Discovery of Small-Molecule Activators for Glucose-6-Phosphate Dehydrogenase (G6PD) Using Machine Learning Approaches.

Glucose-6-Phosphate Dehydrogenase (G6PD) is a ubiquitous cytoplasmic enzyme converting glucose-6-phosphate into 6-phosphogluconate in the pentose phosphate pathway (PPP). The G6PD deficiency renders the inability to regenerate glutathione due to lack of Nicotine Adenosine Dinucleotide Phosphate (NADPH) and produces stress conditions that can cause oxidative injury to photoreceptors, retinal cells, and blood barrier function. In this study, we constructed pharmacophore-based models based on the complex of G6PD with compound AG1 (G6PD activator) followed by virtual screening. Fifty-three hit molecules were mapped with core pharmacophore features. We performed molecular descriptor calculation, clustering, and principal component analysis (PCA) to pharmacophore hit molecules and further applied statistical machine learning methods. Optimal performance of pharmacophore modeling and machine learning approaches classified the 53 hits as drug-like (18) and nondrug-like (35) compounds. The drug-like compounds further evaluated our established cheminformatics pipeline (molecular docking and in silico ADMET (absorption, distribution, metabolism, excretion and toxicity) analysis). Finally, five lead molecules with different scaffolds were selected by binding energies and in silico ADMET properties. This study proposes that the combination of machine learning methods with traditional structure-based virtual screening can effectively strengthen the ability to find potential G6PD activators used for G6PD deficiency diseases. Moreover, these compounds can be considered as safe agents for further validation studies at the cell level, animal model, and even clinic setting.

Confining a bi-enzyme inside the nanochannels of a porous aluminum oxide membrane for accelerating the enzymatic reactions.

An artificial metabolon with high conversion efficiency was constructed by confining a bi-enzyme into porous aluminum oxide nanochannels, which accelerated enzymatic reactions by minimizing the diffusion loss of intermediate species.

Severe G6PD Deficiency Due to a New Missense Mutation in an Infant of Northern European Descent.

We report a term male infant born to parents of Danish descent, who on the second day of life developed jaundice peaking at 67 hours and decreasing on applied double-sided phototherapy. In the weeks following, the infant showed signs of ongoing hemolysis. Laboratory tests showed very low glucose-6-phosphate dehydrogenase (G6PD) enzymatic activity, and sequencing of the G6PD gene revealed a previously uncharacterized missense mutation c. 592 C>A (Arg198Ser). Oral DNA from the infant had the same G6PD mutation, suggesting a spontaneous maternal germline mutation as the mutation was not observed in leukocytes from the mother.

[Cloning and expression analysis of glucose-6-phosphate dehydrogenase 1 (G6PDH1) gene from Chimonanthus praecox].

Glucose-6-phosphate dehydrogenase is main regulatory enzyme for pentose phosphate pathway. To amplify the core sequence of G6PDH gene from Chimonanthus praecox, the primers were synthesized, based on the conserved nucleotide sequence of other reported plant G6PDH genes. The specific primers were designed according to the major fragment. The full length cDNA of the G6PDH1 gene was isolated by the 3' and 5' rapid amplification of cDNA ends approach. Transcript levels of G6PDH1 isoform was measured by real-time quantitative RT-PCR in different tissues and in responds to cold treatment. The G6PDH1 subcellular localization, transmembrane domain, three-dimensional structure, and phylogenetic analysis were predicted by different software to analysis the bioinformatics of G6PDH1 protein. The G6PDH1 cDNA sequence was 2 011 bp in length and consisted of 1 551 bp Open Reading Frame (ORF) , encoding a protein of 516 amino acids. Expression analysis results in different tissues showed that G6PDH1 was primarily observed in flowers and roots, as opposed to the leaves and stems. Cold treatment experiments indicated that cold treatment caused a rapid increase in G6PDH1 expression in flowers within 12 h. The full-length cDNA of G6PDH1 and its expression analysis will play an important role for further study on cold stress responses in Ch. praecox.

MIND-BEST: Web server for drugs and target discovery; design, synthesis, and assay of MAO-B inhibitors and theoretical-experimental study of G3PDH protein from Trichomonas gallinae.

Many drugs with very different affinity to a large number of receptors are described. Thus, in this work, we selected drug-target pairs (DTPs/nDTPs) of drugs with high affinity/nonaffinity for different targets. Quantitative structure-activity relationship (QSAR) models become a very useful tool in this context because they substantially reduce time and resource-consuming experiments. Unfortunately, most QSAR models predict activity against only one protein target and/or they have not been implemented on a public Web server yet, freely available online to the scientific community. To solve this problem, we developed a multitarget QSAR (mt-QSAR) classifier combining the MARCH-INSIDE software for the calculation of the structural parameters of drug and target with the linear discriminant analysis (LDA) method in order to seek the best model. The accuracy of the best LDA model was 94.4% (3,859/4,086 cases) for training and 94.9% (1,909/2,012 cases) for the external validation series. In addition, we implemented the model into the Web portal Bio-AIMS as an online server entitled MARCH-INSIDE Nested Drug-Bank Exploration & Screening Tool (MIND-BEST), located at http://miaja.tic.udc.es/Bio-AIMS/MIND-BEST.php . This online tool is based on PHP/HTML/Python and MARCH-INSIDE routines. Finally, we illustrated two practical uses of this server with two different experiments. In experiment 1, we report for the first time a MIND-BEST prediction, synthesis, characterization, and MAO-A and MAO-B pharmacological assay of eight rasagiline derivatives, promising for anti-Parkinson drug design. In experiment 2, we report sampling, parasite culture, sample preparation, 2-DE, MALDI-TOF and -TOF/TOF MS, MASCOT search, 3D structure modeling with LOMETS, and MIND-BEST prediction for different peptides as new protein of the found in the proteome of the bird parasite Trichomonas gallinae, which is promising for antiparasite drug targets discovery.

[Stability of glucose 6-phosphate dehydrogenase complexed with its substrate and/or cofactor in aqueous and micellar environment]. / Stabil'nost' gliukozo-6-fosfat-degidrogenazy v sostave kompleksov s kofaktorom i substratom v vodnykh i mitselliarnykh sredakh.

Inactivation of glucose 6-phosphate dehydrogenase (G6PDH) complexed with its substrate, glucose 6-phosphate (GP), and/or cofactor, NADP+, has been studied within the range 20-40 degrees C in three media: (a) 0.04 M NaOH-glycine buffer (pH 9.1); (b) Aerosol OT (AOT) reversed micelles in octane; and (c) Triton X-100 micelles in octane supplemented with 10% hexanol. The enzyme inactivation was characterized quantitatively by first order rate constants, kin (s-1). In the case of G6PDH-NADP+ complexes, the values of kin were independent of the initial concentrations of G6PDH, either in aqueous medium or AOT micelles. The values of kin for the complex G6PDH-GP were inversely related to the initial concentration of the enzyme, in both aqueous and micellar media. When inactivation of both complexes were studied in AOT micelles, minimum values of kin corresponded to the degree of hydration W0 = 16.7; at W0 > 16.7 and W0 < 16.7, kin increased. Within the range 20-40 degrees C, the values of kin measured for both complexes in aqueous medium were significantly lower than those measured in AOT micelles. Temperature dependences of kin were characterized by inflections in Arrhenius plots, which corresponded, depending on the medium, to certain temperatures from 33.6 degrees C to 40 degrees C. In all media studied, NADP+ complexes of the enzyme exhibited higher stability than their GP counterparts. The parameters of G6PDH and G6PDH-NADP+ melting, measured by differential scanning microcalorimetry (maximum temperature and half-width of the transition, enthalpy of denaturation, and van't Hoff enthalpy), provided unequivocal evidence of the higher stability of the complex as compared to that of the enzyme. In addition, this approach demonstrated that G6PDH undergoes destabilization in AOT micelles.

Molecular characterization of a novel glucose-6-phosphate dehydrogenase from potato (Solanum tuberosum L.).

We describe a novel G6PD cDNA from potato. The deduced amino acid sequence shares 77% identity with the known chloroplast enzyme, but only 47% with the corresponding cytosolic G6PDH. The sequence comprises the two cysteine residues conserved in other redox-regulated chloroplast G6PDH and a transit peptide capable of directing a GFP fusion protein to chloroplasts, demonstrating that the cDNA codes for a second plastidic G6PD isoform. The mature part was expressed in E. coli. When synthesized with a C-terminal Strep tag, the enzyme retained G6PDH activity upon affinity purification. In the presence of reductively activated spinach thioredoxin, G6PDH activity decreased by about 50%. This protein-mediated activity loss was completely reversed by addition of oxidant. In contrast to the chloroplast enzyme (P1), the presence of reduced dithiothreitol alone destroyed the activity of the new G6PDH (P2), and incubation with GSH had no effect. The Km values determined for both substrates were significantly lower compared to those of P1. The high Vmax and Ki [NADPH] values indicate that the P2 enzyme is more active than P1 and less susceptible to feedback inhibition by its product NADPH. At the level of mRNA accumulation, differences between the two plastid-localized isoforms are most prominent in roots and growing tissues. Immunoblot analyses of isolated plastid preparations revealed that the two plastidic enzymes are present in both root and leaf tissue. The data obtained indicate that we have characterized a second plastidic G6PDH with distinct biochemical features.

Identification of the cysteine residues involved in redox modification of plant plastidic glucose-6-phosphate dehydrogenase.

The cDNA sequences encoding cytosolic and light-modulated plastidic glucose-6-phosphate dehydrogenase (G6PDH) from potato were modified by polymerase chain reaction and subsequently overexpressed in Escherichia coli. Characterization of the recombinant enzymes showed that they closely resembled their native counterparts. Treatment with reduced dithiothreitol or glutathione led to inactivation of plastidic G6PDH, whereas the activity of the cytosolic isoenzyme was not influenced by reduction. As for the native enzyme, inactivation of recombinant plastidic G6PDH was accelerated by thioredoxin m and could be fully reversed by subsequent addition of oxidant. To identify the residues which are involved in redox regulation of plastidic G6PDH, each of the six cysteines in the mature protein sequence was exchanged separately for serine by site-directed mutagenesis. Two mutant proteins exhibited characteristics of the reduced wild-type enzyme. Exchange of either Cys149 or Cys157 to serine abolished the regulatory properties, suggesting that these cysteine residues are the sites responsible for redox-mediated inactivation of plastidic G6PDH.

Molecular characterization of the plastidic glucose-6-phosphate dehydrogenase from potato in comparison to its cytosolic counterpart.

We report on the cloning of a plastidic glucose-6-phosphate dehydrogenase (EC 1.1.1.49) from higher plants. The complete sequence of the plastidic enzyme was obtained after rapid amplification of cDNA ends and comprises a putative plastidic transit peptide. Sequences amplified from leaf or root poly(A+) RNA are identical. In contrast to the cytosolic enzyme, the plastidic isoform is subject to redox modulation, i.e. thioredoxin-mediated inactivation by light. But when the plastidic enzyme is compared to a cyanobacterial homolog, none of the cysteine residues is conserved. The recombinant enzyme was used to raise antibodies in rabbits. Gene expression was studied in potato (Solanum tuberosum L.), at both the RNA and protein levels, revealing different patterns for the isoforms. The gene encoding the cytosolic enzyme was transcribed in all tissues tested, and the highest transcription was detected in tubers. In contrast, expression of the gene encoding the plastidic enzyme was confined to green tissues. Wounding of leaves resulted in a slight increase in the expression of the gene encoding the cytosolic isoform and a shutdown of the plastidic counterpart. Compared to the situation in soil, elevated transcription of the gene encoding the plastidic enzyme is found in roots of hydroponically grown potato plants, which is in agreement with the postulated role for this isoform in nitrite reduction.

Human glucose-6-phosphate dehydrogenase. Lysine 205 is dispensable for substrate binding but essential for catalysis.

By site-directed mutagenesis of the cloned human glucose-6-phosphate dehydrogenase cDNA, lysine 205 (the residue that after reacting with pyridoxal-5'-phosphate renders inactive enzyme) was mutated to threonine (K205T) to remove the amino group, or to arginine (K205R) to displace the position of the amino group, in order to analyze the role of its nucleophilic group in position epsilon. Compared to the wild-type enzyme, the K205T and K205R mutants retain a specific activity of 2.6 and 11.4%, respectively; their catalytic specificity (Kcat/Km) is drastically decreased, whereas the Km values for both substrates are only slightly increased. These findings in the light of the 3D structure of G6PD suggest that the epsilon-amino group of lysine 205 can favour a hydrogen bond within the active pocket essential for catalysis.