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Redox regulation of surface protein thiols: identification of integrin alpha-4 as a molecular target by using redox proteomics.

Thiols affect a variety of cell functions, an effect known as redox regulation. We show here that treatment (1-2 h) of cells with 0.1-5 mM N-acetyl-L-cysteine (NAC) increases surface protein thiol expression in human peripheral blood mononuclear cells. This effect is not associated with changes in cellular glutathione (GSH) and is also observed with a non-GSH precursor thiol N-acetyl-D-cysteine or with GSH itself, which is not cell-permeable, suggesting a direct reducing action. NAC did not augment protein SH in the cytosol, indicating that they are already maximally reduced under normal, nonstressed, conditions. By using labeling with a non permeable, biotinylated SH reagent followed by two-dimensional gel electrophoresis and analysis by MS, we identified some of the proteins associated with the membrane that are reduced by NAC. These proteins include the following: integrin alpha-4, myosin heavy chain (nonmuscle type A), myosin light-chain alkali (nonmuscle isoform), and beta-actin. NAC pretreatment augmented integrin alpha-4-dependent fibronectin adhesion and aggregation of Jurkat cells without changing its expression by fluorescence-activated cell sorter, suggesting that reduction of surface disulfides can affect proteins function. We postulate that some of the activities of NAC or other thiol antioxidants may not only be due to free radical scavenging or increase of intracellular GSH and subsequent effects on transcription factors, but could modify the redox state of functional membrane proteins with exofacial SH critical for their activity.

Acetylcysteine↗

The pH in reversed micelles as imposed by the dihydrogen/proton redox couple and indicated by viologens and cytochrome c3 using hydrogenase as redox catalyst.

The pH values in reversed micelles were measured, making use of the hydrogenase enzyme as redox catalyst short-circuiting the viologen oxidized/semiquinone redox states. The hydrogenases from Desulfovibrio vulgaris (Hildenborough) and from Megasphaera elsdenii were applied. The observed pH values in reversed micelles were not dependent on the type of hydrogenase. Two cationic [cetyltrimethylammonium bromide and dodecylammonium propionate (DAP)] and two anionic sodiumdodecyl sulphate, sodium di(ethylhexyl)sulfosuccinate types of reversed micelles were used in combination with viologens having distinguishable valencies. It was observed that, in the cationic-reversed micelles, the dissociation constant for the semiquinone dimer had about the same value as compared to bulk water, while this value was significantly higher in the anionic-reversed micelles. Furthermore, the dissociation constant was independent of the concentration of viologen semiquinone in the reversed micelle, indicating that exchange kinetics are faster than the dimerisation process. With the exception of DAP, a linear relation exists, pH = a.pHrm + b, between the pH of the bulk water and the pH as measured in the reversed micelle (pHrm). In all these cases the value of a is smaller than unity, the value of b ranges between 1.6-2.7. For DAP the pHrm is always around 7. In DAP-reversed micelles, the counter-ion propionate probably serves as an internal buffer. Using cytochrome c3 as pH indicator in combination with N,N'-di(3-aminopropyl)-4,4'-bipyridinium)4+ to take care of electron transfer, in cetyltrimethylammonium-bromide-reversed micelles the pHrm is about the same as indicated by the viologen; in SDS-reversed micelles the pHrm is always lower than that indicated by N,N'-di(3-aminopropyl)4,4'-pyridinium4+. In contrast to cytochrome c3 from D. vulgaris, which in reversed micelles cannot become reduced directly by its D. vulgaris hydrogenase, the hydrogenase of M. elsdenii is able to reduce its ferredoxin directly.

Bromides↗

High-resolution mapping of tumor redox status by magnetic resonance imaging using nitroxides as redox-sensitive contrast agents.

PURPOSE: There is considerable research directed toward the identification and development of functional contrast agents for medical imaging that superimpose tissue biochemical/molecular information with anatomical structures. Nitroxide radicals were identified as in vivo radioprotectors. Being paramagnetic, they can provide image contrast in magnetic resonance imaging (MRI) and electron paramagnetic resonance imaging (EPRI). The present study sought to determine the efficacy of nitroxide radioprotectors as functional image contrast agents. EXPERIMENTAL DESIGN: Nitroxide radioprotectors, which act as contrast agents, were tested by EPRI and MRI to provide tissue redox status information noninvasively. RESULTS: Phantom studies showed that the nitroxide, 3-carbamoyl-PROXYL (3CP), undergoes time-dependent reduction to the corresponding diamagnetic hydroxylamine only in the presence of reducing agents. The reduction rates of 3CP obtained by EPRI and MRI were in agreement suggesting the feasibility of using MRI to monitor nitroxide levels in tissues. The levels of 3CP were examined by EPRI and MRI for differences in reduction between muscle and tumor (squamous cell carcinoma) implanted in the hind leg of C3H mice simultaneously. In vivo experiments showed a T1-dependent image intensity enhancement afforded by 3CP which decreased in a time-dependent manner. Reduction of 3CP was found to be the dominant mechanism of contrast loss. The tumor regions exhibited a faster decay rate of the nitroxide compared to muscle (0.097 min(-1) versus 0.067 min(-1), respectively). CONCLUSIONS: This study shows that MRI can be successfully used to co-register tissue redox status along with anatomic images, thus providing potentially valuable biochemical information from the region of interest.

Animals↗

Aspects of the biological redox chemistry of cysteine: from simple redox responses to sophisticated signalling pathways.

The last decade has witnessed an increased interest in cysteine modifications such as sulfenic and sulfinic acids, thiyl radicals, sulfenyl-amides and thiosulfinates, which come together to enable redox sensing, activation, catalysis, switching and cellular signalling. While glutathionylation, sulfenyl-amide formation and disulfide activation are examples of relatively simple redox responses, the sulfinic acid switch in peroxiredoxin enzymes is part of a complex signalling system that involves sulfenic and sulfinic acids and interacts with kinases and sulfiredoxin. Although the in vivo evaluation of sulfur species is still complicated by a lack of appropriate analytical techniques, research into biological sulfur species has gained considerable momentum and promises further excitement in the future.

Animals↗

DNA repair-redox enzyme apurinic endonuclease in cervical cancer: evaluation of redox control of HIF-1alpha and prognostic significance.

The multifunctional apurinic/apyrimidinic endonuclease (Ape1/ref-1) plays a key role in the human DNA base excision repair pathway. Ape1/ref-1 has also been shown to be involved in the redox control of transactivation activities of hypoxia-inducible factor (HIF)-1alpha. The aim of our study was to investigate the expression of these proteins in early stage invasive cervical cancer. Expression of Ape1/ref-1 and HIF-1alpha was detected immunohistochemically in 88 samples of cervical cancer stage pT1b. The levels of the proteins were compared and the prognostic influence of Ape1/ref-1 expression was investigated. Strong nuclear expression of Ape1/ref-1 was observed in 9 cases (10.2%), moderate in 22 cases (25%), weak in 17 cases (19.3%), and absent in 40 cases (45.5%). Furthermore, no correlation between Ape1/ref-1 and HIF-1alpha expression was observed (p=0.864). We also found no relationship of Ape1/ref-1 expression and survival (p>0.05, log-rank test). From these studies, we have concluded that in cervical cancer there is no correlation between the upstream redox regulatory protein of HIF-1, i.e., Ape1/ref-1, and HIF-1alpha expression. However, these studies do not address any functional relationship between the two proteins.

Carbon-Oxygen Lyases↗

The reactivity of thiols and disulfides with different redox states of myoglobin. Redox and addition reactions and formation of thiyl radical intermediates.

The reactivity of several thiols, including glutathione, dihydrolipoic acid, cysteine, N-acetyl cysteine, and ergothioneine, as well as several disulfides, toward different redox states of myoglobin, mainly met-myoglobin (HX-FeIII) and ferrylmyoglobin (HX-FeIV=O), was evaluated by optical spectral analysis, product formation, and thiyl free radical generation. Only dihydrolipoic acid reduced met-myoglobin to oxy-myoglobin, whereas all the other thiols tested did not interact with met-myoglobin. Although the redox transitions involved in the former reduction were expected to yield the dihydrolipoate thiyl radical, the reaction was EPR silent. Conversely, all thiols interacted to different extent with the high oxidation state of myoglobin, i.e. ferrylmyoglobin, via two processes. First, direct electron transfer to heme iron in ferrylmyoglobin (HX-FeIV=O) with formation of met-myoglobin (HX-FeIII) or oxymyoglobin (HX-FeIIO2); the former transition was effected by all thiols except dihydrolipoate, which facilitated the latter, i.e. the formation of the two-electron reduction product of ferrylmyoglobin. Second, nucleophilic addition onto a pyrrole in ferrylmyoglobin with subsequent formation of sulfmyoglobin. The contribution of either direct electron transfer to the heme iron or nucleophilic addition depended on the physicochemical properties of the thiol involved and on the availability of H2O2 to reoxidize met-myoglobin to ferrylmyoglobin. The thiyl radicals of glutathione, cysteine, and N-acetylcysteine were formed during the interaction of the corresponding thiols with ferrylmyoglobin and detected by EPR in conjunction with the spin trap 5,5'-dimethyl-1-pyroline-N-oxide. The intensity of the EPR signal was insensitive to superoxide dismutase and it was decreased, but not suppressed, by catalase. The disulfides of glutathione and cysteine did not react with ferrylmyoglobin, but the disulfide bridge in lipoic acid interacted efficiently with the ferryl species by either reducing directly the heme iron to form met-myoglobin or adding onto a pyrrole ring to form sulfmyoglobin; either process depended on the presence or absence of catalase (to eliminate the excess of H2O2) in the reaction mixture, respectively. The biological significance of the above results is discussed in terms of the occurrence and distribution of high oxidation states of myoglobin, its specific participation in cellular injury, and its potential interaction with biologically important thiols leading to either recovery of myoglobin or generation of nonfunctional forms of the hemoprotein as sulfmyoglobin.

Animals↗

The non-flavin redox center of the streptococcal NADH peroxidase. I. Thiol reactivity and redox behavior in the presence of urea.

Unlike the 2-electron-reduced (EH2) forms of the flavoprotein disulfide reductases and mercuric reductase, the native EH2 form of the streptococcal NADH peroxidase is quite refractile toward chemical modification with thiol-specific reagents. In the presence of 1.3 M urea, however, the single thiol of the reduced enzyme reacts with phenylmercuric acetate with a t1/2 of 3 min. This modification abolishes the charge-transfer absorbance band at 540 nm and inactivates the enzyme; the latter effect is shown to be reversed with dithiothreitol. Alkylation of the streptococcal peroxidase with iodo[1-14C]acetamide under reducing conditions in the presence of 8 M guanidine hydrochloride allows the isolation of a single labeled tryptic peptide with the sequence: Gly-Asp-Phe-Ile-Ser-Phe-Leu-Ser-C*ys-Gly-Met-Gln-Leu-Tyr-Leu- Glu-Gly-Lys. This sequence is identical to that previously reported (Poole, L. B., and Claiborne, A. (1988) Biochem. Biophys. Res. Commun. 153, 261-266) for the cysteinyl peptide isolated from the NADH peroxidase labeled metabolically with [35S]cysteine. Careful examination of the physical properties of the streptococcal peroxidase in the presence of 1.3 M urea shows that, while catalytic activity and native structural features are largely retained, the relative potentials of flavin and non-flavin redox centers are dramatically affected. We propose that low concentrations of urea stabilize an intermediate state in the transition between native and denatured forms, which is responsible for the observed changes in both active-site thiol reactivity and in redox properties.

Amino Acid Sequence↗

Chromogenic redox assay for beta-lactamases yielding water-insoluble products. I. Kinetic behavior and redox chemistry.

We describe a chromogenic detection system for beta-lactamase which yields water-insoluble colored products. The assay is based on kinetic measurement of the appearance of color due to the beta-lactamase-initiated redox reaction. The substrates are C3' thiolate-substituted cephalosporins, which, after enzyme-catalyzed hydrolysis of the beta-lactam ring, undergo elimination of the thiolate ion. This thiolate, in a postenzymatic step, reduces the tetrazolium salts, which are water-soluble colorless compounds, to a colored water-insoluble precipitate of formazan. Our model in this study was a beta-lactamase Enterobacter cloacae P-99-catalyzed reaction of thiolacetate cephalosporin with several tetrazolium salts. We found that the reaction rate is dependent on the concentration of the electron carrier 5-methyl phenazinium methyl sulfate, the pKa of the C3' thiolate substituent of the cephalosporin substrate, and the reduction potential of the tetrazolium salts. A kinetic study of this system yielded a rate law for the reaction. We present a mechanism of the reaction and determination of the kinetic parameters for the process. The sensitivity of this kinetic assay is very high; we detect 3 x 10(-10) M beta-lactamase P-99, which is approximately 30 mIU. The assay times are very short, lasting from 2 to 5 min. The new assay system is particularly suitable for a rapid detection of beta-lactamases in bacterial colonies and in enzyme immunoassays where beta-lactamase may be used as the label.

Cephalosporins↗

Redox and oxidant-mediated regulation of apoptosis signaling pathways: immuno-pharmaco-redox conception of oxidative siege versus cell death commitment.

The mechanisms controlling apoptosis remain largely obscure. Because apoptosis is an integral part of the developmental program and is frequently the end-result of a temporal course of cellular events, it is referred to as programmed cell death. While there is considerable variation in the signals and requisite cellular metabolic events necessary to induce apoptosis in diverse cell types, the morphological features associated with apoptosis are highly conserved. Free radicals, particularly reactive oxygen species (ROS), have been proposed as common mediators for apoptosis. Many agents that induce apoptosis are either oxidants or stimulators of cellular oxidative metabolism. Conversely, many inhibitors of apoptosis have antioxidant activities or enhance cellular antioxidant defenses. Mammalian cells, therefore, exist in a state of oxidative siege in which survival requires an optimum balance of oxidants and antioxidants. The respiratory tract is subjected to a variety of environmental stresses, including oxidizing agents, particulates and airborne microorganisms that, together, may injure structural and functional lung components and thereby jeopardize the primary lung function of gas exchange. To cope with this challenge, the lung has developed elaborate defense mechanisms that include inflammatory-immune pathways as well as efficient antioxidant defense systems. In the absence of adequate antioxidant defenses, the damage produced is detected by the cell leading to the activation of genes responsible for the regulation of apoptosis, conceivably through stress-responsive transcription factors. Oxidative stress, in addition, may cause a shift in cellular redox state, which thereby modifies the nature of the stimulatory signal and which results in cell death as opposed to proliferation. ROS/redox modifications, therefore, may disrupt signal transduction pathways, can be perceived as abnormal and, under some conditions, may trigger apoptosis.

Animals↗

Pulse radiolysis study of daunorubicin redox reactions: redox cycles or glycosidic cleavage?

Two aspects of daunorubicin reactivity were investigated by pulse radiolysis. The reactions of O2 and O2- with the semiquinone and the hydroquinone transients of daunorubicin were determined and their rate constants measured. Although O2- can reduce the drug and its semiquinone form, it is a more powerful oxidant towards the two reduced transients. The hydroquinone daunorubicin glycosidic cleavage in aqueous solution was studied. Three intermediates were seen and characterized by their absorption spectra, their formation and decay kinetics. The competition between these two main processes was evaluated in the conditions of pulse radiolysis. Even under low O2 partial pressures the redox cycles are much more rapid than the glycosidic cleavage and a relatively high O2- steady state is settled. Biological implications are discussed.

Daunorubicin↗

Circular dichroism and redox properties of high redox potential ferredoxins.

The circular dichroism (CD) spectra of 13 examples of high-potential iron-sulfur proteins (HiPIPs), a class of [4Fe-4S] ferredoxins, have been determined. In contrast to the proposal of Carter [Carter, C. W., Jr. (1977) J. Biol. Chem. 252, 7802-7811], no strict correlation between visible CD features and utilization of the [4Fe-4S]2+/[4Fe-4S]3+ oxidation levels was found. Although most HiPIPs have these features, the model requires their presence in all species. There is also no simple relationship between CD spectral features and the presence of conserved tyrosine-19. In addition, no apparent correlation between CD properties and oxidation-reduction potential could be detected. However, amino acid side chains in close contact to the iron-sulfur cluster appear to be important in modulating spectral and oxidation-reduction properties. In particular, the negative shoulder at 290 nm and negative maximum at 230 nm correlate with the presence of Trp-80 (Chromatium vinosum numbering). Two HiPIPs that do not have Trp at this position have positive bands at 290 and 230 nm. These bands in the Ectothiorhodospira halophila HiPIPs are apparently associated with Trp-49, which is located on the opposite side of the effective mirror plane of the cluster from Trp-80. The effect of pH on circular dichroism and redox potential in Thiocapsa roseopersicina HiPIP, which has a histidine at position 49, is consistent with the interaction of the side chain with the cluster. Despite specific differences in their CD spectra, the various HiPIPs studied show general similarity consistent with structural homology within this class of iron-sulfur proteins.

Amino Acid Sequence↗

Factors influencing redox thermodynamics and electron self-exchange for the [Fe4S4] cluster in Chromatium vinosum high potential iron protein: the role of core aromatic residues in defining cluster redox chemistry.

The roles of aromatic core residues in regulating the reduction potential, the enthalpy and entropy of reduction, and the self-exchange rate constants for electron-transfer reactions for the prosthetic [Fe4S4]3+/2+ cluster of Chromatium vinosum high potential iron protein (HiPIP) have been addressed by a combination of site-directed mutagenesis, high field NMR (EXSY) experiments, and variable temperature spectrochemical redox titration measurements. Minimal changes are observed following nonconservative mutation of residues Tyr19, Phe48, and Phe66. Apparently these hydrophobic residues play only a minor role in defining the electronic properties of the cluster. These data support a model, first defined from results obtained on Tyr19 mutant HiPIP's [Agarwal, A., Li, D., & Cowan, J.A. (1995) Proc. Natl. Acad. Sci. U.S.A. 92, 9440-9444], in which the aromatic core restricts solvent accessibility and thereby stabilizes the oxidized [Fe4S4]3+ cluster.

Bacterial Proteins↗

Kinetic Studies on the Redox Interconversion of GOase(semi) and GOase(ox) Forms of Galactose Oxidase with Inorganic Complexes as Redox Partners.

Redox interconversions between the GOase(semi) (Cu(II), Tyr) and tyrosyl radical containing GOase(ox) (Cu(II), Tyr(*)) oxidation states of the Cu-containing enzyme galactose oxidase (GOase) from Fusarium NRRL 2903 have been studied. The inorganic complexes [Fe(CN)(6)](3)(-) (410 mV), [Co(phen)(3)](3+) (370 mV), [W(CN)(8)](3)(-) (530 mV), and [Co(dipic)(2)](-) (362 mV) (E degrees ' values vs NHE; dipic = 2,6-dicarboxylatopyridine) were used as oxidants for GOase(semi), and [Fe(CN)(6)](4)(-) and [Co(phen)(3)](2+) as reductants for GOase(ox). On oxidation of GOase(semi) a radical is generated at the coordinated phenolate of Tyr-272 to give GOase(ox). The one-electron reduction potential E degrees ' (25 degrees C) for the GOase(ox)/GOase(semi) couple varies with pH and is 400 mV vs NHE at pH 7.5, the smallest value so far observed for a tyrosyl radical. The reactions are very sensitive to pH, or more precisely to pK(a) values of GOase(semi) and GOase(ox), and the charge on the inorganic reagent. For example, with [Fe(CN)(6)](3)(-) as oxidant, the rate constant (25 degrees C)/M(-)(1) s(-)(1) of 0.16 x 10(3) (pH approximately 9.5) increases to 4.3 x 10(3) (pH approximately 5.5), while for [Co(phen)(3)](3+) a value of 4.9 x 10(3) (pH approximately 9.5) decreases to 0.04 x 10(3) (pH approximately 5.5), I = 0.100 M (NaCl). From the kinetics a single GOase(semi) acid dissociation process, pK(a) = 8.0 (average), has been confirmed by UV-vis spectrophotometric studies (7.9). The corresponding value for GOase(ox) is 6.7. No comparable kinetic or spectrophotometric pH dependences are observed with the Tyr495Phe variant, indicating the axial Tyr-495 as the site of protonation. Neutral CH(3)CO(2)H and HN(3) species bind at the substrate binding site of GOase(semi), thus mimicking the behavior of primary alcohols RCH(2)OH, the natural substrate of GOase. On coordination, loss of a proton occurs, and inhibition of the oxidation with [Fe(CN)(6)](3)(-) is observed.

Journal Article↗

Redox-active silica nanoparticles. Part 1. Electrochemistry and catalytic activity of spherical, nonporous silica particles with nanometric diameters and covalently bound redox-active modifications.

Nonporous spherical silica nanoparticles resulting from a controlled Stöber process are covalently surface modified with redox-active molecules. Ferrocene, a ruthenium(II) complex with an N2P2Cl2 ligand set, and a sterically hindered biphenylamine are used as modifiers. The resulting materials are characterized by physical, spectroscopic, electrochemical, and chemical methods. The cyclic voltammetric behavior is studied in detail and reveals effects of charge transport by electron hopping along the surface of particles adsorbed on a Pt electrode. The ruthenium(II) complex remains catalytically active with respect to hydrogenation upon immobilization on the particles. Thus, the respective material provides a heterogenized homogeneous hydrogenation catalyst on a solid support.

Adsorption↗

Redox behavior of ferrocene-containing rotaxane: transposition of the rotaxane wheel by redox reaction of a ferrocene moiety tethered at the end of the axle.

A rotaxane with a ferrocene moiety at the axle terminus was prepared. The redox potential of the ferrocene moiety decreased by ca. 80 mV when the rotaxane had a crown ether wheel capable of moving on the axle. Thus, the stabilization of the oxidized state of the ferrocene moiety is assumed to accompany the transposition of the wheel component on the axle toward the ferrocene moiety. [reaction--see text]

Journal Article↗

Redox analysis of the cytochrome o-type quinol oxidase complex of Escherichia coli reveals three redox components.

Potentiometric analyses of the cytochrome o-type oxidase of Escherichia coli, using membranes from a strain containing amplified levels of the cytochrome bo complex, were conducted to resolve the redox centres of the oxidase. The cytochrome o-type oxidase of E. coli, a quinol oxidase, contains 2 mol of b-type haem per mol of complex and copper. Detailed analysis of potentiometric titrations, based on the absorbance of the Soret band, suggests that there are three contributions with midpoint potentials (Em,7) around +55 mV, +211 mV and +408 mV, all with maxima at 426-430 nm in the reduced state. In the alpha region of the spectra, a component with Em,6.85 = +58 mV has a maximal peak at 557 nm, and twin peaks at 556 and 564 nm nitrate with Em,6.85 = +227 mV. A feature corresponding to the highest potential Soret contribution was not observed. These data can be explained either by a model incorporating haem-haem interaction or by attributing the shorter-wavelength band (557 nm) to haem b and a split alpha-band (556, 564 nm) to the haem o (oxygen-binding haem b). Absolute spectra of oxidized membranes show continuous absorbance from 460 to 530 nm and suggest the presence of a high-spin haem component in the membranes. Monitoring absorbance at 635 minus 672 nm, contributions with midpoints (Em,7) around +52 mV, +234 mV and +371 mV are observed. This latter contribution is possibly the highest-potential component which titrates with Em greater than +400 mV in the Soret region and may represent copper-haem coupling in the cytochrome o complex.

Electrochemistry↗

Coordination of Chloroplastic Metabolism in N-Limited Chlamydomonas reinhardtii by Redox Modulation (II. Redox Modulation Activates the Oxidative Pentose Phosphate Pathway during Photosynthetic Nitrate Assimilation).

The onset of photosynthetic NO3- assimilation in N-limited Chlamydomonas reinhardtii increased the initial extractable activity of the glucose-6-phosphate dehydrogenase (G6PDH), the key regulatory step of the oxidative pentose phosphate pathway. The total activated enzyme activity did not change upon NO3- resupply. The higher activity, therefore, represents activation of existing enzyme. No activation occurred during NH4+ assimilation. Incubation of extracts with DTT reversed the NO3- stimulation of G6PDH activity, indicating that the activation involved redox modulation of G6PDH. Phosphoribulosekinase, an enzyme activated by thioredoxin reduction, was inhibited at the onset of NO3- assimilation. A 2-fold stimulation of O2 evolution and a 70% decrease in the rate of photosynthetic CO2 assimilation accompanied the enzyme activity changes. There was an immediate drop in the NADPH and an increase in NADP upon addition of NO3-, whereas NH4+ caused only minor fluctuations in these pools. The response of C. reinhardtii to NO3- indicates that the oxidative pentose phosphate pathway was activated to oxidize carbon upon the onset of NO3- assimilation, whereas reduction of carbon via the reductive pentose phosphate pathway was inhibited. This demonstrates a possible role for the Fd-thioredoxin system in coordinating enzyme activity in response to the metabolic demands for reducing power and carbon during NO3- assimilation.

Journal Article↗