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Fujii S, Masanari-Fujii M, Kobayashi S, Kato C, Nishiyama M, Harada Y, Wakai S, Sambongi Y. Commonly stabilized cytochromes c from deep-sea Shewanella and Pseudomonas. Biosci Biotechnol Biochem 2018; 82:1-8. [PMID: 29540113 DOI: 10.1080/09168451.2018.1448255] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2017] [Accepted: 02/23/2018] [Indexed: 10/17/2022]
Abstract
Two cytochromes c5 (SBcytc and SVcytc) have been derived from Shewanella living in the deep-sea, which is a high pressure environment, so it could be that these proteins are more stable at high pressure than at atmospheric pressure, 0.1 MPa. This study, however, revealed that SBcytc and SVcytc were more stable at 0.1 MPa than at higher pressure. In addition, at 0.1-150 MPa, the stability of SBcytc and SVcytc was higher than that of homologues from atmospheric-pressure Shewanella, which was due to hydrogen bond formation with the heme in the former two proteins. This study further revealed that cytochrome c551 (PMcytc) of deep-sea Pseudomonas was more stable than a homologue of atmospheric-pressure Pseudomonas aeruginosa, and that specific hydrogen bond formation with the heme also occurred in the former. Although SBcytc and SVcytc, and PMcytc are phylogenetically very distant, these deep-sea cytochromes c are commonly stabilized through hydrogen bond formation.
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Affiliation(s)
- Sotaro Fujii
- a Graduate School of Biosphere Science , Hiroshima University , Higashi-Hiroshima , Japan
- b Global Career Design Center , Hiroshima University , Higashi-Hiroshima , Japan
| | - Misa Masanari-Fujii
- a Graduate School of Biosphere Science , Hiroshima University , Higashi-Hiroshima , Japan
| | - Shinya Kobayashi
- a Graduate School of Biosphere Science , Hiroshima University , Higashi-Hiroshima , Japan
| | - Chiaki Kato
- c Japan Agency for Marine-Earth Science and Technology , Yokosuka , Japan
| | - Masayoshi Nishiyama
- d The HAKUBI Center for Advanced Research , Kyoto University , Kyoto , Japan
| | - Yoshie Harada
- e Institute for Integrated Cell-Material Sciences (WPI-iCeMS) , Kyoto University , Kyoto , Japan
| | - Satoshi Wakai
- f Graduate School of Science Technology and Innovation , Kobe University , Kobe , Japan
| | - Yoshihiro Sambongi
- a Graduate School of Biosphere Science , Hiroshima University , Higashi-Hiroshima , Japan
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2
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Kobayashi S, Fujii S, Koga A, Wakai S, Matubayasi N, Sambongi Y. Pseudomonas aeruginosa cytochrome c551 denaturation by five systematic urea derivatives that differ in the alkyl chain length. Biosci Biotechnol Biochem 2017; 81:1274-1278. [DOI: 10.1080/09168451.2017.1303361] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Abstract
Reversible denaturation of Pseudomonas aeruginosa cytochrome c551 (PAc551) could be followed using five systematic urea derivatives that differ in the alkyl chain length, i.e. urea, N-methylurea (MU), N-ethylurea (EU), N-propylurea (PU), and N-butylurea (BU). The BU concentration was the lowest required for the PAc551 denaturation, those of PU, EU, MU, and urea being gradually higher. Furthermore, the accessible surface area difference upon PAc551 denaturation caused by BU was found to be the highest, those by PU, EU, MU, and urea being gradually lower. These findings indicate that urea derivatives with longer alkyl chains are stronger denaturants. In this study, as many as five systematic urea derivatives could be applied for the reversible denaturation of a single protein, PAc551, for the first time, and the effects of the alkyl chain length on protein denaturation were systematically verified by means of thermodynamic parameters.
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Affiliation(s)
- Shinya Kobayashi
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
| | - Sotaro Fujii
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
| | - Aya Koga
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
| | - Satoshi Wakai
- Graduate School of Science Technology and Innovation, Kobe University, Kobe, Japan
| | - Nobuyuki Matubayasi
- Graduate School of Engineering Science, Osaka University, Osaka, Japan
- Elements Strategy Initiative for Catalysts and Batteries, Kyoto University, Kyoto, Japan
| | - Yoshihiro Sambongi
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
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3
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Fujii S, Oki H, Kawahara K, Yamane D, Yamanaka M, Maruno T, Kobayashi Y, Masanari M, Wakai S, Nishihara H, Ohkubo T, Sambongi Y. Structural and functional insights into thermally stable cytochrome c' from a thermophile. Protein Sci 2017; 26:737-748. [PMID: 28097774 PMCID: PMC5368077 DOI: 10.1002/pro.3120] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2016] [Revised: 01/06/2017] [Accepted: 01/09/2017] [Indexed: 11/10/2022]
Abstract
Thermophilic Hydrogenophilus thermoluteolus cytochrome c′ (PHCP) exhibits higher thermal stability than a mesophilic counterpart, Allochromatium vinosum cytochrome c′ (AVCP), which has a homo‐dimeric structure and ligand‐binding ability. To understand the thermal stability mechanism and ligand‐binding ability of the thermally stable PHCP protein, the crystal structure of PHCP was first determined. It formed a homo‐dimeric structure, the main chain root mean square deviation (rmsd) value between PHCP and AVCP being 0.65 Å. In the PHCP structure, six specific residues appeared to strengthen the heme‐related and subunit–subunit interactions, which were not conserved in the AVCP structure. PHCP variants having altered subunit–subunit interactions were more severely destabilized than ones having altered heme‐related interactions. The PHCP structure further revealed a ligand‐binding channel and a penta‐coordinated heme, as observed in the AVCP protein. A spectroscopic study clearly showed that some ligands were bound to the PHCP protein. It is concluded that the dimeric PHCP from the thermophile is effectively stabilized through heme‐related and subunit–subunit interactions with conservation of the ligand‐binding ability. Brief Summary We report the X‐ray crystal structure of cytochrome c′ (PHCP) from thermophilic Hydrogenophilus thermoluteolus. The high thermal stability of PHCP was attributed to heme‐related and subunit–subunit interactions, which were confirmed by a mutagenesis study. The ligand‐binding ability of PHCP was examined by spectrophotometry. PHCP acquired the thermal stability with conservation of the ligand‐binding ability. This study furthers the understanding of the stability and function of cytochromes c. PDB Code(s): 5B3I
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Affiliation(s)
- Sotaro Fujii
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Hiroshima, Japan
| | - Hiroya Oki
- Graduate School of Pharmaceutical Sciences, Osaka University, Yamadaoka, Suita, Osaka, Japan
| | - Kazuki Kawahara
- Graduate School of Pharmaceutical Sciences, Osaka University, Yamadaoka, Suita, Osaka, Japan
| | - Daisuke Yamane
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Hiroshima, Japan
| | - Masaru Yamanaka
- Graduate School of Materials Science, Nara Institute of Science and Technology, Ikoma, Nara, Japan
| | - Takahiro Maruno
- Graduate School of Engineering, Osaka University, Yamadaoka, Suita, Osaka, Japan
| | - Yuji Kobayashi
- Graduate School of Engineering, Osaka University, Yamadaoka, Suita, Osaka, Japan
| | - Misa Masanari
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Hiroshima, Japan
| | - Satoshi Wakai
- Graduate School of Science, Technology, and Innovation, Kobe University, Rokkodai, Kobe, Hyogo, Japan
| | | | - Tadayasu Ohkubo
- Graduate School of Pharmaceutical Sciences, Osaka University, Yamadaoka, Suita, Osaka, Japan
| | - Yoshihiro Sambongi
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Hiroshima, Japan
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4
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Masanari M, Fujii S, Kawahara K, Oki H, Tsujino H, Maruno T, Kobayashi Y, Ohkubo T, Wakai S, Sambongi Y. Comparative study on stabilization mechanism of monomeric cytochrome c5 from deep-sea piezophilic Shewanella violacea. Biosci Biotechnol Biochem 2016; 80:2365-2370. [DOI: 10.1080/09168451.2016.1232155] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Abstract
Monomeric cytochrome c5 from deep-sea piezophilic Shewanella violacea (SVcytc5) was stable against heat and denaturant compared with the homologous protein from shallow-sea piezo-sensitive Shewanella livingstonensis (SLcytc5). Here, the SVcytc5 crystal structure revealed that the Lys-50 side chain on the flexible loop formed a hydrogen bond with heme whereas that of corresponding hydrophobic Leu-50 could not form such a bond in SLcytc5, which appeared to be one of possible factors responsible for the difference in stability between the two proteins. This structural insight was confirmed by a reciprocal mutagenesis study on the thermal stability of these two proteins. As SVcytc5 was isolated from a deep-sea piezophilic bacterium, the present comparative study indicates that adaptation of monomeric SVcytc5 to high pressure environments results in stabilization against heat.
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Affiliation(s)
- Misa Masanari
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
| | - Sotaro Fujii
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
| | - Kazuki Kawahara
- Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
| | - Hiroya Oki
- Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
| | - Hirofumi Tsujino
- Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
| | - Takahiro Maruno
- Graduate School of Engineering, Osaka University, Suita, Japan
| | - Yuji Kobayashi
- Graduate School of Engineering, Osaka University, Suita, Japan
| | - Tadayasu Ohkubo
- Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan
| | - Satoshi Wakai
- Graduate School of Science Technology and Innovation, Kobe University, Kobe, Japan
| | - Yoshihiro Sambongi
- Graduate School of Biosphere Science, Hiroshima University, Higashi-Hiroshima, Japan
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5
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Tozawa K, Ferguson SJ, Redfield C, Smith LJ. Comparison of the backbone dynamics of wild-type Hydrogenobacter thermophilus cytochrome c(552) and its b-type variant. JOURNAL OF BIOMOLECULAR NMR 2015; 62:221-231. [PMID: 25953310 PMCID: PMC4451467 DOI: 10.1007/s10858-015-9938-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Accepted: 04/27/2015] [Indexed: 06/04/2023]
Abstract
Cytochrome c552 from the thermophilic bacterium Hydrogenobacter thermophilus is a typical c-type cytochrome which binds heme covalently via two thioether bonds between the two heme vinyl groups and two cysteine thiol groups in a CXXCH sequence motif. This protein was converted to a b-type cytochrome by substitution of the two cysteine residues by alanines (Tomlinson and Ferguson in Proc Natl Acad Sci USA 97:5156-5160, 2000a). To probe the significance of the covalent attachment of the heme in the c-type protein, (15)N relaxation and hydrogen exchange studies have been performed for the wild-type and b-type proteins. The two variants share very similar backbone dynamic properties, both proteins showing high (15)N order parameters in the four main helices, with reduced values in an exposed loop region (residues 18-21), and at the C-terminal residue Lys80. Some subtle changes in chemical shift and hydrogen exchange protection are seen between the wild-type and b-type variant proteins, not only for residues at and neighbouring the mutation sites, but also for some residues in the heme binding pocket. Overall, the results suggest that the main role of the covalent linkages between the heme group and the protein chain must be to increase the stability of the protein.
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Affiliation(s)
- Kaeko Tozawa
- />Department of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU UK
| | - Stuart J. Ferguson
- />Department of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU UK
| | - Christina Redfield
- />Department of Biochemistry, University of Oxford, South Parks Road, Oxford, OX1 3QU UK
| | - Lorna J. Smith
- />Department of Chemistry, University of Oxford, Inorganic Chemistry Laboratory, South Parks Road, Oxford, OX1 3QR UK
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6
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High Thermal Stability and Unique Trimer Formation of Cytochromec′ from ThermophilicHydrogenophilus thermoluteolus. Biosci Biotechnol Biochem 2014; 77:1677-81. [DOI: 10.1271/bbb.130226] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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7
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Stabilization Mechanism of Cytochromec552from a Moderately Thermophilic Bacterium,Hydrogenophilus thermoluteolus. Biosci Biotechnol Biochem 2014; 72:2103-9. [DOI: 10.1271/bbb.80187] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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8
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Effects of Cysteine Introduction into Three Homologous Cytochromesc. Biosci Biotechnol Biochem 2014; 73:1227-9. [DOI: 10.1271/bbb.90028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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9
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Masanari M, Wakai S, Ishida M, Kato C, Sambongi Y. Correlation between the optimal growth pressures of four Shewanella species and the stabilities of their cytochromes c 5. Extremophiles 2014; 18:617-27. [DOI: 10.1007/s00792-014-0644-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2014] [Accepted: 03/23/2014] [Indexed: 11/29/2022]
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10
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Oswald VF, Chen W, Harvilla PB, Magyar JS. Overexpression, purification, and enthalpy of unfolding of ferricytochrome c552 from a psychrophilic microorganism. J Inorg Biochem 2014; 131:76-8. [PMID: 24275750 PMCID: PMC3885257 DOI: 10.1016/j.jinorgbio.2013.11.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2013] [Revised: 11/04/2013] [Accepted: 11/05/2013] [Indexed: 11/28/2022]
Abstract
The psychrophilic, hydrocarbonoclastic microorganism Colwellia psychrerythraea is important in global nutrient cycling and bioremediation. In order to investigate how this organism can live so efficiently at low temperatures (~4°C), thermal denaturation studies of a small electron transfer protein from Colwellia were performed. Colwellia cytochrome c552 was overexpressed in Escherichia coli, isolated, purified, and characterized by UV-visible absorption spectroscopy. The melting temperature (Tm) and the van't Hoff enthalpy (ΔHvH) were determined. These values suggest an unexpectedly high stability for this psychrophilic cytochrome.
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Affiliation(s)
- Victoria F Oswald
- Department of Chemistry, Barnard College, Columbia University, New York, NY 10027, United States
| | - WeiTing Chen
- Department of Chemistry, Barnard College, Columbia University, New York, NY 10027, United States
| | - Paul B Harvilla
- Department of Chemistry, Barnard College, Columbia University, New York, NY 10027, United States; Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, United States
| | - John S Magyar
- Department of Chemistry, Barnard College, Columbia University, New York, NY 10027, United States.
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11
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Wakai S, Masanari M, Ikeda T, Yamaguchi N, Ueshima S, Watanabe K, Nishihara H, Sambongi Y. Oxidative phosphorylation in a thermophilic, facultative chemoautotroph, Hydrogenophilus thermoluteolus, living prevalently in geothermal niches. ENVIRONMENTAL MICROBIOLOGY REPORTS 2013; 5:235-242. [PMID: 23584967 DOI: 10.1111/1758-2229.12005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2012] [Accepted: 10/01/2012] [Indexed: 06/02/2023]
Abstract
Hydrogenophilus is a thermophilic, facultative chemoautotroph, which lives prevalently in high temperature geothermal niches. Despite the environmental distribution, little is known about its oxidative phosphorylation. Here, we show that inverted membrane vesicles derived from Hydrogenophilus thermoluteolus cells autotrophically cultivated with H2 formed a proton gradient on the addition of succinate, dl-lactate, and NADH, and exhibited oxidation activity toward these three organic compounds. These indicate the capability of mixotrophic growth of this bacterium. Biochemical analysis demonstrated that the same vesicles contained an F-type ATP synthase. The F1 sector of the ATP synthase purified from H. thermoluteolus membranes exhibited optimal ATPase activity at 65°C. Transformed Escherichia coli membranes expressing H. thermoluteolus F-type ATP synthase exhibited the same temperature optimum for the ATPase. These findings shed light on H. thermoluteolus oxidative phosphorylation from the aspects of membrane bioenergetics and ATPase biochemistry, which must be fundamental and advantageous in the biogeochemical cycles occurred in the high temperature geothermal niches.
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Affiliation(s)
- Satoshi Wakai
- Graduate School of Biosphere Science, Hiroshima University, 1-4-4 Kagamiyama, Higashi-Hiroshima, Hiroshima 739-8528, Japan
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12
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Tattersall GJ, Sinclair BJ, Withers PC, Fields PA, Seebacher F, Cooper CE, Maloney SK. Coping with Thermal Challenges: Physiological Adaptations to Environmental Temperatures. Compr Physiol 2012; 2:2151-202. [DOI: 10.1002/cphy.c110055] [Citation(s) in RCA: 184] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
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13
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Oda K, Kodama R, Yoshidome T, Yamanaka M, Sambongi Y, Kinoshita M. Effects of heme on the thermal stability of mesophilic and thermophilic cytochromes c: comparison between experimental and theoretical results. J Chem Phys 2011; 134:025101. [PMID: 21241149 DOI: 10.1063/1.3519814] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
We have recently proposed a measure of the thermal stability of a protein: the water-entropy gain at 25 °C upon folding normalized by the number of residues, which is calculated using a hybrid of the angle-dependent integral equation theory combined with the multipolar water model and the morphometric approach. A protein with a larger value of the measure is thermally more stable. Here we extend the study to analyses on the effects of heme on the thermal stability of four cytochromes c (PA c(551), PH c(552), HT c(552), and AA c(555)) whose denaturation temperatures are considerably different from one another despite that they share significantly high sequence homology and similar three-dimensional folds. The major conclusions are as follows. For all the four cytochromes c, the thermal stability is largely enhanced by the heme binding in terms of the water entropy. For the holo states, the measure is the largest for AA c(555). However, AA c(555) has the lowest packing efficiency of heme and the apo polypeptide with hololike structure, which is unfavorable for the water entropy. The highest stability of AA c(555) is ascribed primarily to the highest efficiency of side-chain packing of the apo polypeptide itself. We argue for all the four cytochromes c that due to covalent heme linkages, the number of accessible conformations of the denatured state is decreased by the steric hindrance of heme, and the conformational-entropy loss upon folding becomes smaller, leading to an enhancement of the thermal stability. As for the apo state modeled as the native structure whose heme is removed, AA c(555) has a much larger value of the measure than the other three. Overall, the theoretical results are quite consistent with the experimental observations (e.g., at 25 °C the α-helix content of the apo state of AA c(555) is almost equal to that of the holo state while almost all helices are collapsed in the apo states of PA c(551), PH c(552), and HT c(552)).
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Affiliation(s)
- Koji Oda
- Taisho Pharmaceutical Co., Ltd., Yoshino-cho, Kita-ku, Saitama 331-9530, Japan
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14
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Stelter M, Melo AMP, Pereira MM, Gomes CM, Hreggvidsson GO, Hjorleifsdottir S, Saraiva LM, Teixeira M, Archer M. A novel type of monoheme cytochrome c: biochemical and structural characterization at 1.23 A resolution of rhodothermus marinus cytochrome c. Biochemistry 2008; 47:11953-63. [PMID: 18855424 DOI: 10.1021/bi800999g] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Monoheme cytochromes of the C-type are involved in a large number of electron transfer processes, which play an essential role in multiple pathways, such as respiratory chains, either aerobic or anaerobic, and the photosynthetic electron transport chains. This study reports the biochemical characterization and the crystallographic structure, at 1.23 A resolution, of a monoheme cytochrome c from the thermohalophilic bacterium Rhodothermus marinus. In addition to an alpha-helical core folded around the heme, common for this type of cytochrome, the X-ray structure reveals one unusual alpha-helix and a unique N-terminal extension, which wraps around the back of the molecule. Based on a thorough structural and amino acid sequence comparison, we propose R. marinus cytochrome c as the first characterized member of a new class of C-type cytochromes.
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Affiliation(s)
- Meike Stelter
- Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa, 2780-157 Oeiras, Portugal.
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15
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Goldstein RA. Amino-acid interactions in psychrophiles, mesophiles, thermophiles, and hyperthermophiles: insights from the quasi-chemical approximation. Protein Sci 2007; 16:1887-95. [PMID: 17766385 PMCID: PMC2206978 DOI: 10.1110/ps.072947007] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2007] [Revised: 06/19/2007] [Accepted: 06/19/2007] [Indexed: 10/22/2022]
Abstract
We investigate the mechanisms used by proteins to maintain thermostability throughout a wide range of temperatures. We use the quasi-chemical approximation to estimate interaction strengths for psychrophiles, mesophiles, thermophiles, and hyperthermophiles. Our results highlight the importance of core packing in thermophilic stability. Although we observed an increase in the number of charged residues, the contribution of salt bridges appears to be relatively modest by comparison. We observed results consistent with a gradual loosening of structure in psychrophiles, including a weakening of almost all types of interactions.
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Affiliation(s)
- Richard A Goldstein
- Mathematical Biology, National Institute of Medical Research, Mill Hill, London NW7 1AA, United Kingdom.
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