exclude a
significant contribution of an alternative pathway via aminoadipic acid
(B). For other details, see Figure 4.
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Analysis of Ser Biosynthesis
Ser can be synthesized from 3-phosphoglycerate or two
molecules of Gly (Ho et al., 1998 , 1999 ). As 3-phosphoglycerate can be
interconverted with phosphoenolpyruvate, identical or
similar labeling patterns of phosphoenolpyruvate and
3-phosphoglycerate can be assumed. On that basis, labeling patterns of
Ser were predicted via the two alternative pathways (Fig.
6). The observed isotopomer composition
of Ser indicates that both pathways contribute to its biosynthesis.
From the quantitative analysis of the labeling patterns it is evident
that approximately 50% of Ser are derived from phosphoglycerate and
that 50% are formed from Gly (Fig. 6). These results are confirmed by
the isotopomer analysis of the Trp side chain (Fig. 2A). It can be
concluded that Ser biosynthesis from Gly is not restricted to
photosynthetic tissue, but is also operative in non-photosynthetic
developing maize kernels.

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Figure 6.
Comparison of observed and predicted labeling
patterns of Ser from kernels grown with
[U-13C6]Glc. The data
suggest Ser biosynthesis via hydroxypyruvate, as well as from two
molecules of Gly.
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Analysis of Phytosterol Biosynthesis
It has been shown for plants and plant cell cultures that
sitosterol is synthesized exclusively or predominantly via the
classical mevalonic acid pathway and not via the recently
discovered deoxyxylulose phosphate pathway (for review, see Eisenreich
et al., 1998 ). Sitosterol isolated from kernels or cobs was
significantly labeled from exogenous [1,2-13C2]acetate (>10%
13C abundance), indicating that the
acetyl-CoA/mevalonate pathway significantly contributes to the
biosynthesis of sitosterol in maize. To quantitatively determine carbon
flux leading to sitosterol, labeling patterns of the triterpene were
predicted from the labeling patterns of acetyl-CoA (as reconstructed
from Leu) via mevalonate, or from glyceraldehyde
3-phosphate/phosphoenolpyruvate (as reconstructed from Tyr)
and hydroxyethyl thiamine pyrophosphate (as reconstructed from Val) via 1-deoxyxylulose 5-phosphate in the experiment with [U-13C6]Glc (Fig.
7). The observed labeling pattern of
sitosterol perfectly matched the mevalonate prediction. Most notably,
we could not observe long-range 13C couplings
that were predicted by a hypothetical route via 1-deoxyxylulose 5-phosphate. These results establish that sitosterol in maize kernels
and cob is synthesized exclusively or predominantly (>95%) via the
mevalonate pathway of terpenoid biosynthesis in agreement with studies
in other plants (Schwarz, 1994 ; Schwender et al., 1996 ) and plant cell
cultures (Arigoni et al., 1997 ).

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Figure 7.
Comparison of observed and predicted labeling
patterns of sitosterol from kernels grown with
[U-13C6]Glc. The data
demonstrate sitosterol biosynthesis via mevalonate. A hypothetical
biosynthesis from 1-deoxyxylulose would result in additional long-range
13C couplings, indicated by arrows, which were
not observed.
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CONCLUSIONS |
The manuscript presents a new method for studying metabolic flux
in developing kernels of maize. Labeling experiments with [U-13C6]Glc and
[1,2-13C2]acetate
quantitatively established carbon flux of amino acid and terpenoid
biosynthesis in maize kernels and cob. Moreover, it is shown that the
method yields information about intermediary metabolism and transport
processes over compartmental boundaries.
The method can also be used for analysis of metabolic flux under
various conditions such as optimal versus stress conditions, for the
comparison of different elite lines or for analysis of effects of
expressing metabolic genes in transgenic plants. In the future the
application of
[U-13C6]Glc and
[1,2-13C2]acetate could
be substituted by labeling with
13CO2 pulses. By this
modification the retrobiosynthetic approach could be extended to the
analysis of whole plants.
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MATERIAL AND METHODS |
Materials
[U-13C6]Glc and
[1,2-13C2]acetate (sodium
salt) were purchased from Isotec (Miamisburg, OH).
Culture of Developing Maize Kernels
Kernels were grown as described (Glawischnig et al., 2000 ). Four
days after pollination, pieces of cob tissue each carrying four
developing kernels were transferred to florist foam (Wet Foam Block,
StyroFab, Waxahachie, TX) soaked with the culture medium containing
(per liter) 80 g of unlabeled Glc (experiment with
[U-13C6]Glc) or 80 g
of unlabeled Suc (experiment with
[1,2-13C2]acetate).
Cultures were incubated at 24°C in the dark. After 7 d, kernel
blocks were transferred to fresh trays with medium containing (per
liter) 80 g of unlabeled Glc and 2 g of
[U-13C6]Glc or 80 g
of Suc and 3 g of
[1,2-13C2]sodium acetate,
respectively. The cultures were incubated for additional 19 d, as
described above.
Isolation of Metabolites
Frozen plant material (50 g of kernels or 100 g of cob
pieces) were ground in liquid nitrogen, then extracted three times with
70% (v/v) acetone in water and twice with a mixture of
n-hexane and acetone (1:1, v/v). The solvent was evaporated
and the residue was dissolved in 10 mL of CHCl3
and was applied on a column of silica gel 60 (40 × 6 cm), which
was developed with a mixture of hexane and ethyl acetate (1:1, v/v;
Arigoni et al., 1997 ). Fractions containing sitosterol were collected.
The solvent was evaporated, and the residue was dissolved in 1 mL of
CHCl3. Sitosterol and triglycerides were further
purified by reversed phase HPLC using a column of Lichrospher RP18
(10 × 250 mm, Merck, Rahway, NJ). The column was developed at a
flow rate of 10 mL min 1 with methanol and the
eluent was monitored photometrically (210 nm). Sitosterol and
triglycerides had retention volumes of 110 and 340 mL, respectively.
A sample of the plant residue (20 g wet cell mass) was hydrolyzed at
alkaline pH and Trp was isolated as described earlier (Eisenreich and
Bacher, 1991 ). The residual plant residue (20 g wet cell mass) was
heated at 110°C for 24 h in 6 M HCl containing 4%
(v/v) thioglycolic acid. Amino acids were isolated from the hydrolysate
as described earlier (Eisenreich et al., 1991 ). Val, Pro, Met, Leu,
Ile, Tyr, and Phe were further purified by reversed-phase HPLC using a
column of Nucleosil (21 × 250 mm, Macherey-Nagel, Düren,
Germany). The column was developed at a flow rate of 10 mL
min 1 with water. The effluent was monitored
photometrically at 200 nm and 256 nm. The retention volumes were 65 mL
(Pro), 75 mL (Val), 90 mL (Met), 120 mL (Leu, Ile), 150 mL (Tyr), and
310 mL (Phe). Ala, Gly, Ser, and Thr were purified by HPLC using a
column of Lichrospher Si60 (10 × 250 mm, Merck). The column was
eluted at a flow rate of 10 mL min 1 with a
mixture of acetonitrile and methanol (4:1, v/v) as mobile phase. The
effluent was monitored photometrically at 200 nm. The retention volumes
were 26 to 44 mL (Ser and Thr) and 33 to 43 mL (Ala and Gly). Lys, His,
and Arg were purified by preparative thin-layer chromatography on
silica plates (Merck), which were developed with a mixture of
n-butanol, acetic acid, and water (4:1:1, v/v). Sectors of
the plate were sprayed with a solution of ninhydrine. The
RF value was 0.2 for the basic amino acids. Amino acids containing fractions were scrapped from the plates and
eluted with water. The solvent was concentrated to dryness.
NMR Spectroscopy
1H and 13C NMR
spectra were recorded at 500.13 and 125.76 MHz, respectively, with a
spectrometer (DRX500, Bruker Instruments, Billerica, MA) as described
earlier (Eisenreich and Bacher, 2000 ). Tyr, Trp, and Asp were dissolved
in D2O (pH 13), the other amino acids were
dissolved in D2O (pH 1). Sitosterol and
triglycerides were dissolved in CDCl3.
13C enrichments were determined for
individual positions by quantitative NMR spectroscopy
(Eisenreich and Bacher, 2000 ). In brief,
13C NMR spectra of the
13C-labeled compound under study and of
natural abundance material were recorded under the same experimental
conditions. Integrals were determined for every
13C NMR signal, and the signal integral for each
respective carbon atom in the labeled compound was referenced to that
of the natural abundance material, thus affording relative
13C abundances for each position in the labeled
molecular species.
In certain cases these relative abundances can be converted to
approximate absolute enrichment by assigning a value of 1.1% to the
carbon atom with the lowest 13C enrichment and
referencing all other carbons to that position. In other cases absolute
13C enrichment can be obtained for certain atoms
from 13C coupling satellites in
1H NMR spectra provided that any hydrogen atom of
the compound under study is a singlet or a doublet where the coupling
satellites can be determined to relatively high accuracy.
In NMR spectra of multiple-labeled samples displaying
13C13C coupling, each
satellite in the 1H-decoupled spectra was
integrated separately. The integral of each respective satellite pair
is then referenced to the total signal integrals of a given carbon
atom. Normalized isotopomer compositions were calculated as described
earlier (Eisenreich and Bacher, 2000 ; Glawischnig et al.,
2000 ).
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FOOTNOTES |
Received November 15, 2000; accepted December 15, 2000.
1
This research was supported by the Deutsche
Forschungsgemeinschaft (grant nos. SFB 369 and SPP 1067).
2
Present address: Department of Plant Biology, The Royal
Veterinary and Agricultural University, 40 Thorvaldsensvej, DK-1871 Frederiksberg C, Denmark.
*
Corresponding author; e-mail wolfgang.eisenreich{at}ch.tum.de;
fax 49-89-28913363.
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