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Biswas K, Acharya D, Podder S, Ghosh TC. Evolutionary rate heterogeneity between multi- and single-interface hubs across human housekeeping and tissue-specific protein interaction network: Insights from proteins' and its partners' properties. Genomics 2017; 110:283-290. [PMID: 29198610 DOI: 10.1016/j.ygeno.2017.11.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Revised: 11/10/2017] [Accepted: 11/29/2017] [Indexed: 12/12/2022]
Abstract
Integrating gene expression into protein-protein interaction network (PPIN) leads to the construction of tissue-specific (TS) and housekeeping (HK) sub-networks, with distinctive TS- and HK-hubs. All such hub proteins are divided into multi-interface (MI) hubs and single-interface (SI) hubs, where MI hubs evolve slower than SI hubs. Here we explored the evolutionary rate difference between MI and SI proteins within TS- and HK-PPIN and observed that this difference is present only in TS, but not in HK-class. Next, we explored whether proteins' own properties or its partners' properties are more influential in such evolutionary discrepancy. Statistical analyses revealed that this evolutionary rate correlates negatively with protein's own properties like expression level, miRNA count, conformational diversity and functional properties and with its partners' properties like protein disorder and tissue expression similarity. Moreover, partial correlation and regression analysis revealed that both proteins' and its partners' properties have independent effects on protein evolutionary rate.
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Affiliation(s)
- Kakali Biswas
- Bioinformatics Centre, Bose Institute, P-1/12, C.I.T. Scheme VII M, Kolkata 700 054, India
| | - Debarun Acharya
- Bioinformatics Centre, Bose Institute, P-1/12, C.I.T. Scheme VII M, Kolkata 700 054, India
| | - Soumita Podder
- Bioinformatics Centre, Bose Institute, P-1/12, C.I.T. Scheme VII M, Kolkata 700 054, India; Department of Microbiology, Raiganj University, Raiganj, Uttar Dinajpur 733134, India
| | - Tapash Chandra Ghosh
- Bioinformatics Centre, Bose Institute, P-1/12, C.I.T. Scheme VII M, Kolkata 700 054, India.
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2
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Arango-Argoty GA, Jaramillo-Garzón JA, Castellanos-Domínguez G. Feature extraction by statistical contact potentials and wavelet transform for predicting subcellular localizations in gram negative bacterial proteins. J Theor Biol 2015; 364:121-30. [PMID: 25219623 DOI: 10.1016/j.jtbi.2014.08.051] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2013] [Revised: 08/27/2014] [Accepted: 08/28/2014] [Indexed: 11/16/2022]
Abstract
Predicting the localization of a protein has become a useful practice for inferring its function. Most of the reported methods to predict subcellular localizations in Gram-negative bacterial proteins make use of standard protein representations that generally do not take into account the distribution of the amino acids and the structural information of the proteins. Here, we propose a protein representation based on the structural information contained in the pairwise statistical contact potentials. The wavelet transform decodes the information contained in the primary structure of the proteins, allowing the identification of patterns along the proteins, which are used to characterize the subcellular localizations. Then, a support vector machine classifier is trained to categorize them. Cellular compartments like periplasm and extracellular medium are difficult to predict, having a high false negative rate. The wavelet-based method achieves an overall high performance while maintaining a low false negative rate, particularly, on "periplasm" and "extracellular medium". Our results suggest the proposed protein characterization is a useful alternative to representing and predicting protein sequences over the classical and cutting edge protein depictions.
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Affiliation(s)
- G A Arango-Argoty
- Signal Processing and Recognition Group, Universidad Nacional de Colombia, s. Manizales, Campus La Nubia, km 7 via al Magdalena, Manizales, Colombia; Department of Computational and Systems Biology, University of Pittsburgh School of Medicine, 3501 Fifth Ave, Pittsburgh, PA 15260, USA.
| | - J A Jaramillo-Garzón
- Signal Processing and Recognition Group, Universidad Nacional de Colombia, s. Manizales, Campus La Nubia, km 7 via al Magdalena, Manizales, Colombia; Research Center of the Instituto Tecnologico Metropolitano, Calle 73 No 76A-354, Medellín, Colombia
| | - G Castellanos-Domínguez
- Signal Processing and Recognition Group, Universidad Nacional de Colombia, s. Manizales, Campus La Nubia, km 7 via al Magdalena, Manizales, Colombia
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3
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Combinatory use of cell-free protein expression, limited proteolysis and mass spectrometry for the high-throughput protein domain identification. Biochem Biophys Res Commun 2014; 444:480-4. [DOI: 10.1016/j.bbrc.2014.01.067] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2013] [Accepted: 01/17/2014] [Indexed: 11/24/2022]
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4
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Li BQ, Hu LL, Chen L, Feng KY, Cai YD, Chou KC. Prediction of protein domain with mRMR feature selection and analysis. PLoS One 2012; 7:e39308. [PMID: 22720092 PMCID: PMC3376124 DOI: 10.1371/journal.pone.0039308] [Citation(s) in RCA: 78] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2011] [Accepted: 05/17/2012] [Indexed: 11/30/2022] Open
Abstract
The domains are the structural and functional units of proteins. With the avalanche of protein sequences generated in the postgenomic age, it is highly desired to develop effective methods for predicting the protein domains according to the sequences information alone, so as to facilitate the structure prediction of proteins and speed up their functional annotation. However, although many efforts have been made in this regard, prediction of protein domains from the sequence information still remains a challenging and elusive problem. Here, a new method was developed by combing the techniques of RF (random forest), mRMR (maximum relevance minimum redundancy), and IFS (incremental feature selection), as well as by incorporating the features of physicochemical and biochemical properties, sequence conservation, residual disorder, secondary structure, and solvent accessibility. The overall success rate achieved by the new method on an independent dataset was around 73%, which was about 28–40% higher than those by the existing method on the same benchmark dataset. Furthermore, it was revealed by an in-depth analysis that the features of evolution, codon diversity, electrostatic charge, and disorder played more important roles than the others in predicting protein domains, quite consistent with experimental observations. It is anticipated that the new method may become a high-throughput tool in annotating protein domains, or may, at the very least, play a complementary role to the existing domain prediction methods, and that the findings about the key features with high impacts to the domain prediction might provide useful insights or clues for further experimental investigations in this area. Finally, it has not escaped our notice that the current approach can also be utilized to study protein signal peptides, B-cell epitopes, HIV protease cleavage sites, among many other important topics in protein science and biomedicine.
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Affiliation(s)
- Bi-Qing Li
- Key Laboratory of Systems Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, China
- Shanghai Center for Bioinformation Technology, Shanghai, China
| | - Le-Le Hu
- Institute of Systems Biology, Shanghai University, Shanghai, China
| | - Lei Chen
- College of Information Engineering, Shanghai Maritime University, Shanghai, China
| | - Kai-Yan Feng
- Shanghai Center for Bioinformation Technology, Shanghai, China
| | - Yu-Dong Cai
- Institute of Systems Biology, Shanghai University, Shanghai, China
- Gordon Life Science Institute, San Diego, California, United States of America
- * E-mail: (YDC) (YC); (KCC) (KC)
| | - Kuo-Chen Chou
- Gordon Life Science Institute, San Diego, California, United States of America
- * E-mail: (YDC) (YC); (KCC) (KC)
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5
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Athavale SS, Gossett JJ, Hsiao C, Bowman JC, O'Neill E, Hershkovitz E, Preeprem T, Hud NV, Wartell RM, Harvey SC, Williams LD. Domain III of the T. thermophilus 23S rRNA folds independently to a near-native state. RNA (NEW YORK, N.Y.) 2012; 18:752-8. [PMID: 22334759 PMCID: PMC3312562 DOI: 10.1261/rna.030692.111] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
The three-dimensional structure of the ribosomal large subunit (LSU) reveals a single morphological element, although the 23S rRNA is contained in six secondary structure domains. Based upon maps of inter- and intra-domain interactions and proposed evolutionary pathways of development, we hypothesize that Domain III is a truly independent structural domain of the LSU. Domain III is primarily stabilized by intra-domain interactions, negligibly perturbed by inter-domain interactions, and is not penetrated by ribosomal proteins or other rRNA. We have probed the structure of Domain III rRNA alone and when contained within the intact 23S rRNA using SHAPE (selective 2'-hydroxyl acylation analyzed by primer extension), in the absence and presence of magnesium. The combined results support the hypothesis that Domain III alone folds to a near-native state with secondary structure, intra-domain tertiary interactions, and inter-domain interactions that are independent of whether or not it is embedded in the intact 23S rRNA or within the LSU. The data presented support previous suggestions that Domain III was added relatively late in ribosomal evolution.
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Affiliation(s)
| | | | - Chiaolong Hsiao
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | - Jessica C. Bowman
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | - Eric O'Neill
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | - Eli Hershkovitz
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | | | - Nicholas V. Hud
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | | | - Stephen C. Harvey
- School of Biology and
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
| | - Loren Dean Williams
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332, USA
- Corresponding author.E-mail .
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6
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Fujita Y, Ishikawa J, Furuta H, Ikawa Y. Generation and development of RNA ligase ribozymes with modular architecture through "design and selection". Molecules 2010; 15:5850-65. [PMID: 22273983 PMCID: PMC6257700 DOI: 10.3390/molecules15095850] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2010] [Revised: 08/12/2010] [Accepted: 08/18/2010] [Indexed: 12/27/2022] Open
Abstract
In vitro selection with long random RNA libraries has been used as a powerful method to generate novel functional RNAs, although it often requires laborious structural analysis of isolated RNA molecules. Rational RNA design is an attractive alternative to avoid this laborious step, but rational design of catalytic modules is still a challenging task. A hybrid strategy of in vitro selection and rational design has been proposed. With this strategy termed “design and selection,” new ribozymes can be generated through installation of catalytic modules onto RNA scaffolds with defined 3D structures. This approach, the concept of which was inspired by the modular architecture of naturally occurring ribozymes, allows prediction of the overall architectures of the resulting ribozymes, and the structural modularity of the resulting ribozymes allows modification of their structures and functions. In this review, we summarize the design, generation, properties, and engineering of four classes of ligase ribozyme generated by design and selection.
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Affiliation(s)
- Yuki Fujita
- Graduate School of Engineering, Kyushu University, 819-0395, Fukuoka, Japan
| | - Junya Ishikawa
- Graduate School of Engineering, Kyushu University, 819-0395, Fukuoka, Japan
| | - Hiroyuki Furuta
- Graduate School of Engineering, Kyushu University, 819-0395, Fukuoka, Japan
- International Research Center for Molecular Systems, Kyushu University, 819-0395, Fukuoka, Japan
| | - Yoshiya Ikawa
- Graduate School of Engineering, Kyushu University, 819-0395, Fukuoka, Japan
- International Research Center for Molecular Systems, Kyushu University, 819-0395, Fukuoka, Japan
- PRESTO, Japan Science and Technology Agency, Tokyo 102-0075, Japan
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +81-92-802-2866; Fax: +81-92-802-2865
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7
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Fujita Y, Furuta H, Ikawa Y. Evolutionary optimization of a modular ligase ribozyme: a small catalytic unit and a hairpin motif masking an element that could form an inactive structure. Nucleic Acids Res 2010; 38:3328-39. [PMID: 20110262 PMCID: PMC2879505 DOI: 10.1093/nar/gkq018] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
The YFL ribozyme is an artificial ligase ribozyme isolated by a ‘design and selection’ strategy, in which a modular catalytic unit was generated on a rationally designed modular scaffold RNA. This ligase ribozyme has a versatile catalytic unit that accepts not only β-nicotinamide mononucleotide (β-NMN) but also inorganic pyrophosphate as leaving groups for template-dependent RNA ligation. Although this property is interesting from an evolutionary viewpoint regarding primitive RNA ligation/polymerization systems in the RNA world, structural analysis of the YFL ribozyme has not been continued due to apparent structural nonuniformity of its folded state. To elucidate the active structure of the YFL ribozyme, we performed in vitro evolution experiments to improve its folding ability. Biochemical and phylogenetic analyses of evolved variants indicated that the catalytic unit of the YFL ribozyme is compact and the 3′ single-stranded region of the parent YFL-1 ribozyme contributes to mask an element that could form an inactive structure.
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Affiliation(s)
- Yuki Fujita
- Department of Chemistry and Biochemistry, Graduate School of Engineering, Kyushu University, Fukuoka 819-0395, Japan
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8
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Nacher JC, Hayashida M, Akutsu T. Emergence of scale-free distribution in protein-protein interaction networks based on random selection of interacting domain pairs. Biosystems 2008; 95:155-9. [PMID: 19010382 DOI: 10.1016/j.biosystems.2008.10.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2008] [Revised: 10/03/2008] [Accepted: 10/05/2008] [Indexed: 11/18/2022]
Abstract
Recent analyses of biological and artificial networks have revealed a common network architecture, called scale-free topology. The origin of the scale-free topology has been explained by using growth and preferential attachment mechanisms. In a cell, proteins are the most important carriers of function, and are composed of domains as elemental units responsible for the physical interaction between protein pairs. Here, we propose a model for protein-protein interaction networks that reveals the emergence of two possible topologies. We show that depending on the number of randomly selected interacting domain pairs, the connectivity distribution follows either a scale-free distribution, even in the absence of the preferential attachment, or a normal distribution. This new approach only requires an evolutionary model of proteins (nodes) but not for the interactions (edges). The edges are added by means of random interaction of domain pairs. As a result, this model offers a new mechanistic explanation for understanding complex networks with a direct biological interpretation because only protein structures and their functions evolved through genetic modifications of amino acid sequences. These findings are supported by numerical simulations as well as experimental data.
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Affiliation(s)
- J C Nacher
- Department of Complex Systems, Future University-Hakodate, 116-2 Kamedanakano-cho Hakodate, Hokkaido 041-8655, Japan.
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9
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Abstract
Protein domain prediction is important for protein structure prediction, structure determination, function annotation, mutagenesis analysis and protein engineering. Here we describe an accurate protein domain prediction server (DOMAC) combining both template-based and ab initio methods. The preliminary version of the server was ranked among the top domain prediction servers in the seventh edition of Critical Assessment of Techniques for Protein Structure Prediction (CASP7), 2006. DOMAC server and datasets are available at: http://www.bioinfotool.org/domac.html
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Affiliation(s)
- Jianlin Cheng
- School of Electrical Engineering and Computer Science, University of Central Florida, Orlando, FL 32816, USA.
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10
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Batey S, Randles LG, Steward A, Clarke J. Cooperative Folding in a Multi-domain Protein. J Mol Biol 2005; 349:1045-59. [PMID: 15913648 DOI: 10.1016/j.jmb.2005.04.028] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2005] [Revised: 04/08/2005] [Accepted: 04/14/2005] [Indexed: 11/27/2022]
Abstract
Most protein domains are found in multi-domain proteins, yet most studies of protein folding have concentrated on small, single-domain proteins or on isolated domains from larger proteins. Spectrin domains are small (106 amino acid residues), independently folding domains consisting of three long alpha-helices. They are found in multi-domain proteins with a number of spectrin domains in tandem array. Structural studies have shown that in these arrays the last helix of one domain forms a continuous helix with the first helix of the following domain. It has been demonstrated that a number of spectrin domains are stabilised by their neighbours. Here we investigate the molecular basis for cooperativity between adjacent spectrin domains 16 and 17 from chicken brain alpha-spectrin (R16 and R17). We show that whereas the proteins unfold as a single cooperative unit at 25 degrees C, cooperativity is lost at higher temperatures and in the presence of stabilising salts. Mutations in the linker region also cause the cooperativity to be lost. However, the cooperativity does not rely on specific interactions in the linker region alone. Most mutations in the R17 domain cause a decrease in cooperativity, whereas proteins with mutations in the R16 domain still fold cooperatively. We propose a mechanism for this behaviour.
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Affiliation(s)
- Sarah Batey
- University of Cambridge, Department of Chemistry, MRC Centre for Protein Engineering, Lensfield Rd, Cambridge CB2 1EW, UK
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11
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Miyazaki S, Kuroda Y, Yokoyama S. Characterization and prediction of linker sequences of multi-domain proteins by a neural network. JOURNAL OF STRUCTURAL AND FUNCTIONAL GENOMICS 2003; 2:37-51. [PMID: 12836673 DOI: 10.1023/a:1014418700858] [Citation(s) in RCA: 39] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
In this paper, we describe a neural network analysis of sequences connecting two protein domains (domain linkers). The neural network was trained to distinguish between domain linker sequences and non-linker sequences, using a SCOP-defined domain library. The analysis indicated that a significant difference existed between domain linkers and non-linker regions, including intra-domain loop regions. Moreover, the resulting Hinton diagram showed a position-dependent amino acid preference of the domain linker sequences, and implied their non-random nature. We then applied the neural network to predict domain linkers in multi-domain protein sequences. As the result of a Jack-knife test, 58% of the predicted regions matched actual linker regions (specificity), and 36% of the SCOP-derived domain linkers were predicted (sensitivity). This prediction efficiency is superior to simpler methods derived from secondary structure prediction that assume that long loop regions are putative domain linkers. Altogether, these results suggest that domain linkers possess local characteristics different from those of loop regions.
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Affiliation(s)
- Satoshi Miyazaki
- Department of Biophysics and Biochemistry, Graduate School of Science, University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
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12
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Adams JC. Methods in cell-matrix adhesion. Introduction. Methods Cell Biol 2003; 69:3-5. [PMID: 12071001 DOI: 10.1016/s0091-679x(02)69002-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
Affiliation(s)
- Josephine C Adams
- Department of Cell Biology, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, Ohio 44195, USA
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13
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Shi H, Tsang SY, Zheng H, Sturgis JN, Xue H. Two beta-rich structural domains in GABA(A) receptor alpha(1) subunit with different physical properties: Evidence for multidomain nature of the receptor. Protein Sci 2002; 11:2052-8. [PMID: 12142460 PMCID: PMC2373682 DOI: 10.1110/ps.0208402] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
The type A gamma-aminobutyric acid (GABA(A)) receptor is a major inhibitory neurotransmitter-gated ion channel. Previously, we identified a membrane-proximal beta-rich (MPBR) domain in fragment C166-L296 of GABA(A) receptor alpha(1) subunit, forming nativelike pentamers. In the present study, another structural domain, the amino-terminal domain, was shown to exist in the fragment Q28-E165. The secondary structures of both fragments were beta-rich as measured using FTIR spectroscopy and estimated from the CD spectra to be 42% and 51% beta-strand for Q28-E165 and C166-L296, respectively. The CD spectrum of the combined fragment Q28-L296 was additive of the spectra of the two fragments. In addition, denaturation curves of both fragments were characteristic of cooperative transitions, supporting their domainlike nature. C166-L296 required 6.5 M of guanidine chloride for total denaturation, therefore it is extraordinarily stable, more so than Q28-E165. Moreover, effects of detergent on the molecular masses of Q28-E165 and C166-L296, as monitored using laser-scattering spectroscopy, indicated that intermolecular interactions were much more significant in C166-L296 than in Q28-E165. Effects of pH on their molecular masses suggested that ionic forces were involved in these interactions. Together the results show that the two adjacent fragments form independent folding units, MPBR and amino-terminal domains, different in secondary structure content, denaturation profile, and polymerization status, and suggest that the former may play a more important role in receptor assembly and that the extraordinary stability may underlie its intrinsic tendency to form oligomers. More significantly, the present study has provided direct evidence for the long-postulated multidomain nature of this family of receptors.
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Affiliation(s)
- Haifeng Shi
- Department of Biochemistry, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong
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14
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Henderson CE, Bromek K, Mullin NP, Smith BO, Uhrín D, Barlow PN. Solution structure and dynamics of the central CCP module pair of a poxvirus complement control protein. J Mol Biol 2001; 307:323-39. [PMID: 11243823 DOI: 10.1006/jmbi.2000.4477] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The complement control protein (CCP) module (also known as SCR, CCP or sushi domain) is prevalent amongst proteins that regulate complement activation. Functional and mutagenesis studies have shown that in most cases two or more neighbouring CCP modules form specific binding sites for other molecules. Hence the orientation in space of a CCP module with respect to its neighbours and the flexibility of the intermodular junction are likely to be critical for function. Vaccinia virus complement control protein (VCP) is a complement regulatory protein composed of four tandemly arranged CCP modules. The solution structure of the carboxy-terminal half of this protein (CCP modules 3 and 4) has been solved previously. The structure of the central portion (modules 2 and 3, VCP approximately 2,3) has now also been solved using NMR spectroscopy at 37 degrees C. In addition, the backbone dynamics of VCP approximately 2,3 have been characterised by analysis of its (15)N relaxation parameters. Module 2 has a typical CCP module structure while module 3 in the context of VCP approximately 2,3 has some modest but significant differences in structure and dynamics to module 3 within the 3,4 pair. Modules 2 and 3 do not share an extensive interface, unlike modules 3 and 4. Only two possible NOEs were identified between the bodies of the modules, but a total of 40 NOEs between the short intermodular linker of VCP approximately 2,3 and the bodies of the two modules determines a preferred, elongated, orientation of the two modules in the calculated structures. The anisotropy of rotational diffusion has been characterised from (15)N relaxation data, and this indicates that the time-averaged structure is more compact than suggested by (1)H-(1)H NOEs. The data are consistent with the presence of many intermodular orientations, some of which are kinked, undergoing interconversion on a 10(-8)-10(-6) second time-scale. A reconstructed representation of modules 2-4 allows visualisation of the spatial arrangement of the 11 substitutions that occur in the more potent complement inhibitor from Variola (small pox) virus.
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Affiliation(s)
- C E Henderson
- The Edinburgh Centre for Protein Technology, the University of Edinburgh, the Joseph Black Chemistry Building, the King's Buildings, West Mains Road, Edinburgh EH9 3JJ, UK
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15
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Kuroda Y, Tani K, Matsuo Y, Yokoyama S. Automated search of natively folded protein fragments for high-throughput structure determination in structural genomics. Protein Sci 2000; 9:2313-21. [PMID: 11206052 PMCID: PMC2144534 DOI: 10.1110/ps.9.12.2313] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Structural genomic projects envision almost routine protein structure determinations, which are currently imaginable only for small proteins with molecular weights below 25,000 Da. For larger proteins, structural insight can be obtained by breaking them into small segments of amino acid sequences that can fold into native structures, even when isolated from the rest of the protein. Such segments are autonomously folding units (AFU) and have sizes suitable for fast structural analyses. Here, we propose to expand an intuitive procedure often employed for identifying biologically important domains to an automatic method for detecting putative folded protein fragments. The procedure is based on the recognition that large proteins can be regarded as a combination of independent domains conserved among diverse organisms. We thus have developed a program that reorganizes the output of BLAST searches and detects regions with a large number of similar sequences. To automate the detection process, it is reduced to a simple geometrical problem of recognizing rectangular shaped elevations in a graph that plots the number of similar sequences at each residue of a query sequence. We used our program to quantitatively corroborate the premise that segments with conserved sequences correspond to domains that fold into native structures. We applied our program to a test data set composed of 99 amino acid sequences containing 150 segments with structures listed in the Protein Data Bank, and thus known to fold into native structures. Overall, the fragments identified by our program have an almost 50% probability of forming a native structure, and comparable results are observed with sequences containing domain linkers classified in SCOP. Furthermore, we verified that our program identifies AFU in libraries from various organisms, and we found a significant number of AFU candidates for structural analysis, covering an estimated 5 to 20% of the genomic databases. Altogether, these results argue that methods based on sequence similarity can be useful for dissecting large proteins into small autonomously folding domains, and such methods may provide an efficient support to structural genomics projects.
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Affiliation(s)
- Y Kuroda
- Protein Research Group, Genomic Sciences Center, The Institute of Physical and Chemical Research (RIKEN), Yokohama, Kanagawa, Japan.
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16
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Chen H, Pyluck AL, Janik M, Sampson NS. Peptides corresponding to the epidermal growth factor-like domain of mouse fertilin: synthesis and biological activity. Biopolymers 2000; 47:299-307. [PMID: 10036971 DOI: 10.1002/(sici)1097-0282(1998)47:4<299::aid-bip5>3.0.co;2-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
A key step leading to fertilization is the binding of sperm to the egg plasma membrane. When a mammalian sperm reaches the egg plasma membrane, fertilin, an extracellular sperm membrane protein, is believed to bind to an egg plasma membrane receptor mediating fusion. Fertilin is composed of two subunits, and each subunit contains several domains, i.e., metalloprotease, disintegrin, epidermal growth factor (EGF)-like and fusion domains. This investigation examined the role of the EGF-like domains of mouse fertilin alpha and fertilin beta. Peptides corresponding to the N-terminal subdomain, containing four cysteines, and the C-terminal subdomain, containing two cysteines, were synthesized by solid-phase synthesis methods. Disulfide bonds were formed regioselectively according to the canonical EGF-like disulfide pattern. The activity of these peptides and their linear counterparts were tested for activity in a mouse in vitro fertilization assay. One peptide, 4a, corresponding to the cystine-constrained N-terminal subdomain of fertilin beta, had an activating effect on fertilization. The fertilization rate (number of eggs fertilized), fertilization index (number of sperm fused per egg), and level of polyspermy (three or more sperm fused per egg) increased in the presence of 500 microM 4a (12, 56, and 190%, respectively). Its linear counterpart, 4b, had no effect on in vitro fertilization. These data suggest that the EGF-like domain of fertilin beta has a function in sperm-egg binding and fusion. Previously, it has been shown that the fertilin beta disintegrin domain has a role in sperm-egg binding. Considered together, these studies suggest that fertilin is a modular, multidomain protein with more than one mechanism of action. This modularity may be used to design inhibitors of fertilin-receptor interactions that have high specificities for the fertilization process.
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Affiliation(s)
- H Chen
- Department of Chemistry, State University of New York, Stony Brook 11794-3400, USA
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17
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Symons A, Willis AC, Barclay AN. Domain organization of the extracellular region of CD45. PROTEIN ENGINEERING 1999; 12:885-92. [PMID: 10556250 DOI: 10.1093/protein/12.10.885] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
CD45 is a large, heavily glycosylated, transmembrane protein phosphotyrosine phosphatase found on all nucleated cells of haematopoietic origin. In lymphocytes, the cytoplasmic phosphatase is necessary for efficient signalling through the antigen receptor but in contrast little is known about the interactions of the extracellular region of the molecule. This consists of a mucin-like region, a novel cysteine-containing region and a region containing three putative fibronectin type III domains. To confirm this organization and to identify parts potentially important for function, we have expressed fragments of the extracellular domain of rat CD45 as recombinant soluble proteins. Proteins corresponding to two, three and four domains of CD45 were expressed in secreted forms. Single domains and constructs for proteins with truncations of the predicted domains were not expressed. This is consistent with the proposed structural organization. Determination of the positions of the disulphide bonds in the N-terminal cysteine-containing region and the first fibronectin type III domain identified novel disulphide bonds within the fibronectin type III domain and an unusual inter-domain disulphide linkage. Circular dichroism spectroscopy indicated that this region of rat CD45 has mainly beta-strand secondary structure and no alpha-helical content. These studies support the proposed domain organization of CD45.
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Affiliation(s)
- A Symons
- MRC Cellular Immunology Unit, Sir William Dunn School of Pathology, University of Oxford, Oxford, OX1 3RE
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18
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Abstract
The recently determined crystal structure of the PR65/A subunit of protein phosphatase 2A reveals the architecture of proteins containing HEAT repeats. The structural properties of this solenoid protein explain many functional characteristics and account for the involvement of solenoids as scaffold, anchoring and adaptor proteins.
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Affiliation(s)
- B Kobe
- Structural Biology Laboratory, St Vincent's Institute of Medical Research, Fitzroy, Victoria, Australia.
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19
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Xue H, Hang J, Chu R, Xiao Y, Li H, Lee P, Zheng H. Delineation of a membrane-proximal beta-rich domain in the GABAA receptor by progressive deletions. J Mol Biol 1999; 285:55-61. [PMID: 9878387 DOI: 10.1006/jmbi.1998.2317] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The type A gamma-aminobutyric acid (GABAA) receptor plays a major inhibitory role in the central nervous system. Structural elucidation of the GABAA receptor has been impeded by the large size of the receptor. We present here the delineation of a minimal structural domain as the first step of dissecting the receptor structure. This was achieved through prediction-assisted progressive deletions: the prediction of a candidate structural domain rich in beta-strands with no close similarity to known structures was tested by deleting putative secondary structure elements from the ends of the proposed domain, as well as mutations within the terminal secondary structures. Such progressive deletions revealed the limits of an integral domain, spanning Cys180 to Met293 (numbering of human alpha1 subunit). Below these limits the intact domain structure, as indicated by its circular dichroism, collapses. Based on its putative position, this domain is provisionally designated the membrane-proximal beta-rich domain of GABAA receptor. The inclusion of sequences from the first two out of four previously suggested transmembrane segments and one of the two conserved Cys residues in this domain defines important constraints to the receptor structure.
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Affiliation(s)
- H Xue
- Department of Biochemistry, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong.
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20
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Michelmore RW, Meyers BC. Clusters of resistance genes in plants evolve by divergent selection and a birth-and-death process. Genome Res 1998; 8:1113-30. [PMID: 9847076 DOI: 10.1101/gr.8.11.1113] [Citation(s) in RCA: 605] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Classical genetic and molecular data show that genes determining disease resistance in plants are frequently clustered in the genome. Genes for resistance (R genes) to diverse pathogens cloned from several species encode proteins that have motifs in common. These motifs indicate that R genes are part of signal-transduction systems. Most of these R genes encode a leucine-rich repeat (LRR) region. Sequences encoding putative solvent-exposed residues in this region are hypervariable and have elevated ratios of nonsynonymous to synonymous substitutions; this suggests that they have evolved to detect variation in pathogen-derived ligands. Generation of new resistance specificities previously had been thought to involve frequent unequal crossing-over and gene conversions. However, comparisons between resistance haplotypes reveal that orthologs are more similar than paralogs implying a low rate of sequence homogenization from unequal crossing-over and gene conversion. We propose a new model adapted and expanded from one proposed for the evolution of vertebrate major histocompatibility complex and immunoglobulin gene families. Our model emphasizes divergent selection acting on arrays of solvent-exposed residues in the LRR resulting in evolution of individual R genes within a haplotype. Intergenic unequal crossing-over and gene conversions are important but are not the primary mechanisms generating variation.
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Affiliation(s)
- R W Michelmore
- Department of Vegetable Crops, University of California, Davis, California 95616, USA.
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21
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Abstract
Examination of multidomain and/or multimeric protein structures can reveal evolutionary paths to a more complex 3D organization. Over the past few years, proteins have been shown to evolve while preserving mutual domain organization and interfaces. The recent advances in understanding domain reorganization and mobility highlight the versatility and efficiency of protein structural evolution.
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Affiliation(s)
- J Heringa
- Division of Mathematical Biology, National Institute for Medical Research, Mill Hill, London, UK.
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22
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Fuchs MA, Buta C. The role of peptide modules in protein evolution. Biophys Chem 1997; 66:203-10. [PMID: 17029875 DOI: 10.1016/s0301-4622(97)00067-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/1997] [Accepted: 04/24/1997] [Indexed: 11/18/2022]
Abstract
Protein evolution shows interesting strategies to be used in protein design. During evolution the creation of new proteins has been accomplished by combining different peptide modules, i.e. evolutionary successful stable folding units. Thereby, the evolution of proteins has been greatly enhanced. Today this mechanism of recombining optimized building blocks to design new proteins has been introduced into applied molecular evolution.
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Affiliation(s)
- M A Fuchs
- Max-Planck-Institute for Biophysical Chemistry, D-37077 Göttingen, Germany
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23
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Sherman MA, Chen Y, Mas MT. An engineered amino-terminal domain of yeast phosphoglycerate kinase with native-like structure. Protein Sci 1997; 6:882-91. [PMID: 9098898 PMCID: PMC2144753 DOI: 10.1002/pro.5560060415] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Previous studies have suggested that the carboxy-terminal peptide (residues 401-415) and interdomain helix (residues 185-199) of yeast phosphoglycerate kinase, a two-domain enzyme, play a role in the folding and stability of the amino-terminal domain (residues 1-184). A deletion mutant has been created in which the carboxy-terminal peptide is attached to the amino-terminal domain (residues 1-184) plus interdomain helix (residues 185-199) through a flexible peptide linker, thus eliminating the carboxy-terminal domain entirely. CD, fluorescence, gel filtration, and NMR experiments indicated that, unlike versions described previously, this isolated N-domain is soluble, monomeric, compactly folded, native-like in structure, and capable of binding the substrate 3-phosphoglycerate with high affinity in a saturable manner. The midpoint of the guanidine-induced unfolding transition was the same as that of the native two-domain protein (Cm approximately 0.8 M). The free energy change associated with guanidine-induced unfolding was one-third that of the native enzyme, in agreement with previous studies that evaluated the intrinsic stability of the N-domain and the contribution of domain-domain interactions to the stability of PGK. These observations suggest that the C-terminal peptide and interdomain helix are sufficient for maintaining a native-like fold of the N-domain in the absence of the C-domain.
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Affiliation(s)
- M A Sherman
- Division of Biology, Beckman Research Institute of the City of Hope, Duarte, California 91010, USA
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24
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Spitzfaden C, Grant RP, Mardon HJ, Campbell ID. Module-module interactions in the cell binding region of fibronectin: stability, flexibility and specificity. J Mol Biol 1997; 265:565-79. [PMID: 9048949 DOI: 10.1006/jmbi.1996.0736] [Citation(s) in RCA: 88] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
The structure of mosaic proteins depends on the nature and strength of interactions between individual modules. Here we investigated the structural significance of module-module interactions in the RGD-dependent cell binding region of human fibronectin, comprising the ninth and tenth fibronectin type III. A combination of protein engineering, thermodynamics and nuclear magnetic resonance methods was employed to establish a relationship between intermodular protein-protein interactions and the structural properties of the module pair. A poly(glycine) peptide link connecting the C terminus of the ninth and the N terminus of the tenth module was introduced to probe the range of the interaction. NMR studies (Chemical shifts and 15N relaxation) together with equilibrium and kinetic unfolding experiments were carried out on five different single and double module constructs. The results show that non-specific protein-protein interactions provide the bulk of the thermodynamic stabilization and the motional constraint of the two modules. Specific interactions between the two modules are restricted to the wild-type module pair and decline very rapidly with the insertion of additional linker residues. This low level of specificity is nonetheless sufficient to fine-tune the precise module-module orientation and to provide the full biological activity of the wild-type pair. This suggests that individual modules in mosaic proteins can achieve a high degree of motional constraint and mutual stabilization without the requirement for intricate and specific interactions in the module-module interfaces.
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Affiliation(s)
- C Spitzfaden
- University of Oxford Department of Biochemistry, UK
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25
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Abstract
The aconitase family contains a diverse group of iron-sulphur (Fe-S) isomerases and two types of iron regulatory protein (IRP). Structural comparisons have revealed three architecturally distinct variants in which one of the four structural domains is covalently linked at either the amino- or carboxy-terminal end of a single polypeptide or else this domain exists as an independent subunit.
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Affiliation(s)
- M J Gruer
- Krebs Institute for Biomolecular Research, Department of Molecular Biology and Biotechnology, University of Sheffield, UK
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26
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27
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Bork P, Downing AK, Kieffer B, Campbell ID. Structure and distribution of modules in extracellular proteins. Q Rev Biophys 1996; 29:119-67. [PMID: 8870072 DOI: 10.1017/s0033583500005783] [Citation(s) in RCA: 234] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
It has become standard practice to compare new amino-acid and nucleotide sequences with existing ones in the rapidly growing sequence databases. This has led to the recurring identification of certain sequence patterns, usually corresponding to less than 300 amino-acids in length. Many of these identifiable sequence regions have been shown to fold up to form a ‘domain’ structure; they are often called protein ‘modules’ (see definitions below). Proteins that contain such modules are widely distributed in biology, but they are particularly common in extracellular proteins.
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Affiliation(s)
- P Bork
- Max-Delbrück-Center for Molecular Medicine, Berlin-Buch, Germany
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28
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Guilloteau JP, Fromage N, Ries-Kautt M, Reboul S, Bocquet D, Dubois H, Faucher D, Colonna C, Ducruix A, Becquart J. Purification, stabilization, and crystallization of a modular protein: Grb2. Proteins 1996; 25:112-9. [PMID: 8727323 DOI: 10.1002/(sici)1097-0134(199605)25:1<112::aid-prot9>3.0.co;2-l] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
We report here the purification and the crystallization of the modular protein Grb2. The protein was expressed as a fusion with glutathione-S-transferase and purified by affinity chromatography on glutathione agarose. It was apparent from reverse phase chromatography that the purified protein was conformationally unstable. Instability was overcome by the addition of 100 mM arginine to the buffers. Because Grb2 appeared to be extremely sensitive to oxidation, crystallization experiments were performed with a dialysis button technique involving daily addition of fresh DTT to the reservoirs. The presence of 8 to 14% glycerol was necessary to obtain monocrystals. These results are discussed in relation with the modular nature of Grb2.
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Affiliation(s)
- J P Guilloteau
- Service de Biochimie, Rhône-Poulenc Rorer SA, Vitry/Seine, France
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29
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Abstract
The smooth progression of the eukaryotic cell cycle relies on the periodic activation of members of a family of cell cycle kinases by regulatory proteins called cyclins. Outside of the cell cycle, cyclin homologs play important roles in regulating the assembly of transcription complexes; distant structural relatives of the conserved cyclin core or "box" can also function as general transcription factors (like TFIIB) or survive embedded in the chain of the tumor suppressor, retinoblastoma protein. The present work attempts the prediction of the canonical secondary, supersecondary, and tertiary fold of the minimal cyclin box domain using a combination of techniques that make use of the evolutionary information captured in a multiple alignment of homolog sequences. A tandem set of closely packed, helical modules are predicted to form the cyclin box domain.
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Affiliation(s)
- J F Bazan
- Protein Machine Group, Department of Molecular Biology, DNAX Research Institute, Palo Alto, California 94304-1104, USA
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30
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Smith BO, Downing AK, Driscoll PC, Dudgeon TJ, Campbell ID. The solution structure and backbone dynamics of the fibronectin type I and epidermal growth factor-like pair of modules of tissue-type plasminogen activator. Structure 1995; 3:823-33. [PMID: 7582899 DOI: 10.1016/s0969-2126(01)00217-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
BACKGROUND The thrombolytic serine protease tissue-type plasminogen activator (t-PA) is a classical modular protein consisting of three types of domain in addition to the serine protease domain: F1 (homologous to fibronectin type I); G (epidermal growth factor-like) and kringle. Biochemical data suggest that the F1 and G modules play a major role in the binding of t-PA to fibrin and to receptors on hepatocytes. RESULTS We have derived the solution structure of the F1 and G pair of modules from t-PA by two- and three-dimensional NMR techniques, in combination with dynamical simulated annealing calculations. We have also obtained information about the molecule's backbone dynamics through measurement of amide 15N relaxation parameters. CONCLUSIONS Although the F1 and G modules each adopt their expected tertiary structure, the modules interact intimately to bury a hydrophobic core, and the inter-module linker makes up the third strand of the G module's major beta-sheet. The new structural results allow the interpretation of earlier mutational data relevant to fibrin-binding and hepatocyte-receptor binding.
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Affiliation(s)
- B O Smith
- Oxford Centre for Molecular Sciences, UK
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31
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Hawkins AR, Lamb HK. The molecular biology of multidomain proteins. Selected examples. EUROPEAN JOURNAL OF BIOCHEMISTRY 1995; 232:7-18. [PMID: 7556173 DOI: 10.1111/j.1432-1033.1995.tb20775.x] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
The aim of this review is to give an overview of the contribution molecular biology can make to an understanding of the functions and interactions within multidomain proteins. The contemporary advantages ascribed to multidomain proteins include (a) the potential for metabolite channelling and the protection of unstable intermediates; (b) the potential for interactions between domains catalysing sequential steps in a metabolic pathway, thereby giving the potential for allosteric interactions; and (c) the facility to produce enzymic activities in a fixed stoichiometric ratio. The alleged advantages in (a) and (b) however apply equally well to multi-enzyme complexes; therefore, specific examples of these phenomena are examined in multidomain proteins to determine whether the proposed advantages are apparent. Some transcription-regulating proteins active in the control of metabolic pathways are composed of multiple domains and their control is exerted and modulated at the molecular level by protein-DNA, protein-protein and protein-metabolite interactions. These complex recognition events place strong constraints upon the proteins involved, requiring the recognition of and interaction with different classes of cellular metabolites and macromolecules. Specific examples of transcription-regulating proteins are examined to probe how their multidomain nature facilitates a general solution to the problem of multiple recognition events. A general unifying theme that emerges from these case studies is that a basic unitary design of modules provided by enzymes is exploited to produce multidomain proteins by a complex series of gene duplication and fusion events. Successful modules provided by enzymes are co-opted to new function by selection apparently acting upon duplicated copies of the genes encoding the enzymes. In multidomain transcription-regulating proteins, former enzyme modules can be recruited as molecular sensors that facilitate presumed allosteric interactions necessary for the molecular control of transcription.
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Affiliation(s)
- A R Hawkins
- Department of Biochemistry and Genetics, Medical School, University of Newcastle upon Tyne, England
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32
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Fischer A, Baum N, Saedler H, Theissen G. Chromosomal mapping of the MADS-box multigene family in Zea mays reveals dispersed distribution of allelic genes as well as transposed copies. Nucleic Acids Res 1995; 23:1901-11. [PMID: 7596816 PMCID: PMC306961 DOI: 10.1093/nar/23.11.1901] [Citation(s) in RCA: 47] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
A linker PCR procedure has been developed for preparing repetitive DNA-free probes from genomic clones, which is especially efficient for members of gene families. Using this procedure as well as standard methods to prepare hybridization probes, chromosomal map positions of MADS-box genes were determined in recombinant inbred lines of maize (Zea mays ssp. mays). It appears that MADS-box genes are scattered throughout the maize genome. While there is evidence that this genomic distribution is representative for plant MADS-box genes in general, the following two other observations probably reflect Zea genome organization. First, at least one family of MADS-box-carrying elements contains line-specific versions, which are present in some maize lines at certain chromosomal positions, but are absent from these loci in other lines. The members of this family resemble transposable elements in some respects. Secondly, the finding of pairs of highly related MADS-box genes which are accompanied by other duplicated markers is a further indication of the ancestral polyploid genome constitution revealed with other markers. The importance of these findings for an understanding of the genomic organization of MADS-box genes and the evolution of the MADS-box gene family is discussed.
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Affiliation(s)
- A Fischer
- Max-Planck-Institut für Züchtungsforschung, Abteilung Molekulare Pflanzengenetik, Köln, Germany
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33
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Fischer A, Saedler H, Theissen G. Restriction fragment length polymorphism-coupled domain-directed differential display: a highly efficient technique for expression analysis of multigene families. Proc Natl Acad Sci U S A 1995; 92:5331-5. [PMID: 7777507 PMCID: PMC41688 DOI: 10.1073/pnas.92.12.5331] [Citation(s) in RCA: 55] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
In this paper, a reverse-transcriptase PCR-based protocol suitable for efficient expression analysis of multigene families is presented. The method combines restriction fragment length polymorphism (RFLP) technology with a gene family-specific version of mRNA differential display and hence is called "RFLP-coupled domain-directed differential display. "With this method, expression of all members of a multigene family at many different developmental stages, in diverse tissues and even in different organisms, can be displayed on one gel. Moreover, bands of interest, representing gene family members, are directly accessible to sequence analysis, without the need for subcloning. The method thus enables a detailed, high-resolution expression analysis of known gene family members as well as the identification and characterization of new ones. Here the technique was used to analyze differential expression of MADS-box genes in male and female inflorescences of maize (Zea mays ssp. mays). Six different MADS-box genes could be identified, being either specifically expressed in the female sex or preferentially expressed in male or female inflorescences, respectively. Other possible applications of the method are discussed.
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Affiliation(s)
- A Fischer
- Max-Planck-Institut für Züchtungsforschung, Abteilung Molekulare Pflanzengenetik, Cologne, Germany
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