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1.
ACS Omega ; 8(29): 25850-25860, 2023 Jul 25.
Article in English | MEDLINE | ID: mdl-37521650

ABSTRACT

In drug discovery research, the selection of promising binding sites and understanding the binding mode of compounds are crucial fundamental studies. The current understanding of the proteins-ligand binding model extends beyond the simple lock and key model to include the induced-fit model, which alters the conformation to match the shape of the ligand, and the pre-existing equilibrium model, selectively binding structures with high binding affinity from a diverse ensemble of proteins. Although methods for detecting target protein binding sites and virtual screening techniques using docking simulation are well-established, with numerous studies reported, they only consider a very limited number of structures in the diverse ensemble of proteins, as these methods are applied to a single structure. Molecular dynamics (MD) simulation is a method for predicting protein dynamics and can detect potential ensembles of protein binding sites and hidden sites unobservable in a single-point structure. In this study, to demonstrate the utility of virtual screening with protein dynamics, MD simulations were performed on Trypanosoma cruzi spermidine synthase to obtain an ensemble of dominant binding sites with a high probability of existence. The structure of the binding site obtained through MD simulation revealed pockets in addition to the active site that was present in the initial structure. Using the obtained binding site structures, virtual screening of 4.8 million compounds by docking simulation, in vitro assays, and X-ray analysis was conducted, successfully identifying two hit compounds.

2.
Mar Pollut Bull ; 160: 111548, 2020 Nov.
Article in English | MEDLINE | ID: mdl-32805535

ABSTRACT

A model is proposed for the beach process of buoyant marine plastics, specifically its beaching and backwashing, by introducing beaching and backwashing diffusion coefficients and the onshore-offshore advection-diffusion equations of plastics for the upper layers in the beach and adjacent coastal sea. The backwashing diffusion coefficient was estimated from the average residence time of the beached plastics and the beach width, and then the beaching diffusion coefficient was estimated from the flux-balance assumption between the beaching and backwashing fluxes. Finite difference calculations in the staggered-grid system demonstrated that the amount of beached plastics responds as predicted by the linear system analysis when the beach had an exponential decay type of unit impulse response regardless of the ratio between the residence time and the period of beaching flux fluctuation from the nearshore. The condition in which the flux balance assumption holds was also discussed.


Subject(s)
Environmental Monitoring , Plastics , Systems Analysis , Waste Products/analysis
3.
Mol Genet Metab Rep ; 17: 73-79, 2018 Dec.
Article in English | MEDLINE | ID: mdl-30386727

ABSTRACT

We had experienced 117 Japanese Fabry patients (72 males and 45 females) from 1977 to 2006, and then we generated an improved Fabry analysis system in 2007 and have found 196 ones (95 males and 101 females) since then. In this study, we summarized the data of the patients and tried to elucidate the molecular and biochemical characteristics of Japanese Fabry patients. Gene analysis revealed various GLA mutations, including missense mutations (56.5%, 48 types); nonsense mutations (15.9%, 13 types); deletions (12.6%, 13 types); splicing defects (10.1%, 6 types); insertions (1.0%, 2 types), and insertions/deletions (0.5%, 1 type), in the patients that were tested. Amino acid substitutions resulting from the missense mutations found in the classic form patients tended to be localized in the core of the GLA protein, and those in the later-onset ones in the peripheral region. The most commonly identified pathogenic mutations are c.888G > A (p.M296I), c.936 + 919G > A, c.679C > T (p.R227X), c.335G > A (p.R112H), c.334C > T (p.R112C), and c.902G > A (p.R301Q). Among them, c.888G > A (p.M296I) is unique to Japanese Fabry patients. On the other hand, c.936 + 919G > A is a variant that has been frequently detected in Taiwan Chinese Fabry patients, and c.335G > A (p.R112H) in various countries. These are found in later-onset patients, and c.679C > T (p.R227X) and c.334C > T (p.R112C) classic ones. c.902G > A (p.R301Q) is found in both classic and later-onset form patients. A possible functional polymorphism, c.196G > C (p.E66Q), was identified in 0.4% of the subjects who underwent high-risk screening. The biochemical findings including leukocyte α-galactosidase A activity, plasma globotriaosylsphingosine level and urinary globotriaosylceramide in the individual phenotypic groups well reflected the phenotypic differences in this disease. The results will be useful for understanding the basis of Fabry disease in Japan.

4.
Sci Rep ; 7(1): 6666, 2017 07 27.
Article in English | MEDLINE | ID: mdl-28751689

ABSTRACT

Chagas disease results from infection by Trypanosoma cruzi and is a neglected tropical disease (NTD). Although some treatment drugs are available, their use is associated with severe problems, including adverse effects and limited effectiveness during the chronic disease phase. To develop a novel anti-Chagas drug, we virtually screened 4.8 million small molecules against spermidine synthase (SpdSyn) as the target protein using our super computer "TSUBAME2.5" and conducted in vitro enzyme assays to determine the half-maximal inhibitory concentration values. We identified four hit compounds that inhibit T. cruzi SpdSyn (TcSpdSyn) by in silico and in vitro screening. We also determined the TcSpdSyn-hit compound complex structure using X-ray crystallography, which shows that the hit compound binds to the putrescine-binding site and interacts with Asp171 through a salt bridge.


Subject(s)
Chagas Disease/enzymology , Enzyme Inhibitors/pharmacology , Spermidine Synthase/antagonists & inhibitors , Trypanosoma cruzi/enzymology , Binding Sites , Chagas Disease/drug therapy , Computer Simulation , Crystallography, X-Ray , Drug Discovery , Enzyme Inhibitors/therapeutic use , Protozoan Proteins/antagonists & inhibitors , Protozoan Proteins/metabolism , Spermidine Synthase/metabolism , Trypanosoma cruzi/drug effects
5.
Mar Pollut Bull ; 122(1-2): 17-26, 2017 Sep 15.
Article in English | MEDLINE | ID: mdl-28624357

ABSTRACT

Residence times of microplastics were estimated based on the dependence of meso- and macrolitter residence times on their upward terminal velocities (UTVs) in the ocean obtained by one- and two-year mark-recapture experiments conducted on Wadahama Beach, Nii-jima Island, Japan. A significant linear relationship between the residence time and UTV was found in the velocity range of about 0.3-0.9ms-1, while there was no significant difference between the residence times obtained in the velocity range of about 0.9-1.4ms-1. This dependence on the UTV would reflect the uprush-backwash response of the target items to swash waves on the beach. By extrapolating the linear relationship down to the velocity range of microplastics, the residence times of microplastics and the 1D onshore-offshore diffusion coefficients were inferred, and are one to two orders of magnitude greater than the coefficients of the macroplastics.


Subject(s)
Environmental Monitoring , Plastics , Islands , Japan , Water Movements
6.
PLoS One ; 11(10): e0163964, 2016.
Article in English | MEDLINE | ID: mdl-27695081

ABSTRACT

Mucopolysaccharidosis type II (MPS II, Hunter syndrome) is an X-linked genetic disorder caused by a deficiency of iduronate 2-sulfatase (IDS), and missense mutations comprising about 30% of the mutations responsible for MPS II result in heterogeneous phenotypes ranging from the severe to the attenuated form. To elucidate the basis of MPS II from the structural viewpoint, we built structural models of the wild type and mutant IDS proteins resulting from 131 missense mutations (phenotypes: 67 severe and 64 attenuated), and analyzed the influence of each amino acid substitution on the IDS structure by calculating the accessible surface area, the number of atoms affected and the root-mean-square distance. The results revealed that the amino acid substitutions causing MPS II were widely spread over the enzyme molecule and that the structural changes of the enzyme protein were generally larger in the severe group than in the attenuated one. Coloring of the atoms influenced by different amino acid substitutions at the same residue showed that the structural changes influenced the disease progression. Based on these data, we constructed a database of IDS mutations as to the structures of mutant IDS proteins.


Subject(s)
Databases, Nucleic Acid , Glycoproteins/genetics , Mucopolysaccharidosis II/genetics , Mutation , Amino Acid Substitution , Catalytic Domain , Humans , Models, Molecular , Mucopolysaccharidosis II/diagnosis , Mutation, Missense , Phenotype , Protein Conformation , Structure-Activity Relationship
7.
Mol Genet Metab ; 118(3): 190-197, 2016 07.
Article in English | MEDLINE | ID: mdl-27246110

ABSTRACT

Mucopolysaccharidosis type II (MPS II: also called as Hunter syndrome) is an X-linked recessive lysosomal storage disorder characterized by the accumulation of extracellular glycosaminoglycans due to the deficiency of the enzyme iduronate-2-sulfatase (IDS). Previous observations suggested that MPS II can be classified into two distinct disease subtypes: (1) severe type of MPS II involves a decline in the cognitive ability of a patient and (2) attenuated type of MPS II exhibits no such intellectual phenotype. To determine whether such disease subtypes of MPS II could be explained by genetic diagnosis, we analyzed mutations in the IDS gene of 65 patients suffering from MPS II among the Japanese population who were diagnosed with both the accumulation of urinary glycosaminoglycans and a decrease in their IDS enzyme activity between 2004 and 2014. Among the specimens examined, we identified the following mutations: 33 missense, 8 nonsense, 7 frameshift, 4 intronic changes affecting splicing, 8 recombinations involving IDS-IDS2, and 7 other mutations including 4 large deletions. Consistent with the previous data, the results of our study showed that most of the attenuated phenotype was derived from the missense mutations of the IDS gene, whereas mutations associated with a large structural alteration including recombination, splicing, frameshift, and nonsense mutations were linked to the severe phenotype of MPS II. Furthermore, we conducted a homology modeling study of IDS P120R and N534I mutant as representatives of the causative mutation of the severe and attenuated type of MPS II, respectively. We found that the substitution of P120R of the IDS enzyme was predicted to deform the α-helix generated by I119-F123, leading to the major structural alteration of the wild-type IDS enzyme. In sharp contrast, the effect of the structural alteration of N534I was marginal; thus, this mutation was pathogenically predicted to be associated with the attenuated type of MPS II. These results suggest that a combination of the genomic diagnosis of the IDS gene and the structural prediction of the IDS enzyme could enable the prediction of a phenotype more effectively.


Subject(s)
Glycoproteins/chemistry , Glycoproteins/genetics , Mucopolysaccharidosis II/genetics , Mucopolysaccharidosis II/pathology , Mutation , Asian People/genetics , Female , Genetic Predisposition to Disease , Glycosaminoglycans/urine , Humans , Japan , Male , Models, Molecular , Pedigree , Protein Structure, Secondary , Structural Homology, Protein
8.
J Hum Genet ; 60(9): 539-45, 2015 Sep.
Article in English | MEDLINE | ID: mdl-26108143

ABSTRACT

Krabbe disease is an autosomal recessive leukodystrophy caused by a deficiency of the galactocerebrosidase (GALC) enzyme. Hematopoietic stem cells transplantation is the only available treatment option for pre-symptomatic patients. We have previously reported the chaperone effect of N-octyl-4-epi-ß-valienamine (NOEV) on mutant GM1 ß-galactosidase proteins, and in a murine GM1-gangliosidosis model. In this study, we examined its chaperone effect on mutant GALC proteins. We found that NOEV strongly inhibited GALC activity in cell lysates of GALC-transfected COS1 cells. In vitro NOEV treatment stabilized GALC activity under heat denaturation conditions. We also examined the effect of NOEV on cultured COS1 cells expressing mutant GALC activity and human skin fibroblasts from Krabbe disease patients: NOEV significantly increased the enzyme activity of mutants of late-onset forms. Moreover, we confirmed that NOEV could enhance the maturation of GALC precursor to its mature active form. Model structural analysis showed NOEV binds to the active site of human GALC protein. These results, for the first time, provide clear evidence that NOEV is a chaperone with promising potential for patients with Krabbe disease resulting from the late-onset mutations.


Subject(s)
Galactosylceramidase/genetics , Hexosamines/therapeutic use , Leukodystrophy, Globoid Cell/drug therapy , Leukodystrophy, Globoid Cell/genetics , Adult , Age of Onset , Animals , COS Cells , Cells, Cultured , Child , Chlorocebus aethiops , Drug Evaluation, Preclinical , Galactosylceramidase/antagonists & inhibitors , Galactosylceramidase/chemistry , Humans , Infant , Leukodystrophy, Globoid Cell/pathology , Molecular Chaperones/therapeutic use
9.
PLoS One ; 10(5): e0125829, 2015.
Article in English | MEDLINE | ID: mdl-25961853

ABSTRACT

BACKGROUND: Chagas disease, caused by the parasite Trypanosoma cruzi, is a neglected tropical disease that causes severe human health problems. To develop a new chemotherapeutic agent for the treatment of Chagas disease, we predicted a pharmacophore model for T. cruzi dihydroorotate dehydrogenase (TcDHODH) by fragment molecular orbital (FMO) calculation for orotate, oxonate, and 43 orotate derivatives. METHODOLOGY/PRINCIPAL FINDINGS: Intermolecular interactions in the complexes of TcDHODH with orotate, oxonate, and 43 orotate derivatives were analyzed by FMO calculation at the MP2/6-31G level. The results indicated that the orotate moiety, which is the base fragment of these compounds, interacts with the Lys43, Asn67, and Asn194 residues of TcDHODH and the cofactor flavin mononucleotide (FMN), whereas functional groups introduced at the orotate 5-position strongly interact with the Lys214 residue. CONCLUSIONS/SIGNIFICANCE: FMO-based interaction energy analyses revealed a pharmacophore model for TcDHODH inhibitor. Hydrogen bond acceptor pharmacophores correspond to Lys43 and Lys214, hydrogen bond donor and acceptor pharmacophores correspond to Asn67 and Asn194, and the aromatic ring pharmacophore corresponds to FMN, which shows important characteristics of compounds that inhibit TcDHODH. In addition, the Lys214 residue is not conserved between TcDHODH and human DHODH. Our analysis suggests that these orotate derivatives should preferentially bind to TcDHODH, increasing their selectivity. Our results obtained by pharmacophore modeling provides insight into the structural requirements for the design of TcDHODH inhibitors and their development as new anti-Chagas drugs.


Subject(s)
Drug Design , Models, Molecular , Trypanocidal Agents/chemistry , Chagas Disease/drug therapy , Chagas Disease/parasitology , Dihydroorotate Dehydrogenase , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Humans , Molecular Conformation , Oxidoreductases Acting on CH-CH Group Donors/antagonists & inhibitors , Oxidoreductases Acting on CH-CH Group Donors/chemistry , Protein Binding , Trypanocidal Agents/pharmacology , Trypanosoma cruzi/drug effects , Trypanosoma cruzi/enzymology
10.
Clin Nephrol ; 83(5): 301-8, 2015 May.
Article in English | MEDLINE | ID: mdl-25295576

ABSTRACT

We report the case of a 42-yearold woman diagnosed with heterozygous Fabry disease (FD) due to a novel α-galactosidase A Pro210Ser mutation and exhibiting a unique distribution of synaptopodin within podocytes. The patient was referred to our hospital with moderate proteinuria, and a renal biopsy was performed. Light microscopic examination of the specimen revealed diffuse global enlargement of podocytes, which also showed foamy changes. Electron microscopy revealed abundant myeloid bodies in podocytes and focal mitochondrial abnormalities within the tubules. The patient exhibited none of the characteristic symptoms of FD except hypohidrosis and had no obvious family history. Genetic analysis revealed a novel missense mutation (Pro210Ser) in the α-galactosidase A gene. She was ultimately diagnosed with FD based on immunohistochemical staining indicating large amounts of accumulated globotriaosylceramide in her podocytes, detection of urinary globotriaosylceramide secretion using high-performance thin-layer chromatography/ immunostaining, and structural modeling of the mutated α-galactosidase A (Pro210Ser). Immunostaining of the swollen and foamy podocytes using podocyte-associated antibodies (against podocalyxin, Wilms tumor-1, vimentin, and synaptopodin) revealed a unique distribution of synaptopodin surrounding globotriaosylceramide. To our knowledge, this is the first report of immunohistologically detected synaptopodin upregulation in foamy podocytes in a patient with FD.


Subject(s)
Fabry Disease/genetics , Heterozygote , Microfilament Proteins/analysis , Mutation, Missense , Podocytes/chemistry , Vacuoles/chemistry , alpha-Galactosidase/genetics , Adult , Biopsy , DNA Mutational Analysis , Enzyme Replacement Therapy , Fabry Disease/diagnosis , Fabry Disease/drug therapy , Fabry Disease/enzymology , Female , Genetic Predisposition to Disease , Humans , Immunohistochemistry , Microscopy, Electron , Microscopy, Fluorescence , Models, Molecular , Phenotype , Podocytes/ultrastructure , Trihexosylceramides/analysis , Vacuoles/ultrastructure , alpha-Galactosidase/therapeutic use
11.
Biochem Biophys Res Commun ; 456(1): 245-9, 2015 Jan 02.
Article in English | MEDLINE | ID: mdl-25446078

ABSTRACT

Hydrogen sulfide (H2S) is a gaseous regulatory factor produced by several enzymes, and plays a pivotal role in processes such as proliferation or vasodilation. Recent reports demonstrated the physiological and pathophysiological functions of H2S in neurons. PTEN is a target of nitric oxide (NO) or hydrogen peroxide, and the oxidative modification of cysteine (Cys) residue(s) attenuates its enzymatic activity. In the present study, we assessed the effect of H2S on the direct modification of PTEN and the resulting downstream signaling. A modified biotin switch assay in SH-SY5Y human neuroblastoma cells revealed that PTEN is S-sulfhydrated endogenously. Subsequently, site-directed mutagenesis demonstrated that both Cys71 and Cys124 in PTEN are targets for S-sulfhydration. Further, the knockdown of cystathionine ß-synthetase (CBS) using siRNA decreased this modification in a manner that was correlated to amount of H2S. PTEN was more sensitive to NO under these conditions. These results suggest that the endogenous S-sulfhydration of PTEN via CBS/H2S plays a role in preventing the S-nitrosylation that would inhibition its enzymatic activity under physiological conditions.


Subject(s)
Hydrogen Sulfide/chemistry , Nitric Oxide/chemistry , PTEN Phosphohydrolase/chemistry , PTEN Phosphohydrolase/genetics , Proto-Oncogene Proteins c-akt/chemistry , Sulfur/chemistry , Biotin/chemistry , Cell Line, Tumor , Cystathionine beta-Synthase/chemistry , Cysteine/chemistry , Humans , Mutagenesis, Site-Directed , Neuroblastoma/metabolism , Neurons/metabolism , Oxidative Stress , Plasmids/metabolism , RNA, Small Interfering/metabolism , Signal Transduction , Transfection
12.
Mol Genet Metab ; 111(2): 107-12, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24480078

ABSTRACT

Allelic mutations, predominantly missense ones, of the α-l-iduronidase (IDUA) gene cause mucopolysaccharidosis type I (MPS I), which exhibits heterogeneous phenotypes. These phenotypes are basically classified into severe, intermediate, and attenuated types. We previously examined the structural changes in IDUA due to MPS I by homology modeling, but the reliability was limited because of the low sequence identity. In this study, we built new structural models of mutant IDUAs due to 57 amino acid substitutions that had been identified in 27 severe, 1 severe-intermediate, 13 intermediate, 1 attenuated-intermediate and 15 attenuated type MPS I patients based on the crystal structure of human IDUA, which was recently determined by us. The structural changes were examined by calculating the root-mean-square distances (RMSD) and the number of atoms influenced by the amino acid replacements. The results revealed that the structural changes of the enzyme protein tended to be correlated with the severity of the disease. Then we focused on the structural changes resulting from amino acid replacements in the immunoglobulin-like domain and adjacent region, of which the structure had been missing in the IDUA model previously built. Coloring of atoms influenced by an amino acid substitution was performed in each case and the results revealed that the structural changes occurred in a region far from the active site of IDUA, suggesting that they affected protein folding. Structural analysis is thus useful for elucidation of the basis of MPS I.


Subject(s)
Amino Acid Substitution , Iduronidase/chemistry , Models, Molecular , Mucopolysaccharidosis I/genetics , Mutation , Catalytic Domain , Gene Expression , Humans , Iduronidase/genetics , Iduronidase/isolation & purification , Mucopolysaccharidosis I/enzymology , Mucopolysaccharidosis I/pathology , Protein Folding , Protein Structure, Secondary , Protein Structure, Tertiary , Severity of Illness Index , Structural Homology, Protein , Structure-Activity Relationship
13.
Gene ; 534(2): 144-54, 2014 Jan 25.
Article in English | MEDLINE | ID: mdl-24252386

ABSTRACT

Krabbe disease is an autosomal recessive leukodystrophy caused by the deficiency of the galactocerebrosidase (GALC) enzyme. It is pathologically characterized by demyelination of the central and peripheral nervous systems by accumulation of galactosylsphingosine. To date, more than 120 mutations in the GALC gene have been reported worldwide and genotype-phenotype correlations have been reported in some types of mutations. In this study, we analyzed 22 unreported Japanese patients with Krabbe disease and summarized a total of 51 Japanese patients, including 29 previously reported patients. To elucidate how GALC mutations impair enzymatic activity, multiple disease-causing mutations including common mutations and polymorphisms were investigated for enzymatic activity and precursor processing ability with transient expression system. We also performed 3-D enzyme structure analysis to determine the effect of each new mutation. Five novel mutations were detected including one deletion c.1808delT [p.L603X], one nonsense mutation c.1023C>G [p.Y341X], and three missense mutations c.209T>C [p.L70P], c.1054G>A [p.G352R], and c.1937G>C [p.G646A]. For the total of 51 patients, 59% had late-onset forms of Krabbe disease. Seven common mutations accounted for 58% of mutant alleles of patients with Krabbe disease in Japan. Infantile-onset mutations had almost no enzyme activity, while late-onset mutations had 4%-20% of normal enzyme activity. The processing rate of precursor GALC protein to mature form was slower for infantile-onset mutations. Heat stability of the mutant proteins revealed that p.G270D was more stable compared to the other mutations. The constructed 3D-model showed that the residues for Krabbe mutations were less solvent-accessible and located in the core region of GALC protein. In conclusion, we have demonstrated that the most common phenotype in Japan is the late-onset type, that the enzyme activity for GALC mutants is correlated with mutational severity, and that the most pathogenic factor is due to the processing rate from the precursor to the mature protein.


Subject(s)
Asian People/genetics , Galactosylceramidase/genetics , Leukodystrophy, Globoid Cell/genetics , Mutation , Adolescent , Adult , Aged , Alleles , Child , Child, Preschool , Galactosylceramidase/metabolism , Humans , Infant , Infant, Newborn , Japan , Leukodystrophy, Globoid Cell/enzymology , Middle Aged , Phenotype , Polymorphism, Genetic , Young Adult
14.
Mol Genet Metab Rep ; 1: 288-298, 2014.
Article in English | MEDLINE | ID: mdl-27896103

ABSTRACT

Fabry disease is an X-linked genetic disorder characterized by deficient activity of α-galactosidase A (GLA) and accumulation of glycolipids, and various GLA gene mutations lead to a wide range of clinical phenotypes from the classic form to the later-onset one. To investigate the biochemical heterogeneity and elucidate the basis of the disease using available clinical samples, we measured GLA activity, GLA protein and accumulated globotriaosylsphingosine (Lyso-Gb3), a biomarker of this disease, in plasma samples from Fabry patients. The analysis revealed that both the enzyme activity and the protein level were apparently decreased, and the enzyme activity was well correlated with the protein level in many Fabry patients. In these cases, a defect of biosynthesis or excessive degradation of mutant GLAs should be involved in the pathogenesis, and the residual protein level would determine the accumulation of Lyso-Gb3 and the severity of the disease. However, there are some exceptional cases, i.e., ones harboring p.C142Y, p.R112H and p.M296I, who exhibit a considerable amount of GLA protein. Especially, a subset of Fabry patients with p.R112H or p.M296I has been attracted interest because the patients exhibit almost normal plasma Lyso-Gb3 concentration. Structural analysis revealed that C142Y causes a structural change at the entrance of the active site. It will lead to a complete enzyme activity deficiency, resulting in a high level of plasma Lyso-Gb3 and the classic Fabry disease. On the other hand, it is thought that R112H causes a relatively large structural change on the molecular surface, and M296I a small one in a restricted region from the core to the surface, both the structural changes being far from the active site. These changes will cause not only partial degradation but also degeneration of the mutant GLA proteins, and the degenerated enzymes exhibiting small and residual activity remain and probably facilitate degradation of Lyso-Gb3 in plasma, leading to the later-onset phenotype. The results of this comprehensive analysis will be useful for elucidation of the basis of Fabry disease.

15.
Curr Comput Aided Drug Des ; 9(3): 396-401, 2013 Sep.
Article in English | MEDLINE | ID: mdl-24010935

ABSTRACT

The growing power of central processing units (CPU) has made it possible to use quantum mechanical (QM) calculations for in silico drug discovery. However, limited CPU power makes large-scale in silico screening such as virtual screening with QM calculations a challenge. Recently, general-purpose computing on graphics processing units (GPGPU) has offered an alternative, because of its significantly accelerated computational time over CPU. Here, we review a GPGPU-based supercomputer, TSUBAME2.0, and its promise for next generation in silico drug discovery, in high-density (HD) silico drug discovery.


Subject(s)
Computer-Aided Design , Drug Design , Computer Graphics , Computer Simulation , Quantum Theory , Software
16.
Proc Natl Acad Sci U S A ; 110(36): 14628-33, 2013 Sep 03.
Article in English | MEDLINE | ID: mdl-23959878

ABSTRACT

N-glycosylation is a major posttranslational modification that endows proteins with various functions. It is established that N-glycans are essential for the correct folding and stability of some enzymes; however, the actual effects of N-glycans on their activities are poorly understood. Here, we show that human α-l-iduronidase (hIDUA), of which a dysfunction causes accumulation of dermatan/heparan sulfate leading to mucopolysaccharidosis type I, uses its own N-glycan as a substrate binding and catalytic module. Structural analysis revealed that the mannose residue of the N-glycan attached to N372 constituted a part of the substrate-binding pocket and interacted directly with a substrate. A deglycosylation study showed that enzyme activity was highly correlated with the N-glycan attached to N372. The kinetics of native and deglycosylated hIDUA suggested that the N-glycan is also involved in catalytic processes. Our study demonstrates a previously unrecognized function of N-glycans.


Subject(s)
Iduronidase/chemistry , Iduronidase/metabolism , Models, Molecular , Polysaccharides/chemistry , Polysaccharides/metabolism , Amino Acid Sequence , Binding Sites , Biocatalysis , Circular Dichroism , Crystallography, X-Ray , Dermatan Sulfate/metabolism , Electrophoresis, Polyacrylamide Gel , Heparitin Sulfate/metabolism , Humans , Iduronidase/genetics , Kinetics , Mannose/chemistry , Mannose/metabolism , Molecular Sequence Data , Mucopolysaccharidosis I/enzymology , Mucopolysaccharidosis I/metabolism , Mutation , Protein Binding , Protein Structure, Tertiary , Sequence Homology, Amino Acid , Substrate Specificity
17.
Expert Opin Drug Discov ; 8(8): 951-64, 2013 Aug.
Article in English | MEDLINE | ID: mdl-23682717

ABSTRACT

INTRODUCTION: G protein-coupled receptors (GPCRs) are integral membrane proteins which contain seven-transmembrane-spanning alpha-helices. GPCR-mediated signaling has been associated with various human diseases, positioning GPCRs as attractive targets in the drug discovery field. Recently, through advances in protein engineering and crystallography, the number of resolved GPCR structures has increased dramatically. This growing availability of GPCR structures has greatly accelerated structure-based drug design (SBDD) and in silico screening for GPCR-targeted drug discovery. AREAS COVERED: The authors introduce the current status of X-ray crystallography of GPCRs and what has been revealed from the resolved crystal structures. They also review the recent advances in SBDD and in silico screening for GPCR-targeted drug discovery and discuss a docking study, using homology modeling, with the discovery of potent antagonists of the vasopressin 1b receptor. EXPERT OPINION: Several innovative protein engineering techniques and crystallographic methods have greatly accelerated SBDD, not only for already-resolved GPCRs but also for those structures which remain unclear. These technological advances are expected to enable the determination of GPCR-fragment complexes, making it practical to perform fragment-based drug discovery. This paves the way for a new era of GPCR-targeted drug discovery.


Subject(s)
Models, Molecular , Receptors, G-Protein-Coupled/antagonists & inhibitors , Receptors, G-Protein-Coupled/chemistry , Animals , Computer Simulation , Humans , Protein Conformation
18.
PLoS One ; 8(12): e84267, 2013.
Article in English | MEDLINE | ID: mdl-24386359

ABSTRACT

Missense mutations in the α-galactosidase A (GLA) gene comprising the majority of mutations responsible for Fabry disease result in heterogeneous phenotypes ranging from the early onset severe "classic" form to the "later-onset" milder form. To elucidate the molecular basis of Fabry disease from the viewpoint of structural biology, we comprehensively examined the effects of different substitutions at the same residue in the amino acid sequence of GLA on the structural change in the enzyme molecule and the clinical phenotype by calculating the number of atoms affected and the root-mean-square-distance value, and by coloring of the atoms influenced by the amino acid replacements. The results revealed that the severity of the structural change influences the disease progression, i.e., a small structural change tends to lead to the later-onset form and a large one to the classic form. Furthermore, the study revealed the residues important for expression of the GLA activity, i.e., residues involved in construction of the active site, a disulfide bond or a dimer. Structural study from such a viewpoint is useful for elucidating the basis of Fabry disease.


Subject(s)
Amino Acid Substitution , alpha-Galactosidase/chemistry , alpha-Galactosidase/genetics , Amino Acid Sequence , Fabry Disease/enzymology , Fabry Disease/genetics , Humans , Models, Molecular , Mutation, Missense , Phenotype , Protein Conformation , alpha-Galactosidase/metabolism
19.
Expert Opin Drug Discov ; 8(1): 1-5, 2013 Jan.
Article in English | MEDLINE | ID: mdl-23121309

ABSTRACT

The ever-increasing rate of drug discovery data has complicated data analysis and potentially compromised data quality due to factors such as data handling errors. Parallel to this concern is the rise in blatant scientific misconduct. Combined, these problems highlight the importance of developing a method that can be used to systematically assess data quality. Benford's law has been used to discover data manipulation and data fabrication in various fields. In the authors' previous studies, it was demonstrated that the distribution of the corresponding activity and solubility data followed Benford's law distribution. It was also shown that too intense a selection of training data sets of regression model can disrupt Benford's law. Here, the authors present the application of Benford's law to a wider range of drug discovery data such as microarray and sequence data. They also suggest that Benford's law could also be applied to model building and reliability for structure-activity relationship study. Finally, the authors propose a protocol based on Benford's law which will provide researchers with an efficient method for data quality assessment. However, multifaceted quality control such as combinatorial use with data visualization may also be needed to further improve its reliability.


Subject(s)
Databases, Factual/standards , Drug Discovery/standards , Research Design/standards , Drug Discovery/methods , Drug Discovery/statistics & numerical data , Humans , Quality Control , Reproducibility of Results , Scientific Misconduct , Statistics as Topic/standards
20.
J Med Chem ; 55(17): 7772-85, 2012 Sep 13.
Article in English | MEDLINE | ID: mdl-22905713

ABSTRACT

Several p38 MAPK inhibitors have been shown to effectively block the production of cytokines such as IL-1ß, TNFα, and IL-6. Inhibitors of p38 MAP kinase therefore have significant therapeutic potential for the treatment of autoimmune disease. Compound 2a was identified as a potent TNFα production inhibitor in vitro but suffered from poor oral bioavailability. Structural modification of 2a led to the discovery of tetrahydropyrazolopyrimidine derivatives, exemplified by compound 3, with an improved pharmacokinetic profile. We found that blocking metabolism at the methyl group of the amine and constructing the tetrahydropyrimidine core were important to obtaining compounds with good biological profiles and oral bioavailability. Pursuing the structure-activity relationships of this series led to the discovery of AS1940477 (3f), with excellent cellular activity and a favorable pharmacokinetic profile. This compound represents a highly potent inhibitor of p38 MAP kinase with regard to in vivo activity in an adjuvant-induced arthritis model.


Subject(s)
Protein Kinase Inhibitors/pharmacology , p38 Mitogen-Activated Protein Kinases/antagonists & inhibitors , Biological Availability , Humans , Magnetic Resonance Spectroscopy , Mass Spectrometry , Protein Kinase Inhibitors/chemical synthesis , Protein Kinase Inhibitors/pharmacokinetics
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