1
|
Behjati A, Zare-Mirakabad F, Arab SS, Nowzari-Dalini A. Protein sequence profile prediction using ProtAlbert transformer. Comput Biol Chem 2022; 99:107717. [DOI: 10.1016/j.compbiolchem.2022.107717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 06/03/2022] [Accepted: 06/21/2022] [Indexed: 11/03/2022]
|
2
|
Li MS, Li T, Lu X, Sun LC, Chen YL, Liu H, Cao MJ, Liu GM. Site-directed mutagenesis of myofibril-bound serine proteinase from Crucian carp : possible role of Pro95, A127 and I130 on thermal stability. Biochem Eng J 2017. [DOI: 10.1016/j.bej.2017.06.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
|
3
|
Mohandesi N, Haghbeen K, Ranaei O, Arab SS, Hassani S. Catalytic efficiency and thermostability improvement of Suc2 invertase through rational site-directed mutagenesis. Enzyme Microb Technol 2016; 96:14-22. [PMID: 27871374 DOI: 10.1016/j.enzmictec.2016.09.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Revised: 09/06/2016] [Accepted: 09/10/2016] [Indexed: 10/21/2022]
Abstract
Engineering of invertases has come to attention because of increasing demand for possible applications of invertases in various industrial processes. Due to the known physicochemical properties, invertases from micro-organisms such as Saccharomyces cerevisiae carrying SUC2 gene are considered as primary models. To improve thermostability and catalytic efficiency of SUC2 invertase (SInv), six influential residues with Relative Solvent Accessibility<5% were selected through multiple-sequence alignments, molecular modelling, structural and computational analyses. Consequently, SInv and 5 mutants including three mutants with single point substitution [Mut1=P152V, Mut2=S85V and Mut3=K153F)], one mutant with two points [Mut4=S305V-N463V] and one mutant with three points [Mut5=S85V-K153F-T271V] were developed via site-directed mutagenesis and produced using Pichia pastoris as the host. Physicochemical studies on these enzymes indicated that the selected amino acids which were located in the active site region mainly influenced catalytic efficiency. The best improvement belonged to Mut1 (54% increase in Kcat/Km) and Mut3 exhibited the worst effect (90% increase in Km). These results suggest that Pro152 and Lys153 play key role in preparation of the right substrate lodging in the active site of SInv. The best thermostability improvement (16%) was observed for Mut4 in which two hydrophilic residues located on the loops, far from the active site, were replaced by Valines. These results suggest that tactful simultaneous substitution of influential hydrophilic residues in both active site region and peripheral loops with hydrophobic amino acids could result in more thermostable invertases with enhanced catalytic efficiency.
Collapse
Affiliation(s)
- Nooshin Mohandesi
- Department of Plant Bioproducts, National Institute of Genetic Engineering and Biotechnology. P.O. Box: 149651/161, Tehran, Iran
| | - Kamahldin Haghbeen
- Department of Plant Bioproducts, National Institute of Genetic Engineering and Biotechnology. P.O. Box: 149651/161, Tehran, Iran.
| | - Omid Ranaei
- Department of Biotechnology, Faculty of New Technologies Engineering, Shahid Beheshti University, Tehran, Iran
| | - Seyed Shahriar Arab
- Faculty of Biological Science, Bioinformatics Department, Tarbiat Modares University, Tehran, Iran
| | - Sorour Hassani
- Department of Plant Bioproducts, National Institute of Genetic Engineering and Biotechnology. P.O. Box: 149651/161, Tehran, Iran
| |
Collapse
|
4
|
Mant CT, Hodges RS. Separation of Peptides on HALO 2‐Micron Particles. ACTA ACUST UNITED AC 2016; 85:11.6.1-11.6.16. [DOI: 10.1002/cpps.12] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Colin T. Mant
- Department of Biochemistry and Molecular Genetics, University of Colorado, School of Medicine Aurora Colorado
| | - Robert S. Hodges
- Department of Biochemistry and Molecular Genetics, University of Colorado, School of Medicine Aurora Colorado
| |
Collapse
|
5
|
Koehbach J, Gruber CW, Becker C, Kreil DP, Jilek A. MALDI TOF/TOF-Based Approach for the Identification of d- Amino Acids in Biologically Active Peptides and Proteins. J Proteome Res 2016; 15:1487-96. [PMID: 26985971 PMCID: PMC4861975 DOI: 10.1021/acs.jproteome.5b01067] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
![]()
Several
biologically active peptides contain a d- amino
acid in a well-defined position, which is position 2 in all peptide
epimers isolated to date from vertebrates and also some from invertebrates.
The detection of such D- residues by standard analytical
techniques is challenging. In tandem mass spectrometric (MS) analysis,
although fragment masses are the same for all stereoisomers, peak
intensities are known to depend on chirality. Here, we observe that
the effect of a d- amino acid in the second N-terminal position
on the fragmentation pattern in matrix assisted laser desorption time-of-flight
spectrometry (MALDI-TOF/TOF MS) strongly depends on the peptide sequence.
Stereosensitive fragmentation (SF) is correlated to a neighborhood
effect, but the d- residue also exerts an overall effect
influencing distant bonds. In a fingerprint analysis, multiple peaks
can thus serve to identify the chirality of a sample in short time
and potentially high throughput. Problematic variations between individual
spots could be successfully suppressed by cospotting deuterated analogues
of the epimers. By identifying the [d-Leu2] isomer of the
predicted peptide GH-2 (gene derived bombininH) in skin secretions
of the toad Bombina orientalis, we
demonstrated the analytical power of SF-MALDI-TOF/TOF measurements.
In conclusion, SF-MALDI-TOF/TOF MS combines high sensitivity, versatility,
and the ability to complement other methods.
Collapse
Affiliation(s)
- Johannes Koehbach
- Centre for Physiology and Pharmacology, Medical University of Vienna , Schwarzspanierstraße 17, A-1090 Vienna, Austria.,School of Biomedical Sciences, The University of Queensland , Brisbane, QLD, 4072 Australia
| | - Christian W Gruber
- Centre for Physiology and Pharmacology, Medical University of Vienna , Schwarzspanierstraße 17, A-1090 Vienna, Austria
| | - Christian Becker
- Institute of Biological Chemistry, Department of Chemistry, University of Vienna , Währinger Straße 38, A-1090 Vienna, Austria
| | - David P Kreil
- Chair of Bioinformatics, University of Natural Resources and Life Sciences , Muthgasse 18, A-1190 Vienna, Austria
| | - Alexander Jilek
- Institute of Biological Chemistry, Department of Chemistry, University of Vienna , Währinger Straße 38, A-1090 Vienna, Austria.,Chair of Bioinformatics, University of Natural Resources and Life Sciences , Muthgasse 18, A-1190 Vienna, Austria
| |
Collapse
|
6
|
Le Maux S, Nongonierma AB, FitzGerald RJ. Improved short peptide identification using HILIC–MS/MS: Retention time prediction model based on the impact of amino acid position in the peptide sequence. Food Chem 2015; 173:847-54. [DOI: 10.1016/j.foodchem.2014.10.104] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2014] [Revised: 10/04/2014] [Accepted: 10/18/2014] [Indexed: 01/10/2023]
|
7
|
Gilar M, Jaworski A, McDonald TS. Solvent selectivity and strength in reversed-phase liquid chromatography separation of peptides. J Chromatogr A 2014; 1337:140-6. [DOI: 10.1016/j.chroma.2014.02.048] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2014] [Revised: 02/11/2014] [Accepted: 02/16/2014] [Indexed: 01/29/2023]
|
8
|
Díaz A, Martínez E, Puerta L, Méndez D, Rodríguez E, Fang L, Wnuk S, Vivas-Reyes R. A CoMSIA study to design antagonist ligands for the LuxS protein. NEW J CHEM 2014. [DOI: 10.1039/c3nj01162c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
|
9
|
Huang Y, Pan L, Zhao L, Mant CT, Hodges RS, Chen Y. Structure-guided RP-HPLC chromatography of diastereomeric α-helical peptide analogs substituted with single amino acid stereoisomers. Biomed Chromatogr 2013; 28:511-7. [PMID: 24127254 DOI: 10.1002/bmc.3061] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2013] [Revised: 09/04/2013] [Accepted: 09/06/2013] [Indexed: 11/06/2022]
Abstract
An α-helical model peptide (Ac-EAEKAAKE-X-EKAAKEAEK-amide) was used as a template to examine the efficacy of conventional reversed-phase high-performance liquid chromatography (RP-HPLC) in separating peptide analogs with single substitutions (at position X) of diasteromeric amino acids Ile, allo-Ile, d-Ile and d-allo-Ile. We compared differences in peptide retention behavior on a C8 column and a C18 column at different temperatures. We demonstrated how subtle differences in peptide secondary structure affected by the different substitutions of amino acids with identical overall hydrophobicity enabled effective resolution of these peptide analogs. We also demonstrated the ability of RP-HPLC to separate Ile- and allo-Ile-substituted analogs of a 26-residue α-helical antimicrobial peptide (AMP), with the substitution site towards the C-terminus of the α-helix. These peptides show different values of antibacterial activity and hemolytic activity, and different selectivity against bacteria and human cells. Our results underline the ability of RP-HPLC to resolve even difficult diasteromeric peptide mixtures as well as its value in monitoring very subtle hydrophobicity changes in de novo-designed AMP.
Collapse
Affiliation(s)
- Yibing Huang
- Key Laboratory for Molecular Enzymology and Engineering of the Ministry of Education, Jilin University, 2699 QianJin Street, Changchun, 130012, China; National Engineering Laboratory for AIDS Vaccine, Jilin University, 2699 QianJin Street, Changchun, 130012, China; School of Life Sciences, Jilin University, 2699 QianJin Street, Changchun, 130012, China
| | | | | | | | | | | |
Collapse
|
10
|
Jilek A, Mollay C, Lohner K, Kreil G. Substrate specificity of a peptidyl-aminoacyl-L/D-isomerase from frog skin. Amino Acids 2011; 42:1757-64. [PMID: 21424715 PMCID: PMC3325411 DOI: 10.1007/s00726-011-0890-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2010] [Accepted: 03/09/2011] [Indexed: 12/14/2022]
Abstract
In the skin of fire-bellied toads (Bombina species), an aminoacyl-l/d-isomerase activity is present which catalyses the post-translational isomerization of the l- to the d-form of the second residue of its substrate peptides. Previously, this new type of enzyme was studied in some detail and genes potentially coding for similar polypeptides were found to exist in several vertebrate species including man. Here, we present our studies to the substrate specificity of this isomerase using fluorescence-labeled variants of the natural substrate bombinin H with different amino acids at positions 1, 2 or 3. Surprisingly, this enzyme has a rather low selectivity for residues at position 2 where the change of chirality at the alpha-carbon takes place. In contrast, a hydrophobic amino acid at position 1 and a small one at position 3 of the substrate are essential. Interestingly, some peptides containing a Phe at position 3 also were substrates. Furthermore, we investigated the role of the amino-terminus for substrate recognition. In view of the rather broad specificity of the frog isomerase, we made a databank search for potential substrates of such an enzyme. Indeed, numerous peptides of amphibia and mammals were found which fulfill the requirements determined in this study. Expression of isomerases with similar characteristics in other species can therefore be expected to catalyze the formation of peptides containing d-amino acids.
Collapse
Affiliation(s)
- Alexander Jilek
- Institute of Organic Chemistry, Johannes Kepler University Linz, Altenberger Str. 69, 4040, Linz, Austria.
| | | | | | | |
Collapse
|
11
|
Azarova IN, Kuchkina AY, Baram GI, Goldberg EL. Prediction of peptide retention volumes in gradient reversed phase HPLC. RUSSIAN JOURNAL OF BIOORGANIC CHEMISTRY 2011; 34:171-6. [DOI: 10.1134/s1068162008020039] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
|
12
|
Babushok VI, Zenkevich IG. Retention Characteristics of Peptides in RP-LC: Peptide Retention Prediction. Chromatographia 2010. [DOI: 10.1365/s10337-010-1721-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
|
13
|
Tsai CW, Liu CI, Chan YC, Tsai HHG, Ruaan RC. Study of Conformation Effects on the Retention of Small Peptides in Reversed-Phase Chromatography by Thermodynamic Analysis and Molecular Dynamics Simulation. J Phys Chem B 2010; 114:11620-7. [DOI: 10.1021/jp101846n] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Ching-W Tsai
- Department of Chemical and Materials Engineering, and Department of Chemistry, National Central University, Jhong-Li, Taiwan 320, R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Jhong-Li, Taoyuan 320, Taiwan, and Department of Nursing, Mei-Ho Institute of Technology, Pintung 912, Taiwan
| | - Chih-I Liu
- Department of Chemical and Materials Engineering, and Department of Chemistry, National Central University, Jhong-Li, Taiwan 320, R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Jhong-Li, Taoyuan 320, Taiwan, and Department of Nursing, Mei-Ho Institute of Technology, Pintung 912, Taiwan
| | - Ying-C Chan
- Department of Chemical and Materials Engineering, and Department of Chemistry, National Central University, Jhong-Li, Taiwan 320, R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Jhong-Li, Taoyuan 320, Taiwan, and Department of Nursing, Mei-Ho Institute of Technology, Pintung 912, Taiwan
| | - Hui-H G Tsai
- Department of Chemical and Materials Engineering, and Department of Chemistry, National Central University, Jhong-Li, Taiwan 320, R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Jhong-Li, Taoyuan 320, Taiwan, and Department of Nursing, Mei-Ho Institute of Technology, Pintung 912, Taiwan
| | - Ruoh-C Ruaan
- Department of Chemical and Materials Engineering, and Department of Chemistry, National Central University, Jhong-Li, Taiwan 320, R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Jhong-Li, Taoyuan 320, Taiwan, and Department of Nursing, Mei-Ho Institute of Technology, Pintung 912, Taiwan
| |
Collapse
|
14
|
Mozziconacci O, Kerwin BA, Schöneich C. Reversible Hydrogen Transfer between Cysteine Thiyl Radical and Glycine and Alanine in Model Peptides: Covalent H/D Exchange, Radical−Radical Reactions, and l- to d-Ala Conversion. J Phys Chem B 2010; 114:6751-62. [DOI: 10.1021/jp101508b] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Olivier Mozziconacci
- Department of Pharmaceutical Chemistry, 2095 Constant Avenue, University of Kansas, Lawrence, Kansas 66047, and Department of Process and Product Development, Amgen Inc., 1201 Amgen Court West, Seattle, Washington 98119
| | - Bruce A. Kerwin
- Department of Pharmaceutical Chemistry, 2095 Constant Avenue, University of Kansas, Lawrence, Kansas 66047, and Department of Process and Product Development, Amgen Inc., 1201 Amgen Court West, Seattle, Washington 98119
| | - Christian Schöneich
- Department of Pharmaceutical Chemistry, 2095 Constant Avenue, University of Kansas, Lawrence, Kansas 66047, and Department of Process and Product Development, Amgen Inc., 1201 Amgen Court West, Seattle, Washington 98119
| |
Collapse
|
15
|
Mant CT, Kovacs JM, Kim HM, Pollock DD, Hodges RS. Intrinsic amino acid side-chain hydrophilicity/hydrophobicity coefficients determined by reversed-phase high-performance liquid chromatography of model peptides: comparison with other hydrophilicity/hydrophobicity scales. Biopolymers 2009; 92:573-95. [PMID: 19795449 PMCID: PMC2792893 DOI: 10.1002/bip.21316] [Citation(s) in RCA: 96] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
An accurate determination of the intrinsic hydrophilicity/hydrophobicity of amino acid side-chains in peptides and proteins is fundamental in understanding many area of research, including protein folding and stability, peptide and protein function, protein-protein interactions and peptide/protein oligomerization, as well as the design of protocols for purification and characterization of peptides and proteins. Our definition of intrinsic hydrophilicity/hydrophobicity of side-chains is the maximum possible hydrophilicity/hydrophobicity of side-chains in the absence of any nearest-neighbor effects and/or any conformational effects of the polypeptide chain that prevent full expression of side-chain hydrophilicity/hydrophobicity. In this review, we have compared an experimentally derived intrinsic side-chain hydrophilicity/hydrophobicity scale generated from RP-HPLC retention behavior of de novo designed synthetic model peptides at pH 2 and pH 7 with other RP-HPLC-derived scales, as well as scales generated from classic experimental and calculation-based methods of octanol/water partitioning of Nalpha-acetyl-amino-acid amides or free energy of transfer of free amino acids. Generally poor correlation was found with previous RP-HPLC-derived scales, likely due to the random nature of the peptide mixtures in terms of varying peptide size, conformation and frequency of particular amino acids. In addition, generally poor correlation with the classical approaches served to underline the importance of the presence of a polypeptide backbone when generating intrinsic values. We have shown that the intrinsic scale determined here is in full agreement with the structural characteristics of amino acid side-chains.
Collapse
Affiliation(s)
- Colin T. Mant
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, School of Medicine, Aurora, CO 80045, USA
| | - James M. Kovacs
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, School of Medicine, Aurora, CO 80045, USA
| | - Hyun-Min Kim
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, School of Medicine, Aurora, CO 80045, USA
| | - David D. Pollock
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, School of Medicine, Aurora, CO 80045, USA
| | - Robert S. Hodges
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, School of Medicine, Aurora, CO 80045, USA
| |
Collapse
|
16
|
Tripet B, Cepeniene D, Kovacs JM, Mant CT, Krokhin OV, Hodges RS. Requirements for prediction of peptide retention time in reversed-phase high-performance liquid chromatography: hydrophilicity/hydrophobicity of side-chains at the N- and C-termini of peptides are dramatically affected by the end-groups and location. J Chromatogr A 2006; 1141:212-25. [PMID: 17187811 PMCID: PMC2722105 DOI: 10.1016/j.chroma.2006.12.024] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2006] [Revised: 12/01/2006] [Accepted: 12/05/2006] [Indexed: 11/27/2022]
Abstract
The value of reversed-phase high-performance liquid chromatography (RP-HPLC) and the field of proteomics would be greatly enhanced by accurate prediction of retention times of peptides of known composition. The present study investigates the hydrophilicity/hydrophobicity of amino acid side-chains at the N- and C-termini of peptides while varying the functional end-groups at the termini. We substituted all 20 naturally occurring amino acids at the N- and C-termini of a model peptide sequence, where the functional end-groups were N(alpha)-acetyl-X- and N(alpha)-amino-X- at the N-terminus and -X-C(alpha)-carboxyl and -X-C(alpha)-amide at the C-terminus. Amino acid coefficients were subsequently derived from the RP-HPLC retention behaviour of these peptides and compared to each other as well as to coefficients determined in the centre of the peptide chain (internal coefficients). Coefficients generated from residues substituted at the C-terminus differed most (between the -X-C(alpha)-carboxyl and -X-C(alpha)-amide peptide series) for hydrophobic side-chains. A similar result was seen for the N(alpha)-acetyl-X- and N(alpha)-amino-X- peptide series, where the largest differences in coefficient values were observed for hydrophobic side-chains. Coefficients derived from substitutions at the C-terminus for hydrophobic amino acids were dramatically different compared to internal coefficients for hydrophobic side-chains, ranging from 17.1 min for Trp to 4.8 min for Cys. In contrast, coefficients derived from substitutions at the N-terminus showed relatively small differences from the internal coefficients. Subsequent prediction of peptide retention time, within an error of just 0.4 min, was achieved by a predictive algorithm using a combination of internal coefficients and coefficients for the C-terminal residues. For prediction of peptide retention time, the sum of the coefficients must include internal and terminal coefficients.
Collapse
Affiliation(s)
- Brian Tripet
- Department of Biochemistry and Molecular Genetics, University of Colorado at Denverand Health Sciences Center, Aurora, CO, 80045, USA
| | - Dziuleta Cepeniene
- Department of Biochemistry and Molecular Genetics, University of Colorado at Denverand Health Sciences Center, Aurora, CO, 80045, USA
| | - James M. Kovacs
- Department of Biochemistry and Molecular Genetics, University of Colorado at Denverand Health Sciences Center, Aurora, CO, 80045, USA
| | - Colin T. Mant
- Department of Biochemistry and Molecular Genetics, University of Colorado at Denverand Health Sciences Center, Aurora, CO, 80045, USA
| | - Oleg V. Krokhin
- Manitoba Centre for Proteomic and Systems Biology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Robert S. Hodges
- Department of Biochemistry and Molecular Genetics, University of Colorado at Denverand Health Sciences Center, Aurora, CO, 80045, USA
- Corresponding author. Tel.: +1 303 724 3253; fax: +1 303 724 3249. E-mail address: (R.S. Hodges)
| |
Collapse
|