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1.
Biochem Biophys Res Commun ; 614: 207-212, 2022 07 23.
Article in English | MEDLINE | ID: mdl-35617879

ABSTRACT

Simple, highly sensitive detection technologies for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) are crucial for the effective implementation of public health policies. We used the systematic evolution of ligands by exponential enrichment with a modified DNA library, including a base-appended base (uracil with a guanine base at its fifth position), to create an aptamer with a high affinity for the receptor-binding domain (RBD) of the SARS-CoV-2 spike glycoprotein. The aptamer had a dissociation constant of 1.2 and < 1 nM for the RBD and spike trimer, respectively. Furthermore, enzyme-linked aptamer assays confirmed that the aptamer binds to isolated authentic SARS-CoV-2 wild-type and B.1.617.2 (delta variant). The binding signal was larger that of commercially available anti-SARS-CoV-2 RBD antibody. Thus, this aptamer as a sensing element will enable the highly sensitive detection of SARS-CoV-2.


Subject(s)
COVID-19 , SARS-CoV-2 , Antibodies, Viral , DNA/metabolism , Humans , Oligonucleotides/metabolism , Protein Binding , SARS-CoV-2/genetics , Spike Glycoprotein, Coronavirus
2.
BMC Bioinformatics ; 21(1): 263, 2020 Jun 24.
Article in English | MEDLINE | ID: mdl-32580745

ABSTRACT

BACKGROUND: The combination of systematic evolution of ligands by exponential enrichment (SELEX) and deep sequencing is termed high-throughput (HT)-SELEX, which enables searching aptamer candidates from a massive amount of oligonucleotide sequences. A clustering method is an important procedure to identify sequence groups including aptamer candidates for evaluation with experimental analysis. In general, aptamer includes a specific target binding region, which is necessary for binding to the target molecules. The length of the target binding region varies depending on the target molecules and/or binding styles. Currently available clustering methods for HT-SELEX only estimate clusters based on the similarity of full-length sequences or limited length of motifs as target binding regions. Hence, a clustering method considering the target binding region with different lengths is required. Moreover, to handle such huge data and to save sequencing cost, a clustering method with fast calculation from a single round of HT-SELEX data, not multiple rounds, is also preferred. RESULTS: We developed fast string-based clustering (FSBC) for HT-SELEX data. FSBC was designed to estimate clusters by searching various lengths of over-represented strings as target binding regions. FSBC was also designed for fast calculation with search space reduction from a single round, typically the final round, of HT-SELEX data considering imbalanced nucleobases of the aptamer selection process. The calculation time and clustering accuracy of FSBC were compared with those of four conventional clustering methods, FASTAptamer, AptaCluster, APTANI, and AptaTRACE, using HT-SELEX data (>15 million oligonucleotide sequences). FSBC, AptaCluster, and AptaTRACE could complete the clustering for all sequence data, and FSBC and AptaTRACE performed higher clustering accuracy. FSBC showed the highest clustering accuracy and had the second fastest calculation speed among all methods compared. CONCLUSION: FSBC is applicable to a large HT-SELEX dataset, which can facilitate the accurate identification of groups including aptamer candidates. AVAILABILITY OF DATA AND MATERIALS: FSBC is available at http://www.aoki.ecei.tohoku.ac.jp/fsbc/.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , SELEX Aptamer Technique/methods , Aptamers, Nucleotide/chemistry , Aptamers, Nucleotide/metabolism , Cluster Analysis , Software
3.
Int J Mol Sci ; 21(8)2020 Apr 13.
Article in English | MEDLINE | ID: mdl-32294882

ABSTRACT

Human C-reactive protein (CRP) and lactate dehydrogenase are important markers in clinical laboratory testing-the former is used to detect in vivo inflammation, and the latter is used to detect cell necrosis and tissue destruction. We developed aptamers that bind to human CRP and human lactate dehydrogenase-5 (LDH-5) with high affinities (dissociation constants of 6.2 pM and 235 pM, respectively), applying the systematic evolution of ligands by exponential enrichment (SELEX) method, and by using a modified DNA library containing the following base-appended base modifications: analog adenine derivative at the fifth position of uracil (Uad), analog guanine derivative at the fifth position of uracil (Ugu), and analog adenine derivative at the seventh position of adenine (Aad). A potential application of these aptamers as sensor elements includes high-sensitivity target detection in point-of-care testing.


Subject(s)
Aptamers, Nucleotide/genetics , C-Reactive Protein/genetics , Lactate Dehydrogenase 5/genetics , Aptamers, Nucleotide/chemistry , Base Sequence , DNA, Single-Stranded , Gene Library , Humans , Molecular Structure , SELEX Aptamer Technique
4.
Anal Biochem ; 594: 113627, 2020 04 01.
Article in English | MEDLINE | ID: mdl-32067984

ABSTRACT

We used base-appended base modification to develop a new adenine analog, which incorporates an adenine derivative at position 7 of adenine. Using the systematic evolution of ligands by exponential enrichment method with a modified DNA library including this analog, we obtained Aad1, an aptamer that binds strongly to human ß-defensin 2, a biomarker of physical stress found in saliva. The dissociation constant of Aad1 with respect to human ß-defensin 2 was found to be low (6.8 nM), and was found to bind specifically to human ß-defensin 2 in saliva spiked with the protein, as confirmed using pull-down with magnetic beads. To our knowledge, there are no prior reports of nucleic-acid aptamers that bind specifically to human ß-defensin 2. However, our results indicated that such adenine analog-containing DNA libraries are extremely effective in the acquisition of high-affinity aptamers.


Subject(s)
Adenine/analogs & derivatives , Aptamers, Nucleotide/metabolism , SELEX Aptamer Technique/methods , beta-Defensins/metabolism , Humans , Protein Binding , Saliva/metabolism
5.
Anal Chem ; 92(2): 1780-1787, 2020 01 21.
Article in English | MEDLINE | ID: mdl-31855403

ABSTRACT

The field of care testing toward the analysis of blood and saliva lacks nowadays simple test techniques for biomarkers. In this study, we have developed a novel nucleobase analog, Ugu, which is a uracil derivative bearing a guanine base at the 5-position. Moreover, we attempted the development of aptamers that can bind to secretory immunoglobulin A (SIgA), which has been examined as a stress marker in human saliva. It was observed that the acquired aptamer binds strongly and selectively to the SIgA dimer (Kd = 13.6 nM) without binding to the IgG and IgA monomers of human serum. Reduction of the aptamer length (41 mer) successfully improved 4-fold the binding affinity (Kd = 3.7 nM), compared to the original, longer aptamer (78 mer). Furthermore, the development of a simple detection system for human saliva samples by fluorescence polarization was investigated, using the reported human salivary α-amylase (sAA) and the SIgA-binding aptamer. Comparison of the present method with conventional enzyme-linked immunosorbent assay techniques highlighted a significant Pearson's correlation of 0.94 and 0.83 when targeting sAA and SIgA, respectively. It is thus strongly suggested that a new simple test of stress markers in human saliva can be quantified quickly without bound/free (B/F) separation.


Subject(s)
Aptamers, Nucleotide/chemistry , Fluorescence Polarization , Immunoglobulin A, Secretory/analysis , Saliva/chemistry , Biomarkers/analysis , Humans , Surface Plasmon Resonance
6.
Sci Rep ; 7: 42716, 2017 03 03.
Article in English | MEDLINE | ID: mdl-28256555

ABSTRACT

We have attained a chemically modified DNA aptamer against salivary α-amylase (sAA), which attracts researchers' attention as a useful biomarker for assessing human psychobiological and social behavioural processes, although high affinity aptamers have not been isolated from a random natural DNA library to date. For the selection, we used the base-appended base (BAB) modification, that is, a modified-base DNA library containing (E)-5-(2-(N-(2-(N6-adeninyl)ethyl))carbamylvinyl)-uracil in place of thymine. After eight rounds of selection, a 75 mer aptamer, AMYm1, which binds to sAA with extremely high affinity (Kd < 1 nM), was isolated. Furthermore, we have successfully determined the 36-mer minimum fragment, AMYm1-3, which retains target binding activity comparable to the full-length AMYm1, by surface plasmon resonance assays. Nuclear magnetic resonance spectral analysis indicated that the minimum fragment forms a specific stable conformation, whereas the predicted secondary structures were suggested to be disordered forms. Thus, DNA libraries with BAB-modifications can achieve more diverse conformations for fitness to various targets compared with natural DNA libraries, which is an important advantage for aptamer development. Furthermore, using AMYm1, a capillary gel electrophoresis assay and lateral flow assay with human saliva were conducted, and its feasibility was demonstrated.


Subject(s)
Aptamers, Nucleotide/chemistry , Saliva/chemistry , Biomarkers/analysis , Humans , SELEX Aptamer Technique/methods , Uracil/analogs & derivatives
7.
Protein J ; 27(7-8): 409-19, 2008 Dec.
Article in English | MEDLINE | ID: mdl-19048362

ABSTRACT

Proteome analysis of human hepatocellular carcinoma was conducted using two-dimensional difference gel electrophoresis, and the protein expression profiles were compared to the mRNA expression profiles made from serial analysis of gene expression (SAGE) in identical samples from a single patient. Image-to-image analysis of protein abundances together with protein identification by peptide mass fingerprinting yielded the protein expression profiles. A total of 188 proteins were identified, and the expression profiles of 164 proteins which had the corresponding SAGE data were compared to the mRNA expression profiles. Among them, 40 proteins showed significant differences in the mRNA expression levels between non HCC and HCC. We compared expression changes of proteins with those of mRNAs. We found that the expression tendency of 24 proteins were similar to that of mRNA, whereas 16 proteins showed different or opposite tendency to the mRNA expression.


Subject(s)
Carcinoma, Hepatocellular/metabolism , Gene Expression Profiling/methods , Liver Neoplasms/metabolism , Liver/metabolism , Proteome , Carcinoma, Hepatocellular/genetics , Electrophoresis, Gel, Two-Dimensional , Humans , Liver Neoplasms/genetics , Male , Middle Aged , Proteome/biosynthesis , Proteome/genetics , RNA/biosynthesis , RNA/genetics , Reverse Transcriptase Polymerase Chain Reaction
8.
J Mol Biol ; 378(2): 436-46, 2008 Apr 25.
Article in English | MEDLINE | ID: mdl-18367206

ABSTRACT

L-Lactate oxidase (LOX) belongs to a family of flavin mononucleotide (FMN)-dependent alpha-hydroxy acid-oxidizing enzymes. Previously, the crystal structure of LOX (pH 8.0) from Aerococcus viridans was solved, revealing that the active site residues are located around the FMN. Here, we solved the crystal structures of the same enzyme at pH 4.5 and its complex with d-lactate at pH 4.5, in an attempt to analyze the intermediate steps. In the complex structure, the D-lactate resides in the substrate-binding site, but interestingly, an active site base, His265, flips far away from the D-lactate, as compared with its conformation in the unbound state at pH 8.0. This movement probably results from the protonation of His265 during the crystallization at pH 4.5, because the same flip is observed in the structure of the unbound state at pH 4.5. Thus, the present structure appears to mimic an intermediate after His265 abstracts a proton from the substrate. The flip of His265 triggers a large structural rearrangement, creating a new hydrogen bonding network between His265-Asp174-Lys221 and, furthermore, brings molecular oxygen in between D-lactate and His265. This mimic of the ternary complex intermediate enzyme-substrate-O(2) could explain the reductive half-reaction mechanism to release pyruvate through hydride transfer. In the mechanism of the subsequent oxidative half-reaction, His265 flips back, pushing molecular oxygen into the substrate-binding site as the second substrate, and the reverse reaction takes place to produce hydrogen peroxide. During the reaction, the flip-flop action of His265 has a dual role as an active base/acid to define the major chemical steps. Our proposed reaction mechanism appears to be a common mechanistic strategy for this family of enzymes.


Subject(s)
Lactic Acid/chemistry , Mixed Function Oxygenases/chemistry , Streptococcaceae/enzymology , Amino Acid Sequence , Amino Acids/chemistry , Binding Sites , Crystallography, X-Ray , Hydrogen Bonding , Hydrogen-Ion Concentration , Mixed Function Oxygenases/genetics , Molecular Sequence Data , Mutation , Oxidation-Reduction
9.
Biochim Biophys Acta ; 1784(5): 764-72, 2008 May.
Article in English | MEDLINE | ID: mdl-18359300

ABSTRACT

Hepatocellular carcinoma (HCC) is one of the most common and aggressive human malignancies. Although several major risks related to HCC, e.g., hepatitis B and/or hepatitis C virus infection, aflatoxin B1 exposure, alcohol drinking and genetic defects have been revealed, the molecular mechanisms leading to the initiation and progression of HCC have not been clarified. To reduce the mortality and improve the effectiveness of therapy, it is important to detect the proteins which are associated with tumor progression and may be useful as potential therapeutic or diagnosis targets. However, previous studies have not yet revealed the associations among HCC cells, histological grade and AFP. Here, we performed two-dimensional difference gel electrophoresis (2D-DIGE) combined with MS for 18 HCC patients. To focus not on individual proteins but on multiple proteins associated with pathogenesis, we introduce the supervised feature selection based on stochastic gradient boosting (SGB) for identifying protein spots that discriminate HCC/non HCC, histological grade of moderate/well and high alpha-fetoprotein (AFP)/low AFP level without arbitrariness. We detected 18, 25 and 27 protein spots associated with HCC, histological grade and AFP level, respectively. We confirmed that SGB is able to identify the known HCC-related proteins, e.g., heat shock proteins, carbonic anhydrase 2. Moreover, we identified the differentially expressed proteins associated with histological grade of HCC and AFP level and found that aldo-keto reductase 1B10 (AKR1B10) is related to well differentiated HCC, keratin 8 (KRT8) is related to both histological grade and AFP level and protein disulfide isomerase-associated 3 (PDIA3) is associated with both HCC and AFP level. Our pilot study provides new insights on understanding the pathogenesis of HCC, histological grade and AFP level.


Subject(s)
Carcinoma, Hepatocellular/chemistry , Liver Neoplasms/chemistry , Proteomics , Adult , Aged , Electrophoresis, Gel, Two-Dimensional , Female , Humans , Male , Middle Aged , Neoplasm Proteins/analysis , alpha-Fetoproteins/metabolism
10.
Biochem Biophys Res Commun ; 366(1): 186-92, 2008 Feb 01.
Article in English | MEDLINE | ID: mdl-18060859

ABSTRACT

Proteome analysis of human hepatocellular carcinoma (HCC) was done using two-dimensional difference gel electrophoresis. To gain an understanding of the molecular events accompanying HCC development, we compared the protein expression profiles of HCC and non-HCC tissue from 14 patients to the mRNA expression profiles of the same samples made from a cDNA microarray. A total of 125 proteins were identified, and the expression profiles of 93 proteins (149 spots) were compared to the mRNA expression profiles. The overall protein expression ratios correlated well with the mRNA ratios between HCC and non-HCC (Pearson's correlation coefficient: r=0.73). Particularly, the HCC/non-HCC expression ratios of proteins involved in metabolic processes showed significant correlation to those of mRNA (r=0.9). A considerable number of proteins were expressed as multiple spots. Among them, several proteins showed spot-to-spot differences in expression level and their expression ratios between HCC and non-HCC poorly correlated to mRNA ratios. Such multi-spotted proteins might arise as a consequence of post-translational modifications.


Subject(s)
Biomarkers, Tumor/metabolism , Carcinoma, Hepatocellular/metabolism , Liver Neoplasms/metabolism , Liver/metabolism , Neoplasm Proteins/metabolism , Proteome/metabolism , Transcription Factors/metabolism , Aged , Female , Gene Expression Profiling , Humans , Male , Middle Aged , Tumor Cells, Cultured
11.
J Biosci Bioeng ; 103(2): 167-73, 2007 Feb.
Article in English | MEDLINE | ID: mdl-17368400

ABSTRACT

Amylomaltase from Thermus aquaticus catalyzes three types of transglycosylation reaction, as well as a weak hydrolytic reaction of alpha-1,4 glucan. From our previous study [Fujii et al., Appl. Environ. Microbiol., 71, 5823-5827 (2005)], tyrosine 54 (Y54) was identified as an amino acid controlling the reaction specificity of this enzyme. Since Y54 is not located around the active site but in the proposed second glucan binding site that is 14 A away from catalytic residues, the functions of Y54 and the second glucan binding site are of great interest. In this study, we introduced mutations into another tyrosine (Y101) in the second glucan binding site. The obtained mutated enzymes were subjected to all four types of enzyme assay and the effects of mutations on the reaction specificities of these enzymes were comprehensively investigated. These studies indicated that the amino acid substitution at Y54 or Y101 for removing their aromatic side chain increases cyclization activity (intra-molecular transglycosylation reaction) but decreases disproportionation, coupling and hydrolytic activities (inter-molecular reactions). The superimposition of the reported structures of the enzyme with and without substrate analog revealed the occurrence of a conformational change in which a donor binding site becomes open. From lines of evidence, we conclude that the binding of glucan substrate to the second glucan binding site through an interaction with the aromatic side chains of Y54 and Y101 is a trigger for the enzyme to take a completely active conformation for all four types of activity, but prevents the cyclization reaction to occur since the flexibility of the glucan is restricted by such binding.


Subject(s)
Cyclodextrins/biosynthesis , Glucans/chemistry , Glycogen Debranching Enzyme System/chemistry , Thermus/enzymology , Binding Sites/genetics , Cyclodextrins/chemistry , Glycogen Debranching Enzyme System/genetics , Glycogen Debranching Enzyme System/isolation & purification , Mutation , Protein Conformation , Substrate Specificity , Tyrosine/chemistry , Tyrosine/genetics
12.
Biotechnol Lett ; 27(22): 1777-84, 2005 Nov.
Article in English | MEDLINE | ID: mdl-16314970

ABSTRACT

Our current knowledge of protein unfolding is overwhelmingly related to reversible denaturation. However, to engineer thermostable enzymes for industrial applications and medical diagnostics, it is necessary to consider irreversible denaturation processes and/or the entire quaternary structure. In this study we have used lactate oxidase (LOD), which is employed in lactic acid sensors, as a model example to design thermostable variants by rational design. Twelve mutant proteins were tested and one of them displayed a markedly greater thermostability than all the mutants we had previously obtained by random mutagenesis. This mutant was designed so as to strengthen the interaction between the subunits and stabilize the quaternary structure. Since LOD is difficult to crystallize, its three-dimensional structure remains unknown. This study shows that it is possible to carry out rational design to improve thermostability using a computer-aided quaternary structure model based on the known tertiary structure of a related protein. Critical factors required for increasing the thermal stability of proteins by rational design, where the 3-D structure is not available, are discussed.


Subject(s)
Amides/chemistry , Mixed Function Oxygenases/chemistry , Mixed Function Oxygenases/metabolism , Models, Chemical , Models, Molecular , Mutagenesis, Site-Directed/methods , Protein Engineering/methods , Amino Acid Substitution , Computer Simulation , Computer-Aided Design , Drug Design , Enzyme Stability , Genetic Enhancement/methods , Mixed Function Oxygenases/analysis , Mixed Function Oxygenases/genetics , Protein Denaturation , Protein Structure, Quaternary , Streptococcaceae/enzymology , Streptococcaceae/genetics , Structure-Activity Relationship
13.
Appl Environ Microbiol ; 71(10): 5823-7, 2005 Oct.
Article in English | MEDLINE | ID: mdl-16204493

ABSTRACT

Amylomaltase from Thermus aquaticus catalyzes intramolecular transglycosylation of alpha-1,4 glucans to produce cyclic alpha-1,4 glucans (cycloamyloses) with degrees of polymerization of 22 and higher. Although the amylomaltase mainly catalyzes the transglycosylation reaction, it also has weak hydrolytic activity, which results in a reduction in the yield of the cycloamyloses. In order to obtain amylomaltase with less hydrolytic activity, random mutagenesis was perfromed for the enzyme gene. Tyr54 (Y54) was identified as the amino acid involved in the hydrolytic activity of the enzyme. When Y54 was replaced with all other amino acids by site-directed mutagenesis, the hydrolytic activities of the mutated enzymes were drastically altered. The hydrolytic activities of the Y54G, Y54P, Y54T, and Y54W mutated enzymes were remarkably reduced compared with that of the wild-type enzyme, while those of the Y54F and Y54K mutated enzymes were similar to that of the wild-type enzyme. Introducing an amino acid replacement at Y54 also significantly affected the cyclization activity of the amylomaltase. The Y54A, Y54L, Y54R, and Y54S mutated enzymes exhibited cyclization activity that was approximately twofold higher than that of the wild-type enzyme. When the Y54G mutated enzyme was employed for cycloamylose production, the yield of cycloamyloses was more than 90%, and there was no decrease until the end of the reaction.


Subject(s)
Cyclodextrins/biosynthesis , Glycogen Debranching Enzyme System/genetics , Glycogen Debranching Enzyme System/metabolism , Thermus/enzymology , Amino Acid Substitution , Industrial Microbiology/methods , Mutagenesis , Protein Engineering/methods , Thermus/genetics
14.
Eur J Biochem ; 270(17): 3628-33, 2003 Sep.
Article in English | MEDLINE | ID: mdl-12919327

ABSTRACT

We have obtained two types of thermostable mutant lactate oxidase - one that exhibited an E-to-G point mutation at position 160 (E160G) through error-prone PCR-based random mutagenesis, and another that exhibited an E-to-G mutation at position 160 and a V-to-I mutation at position 198 (E160G/V198I) through DNA shuffling-based random mutagenesis - both of which we have previously reported. Our molecular modeling of lactate oxidase suggests that the substitution of G for E at position 160 reduces the electrostatic repulsion between the negative charges of E160 and E130 in the (beta/alpha)8 barrel structure, but a thermal-inactivation experiment on the five kinds of single-mutant lactate oxidase at position 160 (E160A, E160Q, E160H, E160R, and E160K) showed that the side-chain volume of the amino acid at position 160 mainly contributes to the thermostability of lactate oxidase. We also produced V198I single-mutant lactate oxidase through site-directed mutagenesis, and analysed the thermostability of wild-type, V198I, E160G, and E160G/V198I lactate oxidase enzymes. The half-life of E160G/V198I lactate oxidase at 70 degrees C was about three times longer than that of E160G lactate oxidase, and was about 20 times longer than that of wild-type lactate oxidase. In contrast, the thermostability of the V198I lactate oxidase was almost identical to that of wild-type lactate oxidase. This indicates that the V198I mutation alone does not affect lactate oxidase thermostability, but does affect it when combined with the E160G mutation.


Subject(s)
Glutamic Acid/chemistry , Mixed Function Oxygenases/chemistry , Mixed Function Oxygenases/metabolism , Valine/chemistry , Amino Acid Sequence , Amino Acid Substitution , Amino Acids/chemistry , Enzyme Stability , Escherichia coli/metabolism , Glutamic Acid/genetics , Mixed Function Oxygenases/genetics , Models, Molecular , Molecular Sequence Data , Mutagenesis, Site-Directed , Protein Structure, Secondary , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Spinacia oleracea/enzymology , Static Electricity , Temperature , Valine/genetics
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