1
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Stability and flexibility of full-length human oligodendrocytic QKI6. BMC Res Notes 2019; 12:609. [PMID: 31547849 PMCID: PMC6757426 DOI: 10.1186/s13104-019-4629-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Accepted: 09/10/2019] [Indexed: 11/15/2022] Open
Abstract
Objective Oligodendrocytes account for myelination in the central nervous system. During myelin compaction, key proteins are translated in the vicinity of the myelin membrane, requiring targeted mRNA transport. Quaking isoform 6 (QKI6) is a STAR domain-containing RNA transport protein, which binds a conserved motif in the 3′-UTR of certain mRNAs, affecting the translation of myelination-involved proteins. RNA binding has been earlier structurally characterized, but information about full-length QKI6 conformation is lacking. Based on known domains and structure predicitons, we expected full-length QKI6 to be flexible and carry disordered regions. Hence, we carried out biophysical and structural characterization of human QKI6. Results We expressed and purified full-length QKI6 and characterized it using mass spectrometry, light scattering, small-angle X-ray scattering, and circular dichroism spectroscopy. QKI6 was monodisperse, folded, and mostly dimeric, being oxidation-sensitive. The C-terminal tail was intrinsically disordered, as predicted. In the absence of RNA, the RNA-binding subdomain is likely to present major flexibility. In thermal stability assays, a double sequential unfolding behaviour was observed in the presence of phosphate, which may interact with the RNA-binding domain. The results confirm the flexibility and partial disorder of QKI6, which may be functionally relevant.
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2
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Sharma M, Anirudh CR. Mechanism of mRNA-STAR domain interaction: Molecular dynamics simulations of Mammalian Quaking STAR protein. Sci Rep 2017; 7:12567. [PMID: 28974714 PMCID: PMC5626755 DOI: 10.1038/s41598-017-12930-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2017] [Accepted: 09/20/2017] [Indexed: 01/08/2023] Open
Abstract
STAR proteins are evolutionary conserved mRNA-binding proteins that post-transcriptionally regulate gene expression at all stages of RNA metabolism. These proteins possess conserved STAR domain that recognizes identical RNA regulatory elements as YUAAY. Recently reported crystal structures show that STAR domain is composed of N-terminal QUA1, K-homology domain (KH) and C-terminal QUA2, and mRNA binding is mediated by KH-QUA2 domain. Here, we present simulation studies done to investigate binding of mRNA to STAR protein, mammalian Quaking protein (QKI). We carried out conventional MD simulations of STAR domain in presence and absence of mRNA, and studied the impact of mRNA on the stability, dynamics and underlying allosteric mechanism of STAR domain. Our unbiased simulations results show that presence of mRNA stabilizes the overall STAR domain by reducing the structural deviations, correlating the ‘within-domain’ motions, and maintaining the native contacts information. Absence of mRNA not only influenced the essential modes of motion of STAR domain, but also affected the connectivity of networks within STAR domain. We further explored the dissociation of mRNA from STAR domain using umbrella sampling simulations, and the results suggest that mRNA binding to STAR domain occurs in multi-step: first conformational selection of mRNA backbone conformations, followed by induced fit mechanism as nucleobases interact with STAR domain.
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Affiliation(s)
- Monika Sharma
- Department of Chemical Sciences, Indian Institute of Science Education and Research (IISER), Sector 81, Knowledge City, SAS Nagar, Punjab, India.
| | - C R Anirudh
- Department of Chemical Sciences, Indian Institute of Science Education and Research (IISER), Sector 81, Knowledge City, SAS Nagar, Punjab, India
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3
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Nicastro G, Taylor IA, Ramos A. KH-RNA interactions: back in the groove. Curr Opin Struct Biol 2015; 30:63-70. [PMID: 25625331 DOI: 10.1016/j.sbi.2015.01.002] [Citation(s) in RCA: 95] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2014] [Revised: 12/20/2014] [Accepted: 01/08/2015] [Indexed: 12/30/2022]
Abstract
The hnRNP K-homology (KH) domain is a single stranded nucleic acid binding domain that mediates RNA target recognition by a large group of gene regulators. The structure of the KH fold is well characterised and some initial rules for KH-RNA recognition have been drafted. However, recent findings have shown that these rules need to be revisited and have now provided a better understanding of how the domain can recognise a sequence landscape larger than previously thought as well as revealing the diversity of structural expansions to the KH domain. Finally, novel structural and functional data show how multiple KH domains act in a combinatorial fashion to both allow recognition of longer RNA motifs and remodelling of the RNA structure. These advances set the scene for a detailed molecular understanding of KH selection of the cellular targets.
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Affiliation(s)
- Giuseppe Nicastro
- Division of Molecular Structure, MRC National Institute for Medical Research, London, UK
| | - Ian A Taylor
- Division of Molecular Structure, MRC National Institute for Medical Research, London, UK
| | - Andres Ramos
- Research Department of Structural and Molecular Biology, University College London, London, UK; Division of Molecular Structure, MRC National Institute for Medical Research, London, UK.
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4
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Beadell AV, Haag ES. Evolutionary Dynamics of GLD-1-mRNA complexes in Caenorhabditis nematodes. Genome Biol Evol 2014; 7:314-35. [PMID: 25502909 PMCID: PMC4316625 DOI: 10.1093/gbe/evu272] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/04/2014] [Indexed: 12/17/2022] Open
Abstract
Given the large number of RNA-binding proteins and regulatory RNAs within genomes, posttranscriptional regulation may be an underappreciated aspect of cis-regulatory evolution. Here, we focus on nematode germ cells, which are known to rely heavily upon translational control to regulate meiosis and gametogenesis. GLD-1 belongs to the STAR-domain family of RNA-binding proteins, conserved throughout eukaryotes, and functions in Caenorhabditis elegans as a germline-specific translational repressor. A phylogenetic analysis across opisthokonts shows that GLD-1 is most closely related to Drosophila How and deuterostome Quaking, both implicated in alternative splicing. We identify messenger RNAs associated with C. briggsae GLD-1 on a genome-wide scale and provide evidence that many participate in aspects of germline development. By comparing our results with published C. elegans GLD-1 targets, we detect nearly 100 that are conserved between the two species. We also detected several hundred Cbr-GLD-1 targets whose homologs have not been reported to be associated with C. elegans GLD-1 in either of two independent studies. Low expression in C. elegans may explain the failure to detect most of them, but a highly expressed subset are strong candidates for Cbr-GLD-1-specific targets. We examine GLD-1-binding motifs among targets conserved in C. elegans and C. briggsae and find that most, but not all, display evidence of shared ancestral binding sites. Our work illustrates both the conservative and the dynamic character of evolution at the posttranslational level of gene regulation, even between congeners.
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Affiliation(s)
- Alana V Beadell
- Program in Behavior, Evolution, Ecology, and Systematics, University of Maryland, College Park Present address: Department of Organismal Biology and Anatomy, University of Chicago, Chicago, IL
| | - Eric S Haag
- Program in Behavior, Evolution, Ecology, and Systematics, University of Maryland, College Park Department of Biology, University of Maryland, College Park
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5
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Abstract
STAR (signal transduction and activation of RNA) proteins are a family of RNA-binding proteins that regulate post-transcriptional gene regulation events at various levels, such as pre-mRNA alternative splicing, RNA export, translation and stability. Most of these proteins are regulated by signalling pathways through post-translational modifications, such as phosphorylation and arginine methylation. These proteins share a highly conserved RNA-binding domain, denoted STAR domain. Structural investigations of this STAR domain in complex with RNA have highlighted how a subset of STAR proteins specifically recognizes its RNA targets. The present review focuses on the structural basis of RNA recognition by this family of proteins.
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6
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Daubner GM, Brümmer A, Tocchini C, Gerhardy S, Ciosk R, Zavolan M, Allain FHT. Structural and functional implications of the QUA2 domain on RNA recognition by GLD-1. Nucleic Acids Res 2014; 42:8092-105. [PMID: 24838563 PMCID: PMC4081071 DOI: 10.1093/nar/gku445] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2014] [Revised: 05/04/2014] [Accepted: 05/06/2014] [Indexed: 01/13/2023] Open
Abstract
The STAR family comprises ribonucleic acid (RNA)-binding proteins that play key roles in RNA-regulatory processes. RNA recognition is achieved by a KH domain with an additional α-helix (QUA2) that seems to extend the RNA-binding surface to six nucleotides for SF1 (Homo sapiens) and seven nucleotides for GLD-1 (Caenorhabditis elegans). To understand the structural basis of this probable difference in specificity, we determined the solution structure of GLD-1 KH-QUA2 with the complete consensus sequence identified in the tra-2 gene. Compared to SF1, the GLD-1 KH-QUA2 interface adopts a different conformation resulting indeed in an additional sequence-specific binding pocket for a uracil at the 5'end. The functional relevance of this binding pocket is emphasized by our bioinformatics analysis showing that GLD-1 binding sites with this 5'end uracil are more predictive for the functional response of the messenger RNAs to gld-1 knockout. We further reveal the importance of the KH-QUA2 interface in vitro and that its alteration in vivo affects the level of translational repression dependent on the sequence of the GLD-1 binding motif. In conclusion, we demonstrate that the QUA2 domain distinguishes GLD-1 from other members of the STAR family and contributes more generally to the modulation of RNA-binding affinity and specificity of KH domain containing proteins.
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Affiliation(s)
- Gerrit M Daubner
- Institute of Molecular Biology and Biophysics, Eidgenössische Technische Hochschule (ETH) Zürich, 8093 Zürich, Switzerland
| | - Anneke Brümmer
- Biozentrum, University of Basel, 4056 Basel, Switzerland
| | - Cristina Tocchini
- Friedrich Miescher Institute for Biomedical Research, 4002 Basel, Switzerland
| | - Stefan Gerhardy
- Institute of Molecular Biology and Biophysics, Eidgenössische Technische Hochschule (ETH) Zürich, 8093 Zürich, Switzerland
| | - Rafal Ciosk
- Friedrich Miescher Institute for Biomedical Research, 4002 Basel, Switzerland
| | | | - Frédéric H-T Allain
- Institute of Molecular Biology and Biophysics, Eidgenössische Technische Hochschule (ETH) Zürich, 8093 Zürich, Switzerland
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7
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Foot JN, Feracci M, Dominguez C. Screening protein--single stranded RNA complexes by NMR spectroscopy for structure determination. Methods 2014; 65:288-301. [PMID: 24096002 PMCID: PMC3959648 DOI: 10.1016/j.ymeth.2013.09.018] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2013] [Revised: 09/16/2013] [Accepted: 09/24/2013] [Indexed: 12/23/2022] Open
Abstract
In the past few years, RNA molecules have been revealed to be at the center of numerous biological processes. Long considered as passive molecules transferring genetic information from DNA to proteins, it is now well established that RNA molecules play important regulatory roles. Associated with that, the number of identified RNA binding proteins (RBPs) has increased considerably and mutations in RNA molecules or RBP have been shown to cause various diseases, such as cancers. It is therefore crucial to understand at the molecular level how these proteins specifically recognise their RNA targets in order to design new generation drug therapies targeting protein-RNA complexes. Nuclear magnetic resonance (NMR) is a particularly well-suited technique to study such protein-RNA complexes at the atomic level and can provide valuable information for new drug discovery programs. In this article, we describe the NMR strategy that we and other laboratories use for screening optimal conditions necessary for structural studies of protein-single stranded RNA complexes, using two proteins, Sam68 and T-STAR, as examples.
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Affiliation(s)
- Jaelle N Foot
- Department of Biochemistry, Henry Wellcome Laboratories of Structural Biology, University of Leicester, UK
| | - Mikael Feracci
- Department of Biochemistry, Henry Wellcome Laboratories of Structural Biology, University of Leicester, UK
| | - Cyril Dominguez
- Department of Biochemistry, Henry Wellcome Laboratories of Structural Biology, University of Leicester, UK.
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8
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Teplova M, Hafner M, Teplov D, Essig K, Tuschl T, Patel DJ. Structure-function studies of STAR family Quaking proteins bound to their in vivo RNA target sites. Genes Dev 2013; 27:928-40. [PMID: 23630077 DOI: 10.1101/gad.216531.113] [Citation(s) in RCA: 79] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Mammalian Quaking (QKI) and its Caenorhabditis elegans homolog, GLD-1 (defective in germ line development), are evolutionarily conserved RNA-binding proteins, which post-transcriptionally regulate target genes essential for developmental processes and myelination. We present X-ray structures of the STAR (signal transduction and activation of RNA) domain, composed of Qua1, K homology (KH), and Qua2 motifs of QKI and GLD-1 bound to high-affinity in vivo RNA targets containing YUAAY RNA recognition elements (RREs). The KH and Qua2 motifs of the STAR domain synergize to specifically interact with bases and sugar-phosphate backbones of the bound RRE. Qua1-mediated homodimerization generates a scaffold that enables concurrent recognition of two RREs, thereby plausibly targeting tandem RREs present in many QKI-targeted transcripts. Structure-guided mutations reduced QKI RNA-binding affinity in vitro and in vivo, and expression of QKI mutants in human embryonic kidney cells (HEK293) significantly decreased the abundance of QKI target mRNAs. Overall, our studies define principles underlying RNA target selection by STAR homodimers and provide insights into the post-transcriptional regulatory function of mammalian QKI proteins.
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Affiliation(s)
- Marianna Teplova
- Structural Biology Program, Memorial Sloan-Kettering Cancer Center, New York, New York 10065, USA
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9
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Ali M, Broadhurst RW. Solution structure of the QUA1 dimerization domain of pXqua, the Xenopus ortholog of Quaking. PLoS One 2013; 8:e57345. [PMID: 23520467 PMCID: PMC3592866 DOI: 10.1371/journal.pone.0057345] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2012] [Accepted: 01/21/2013] [Indexed: 11/19/2022] Open
Abstract
The STAR protein family member Quaking is essential for early development in vertebrates. For example, in oligodendrocyte cells it regulates the splicing, localization, translation and lifetime of a set of mRNAs that code for crucial components of myelin. The Quaking protein contains three contiguous conserved regions: a QUA1 oligomerization element, followed by a single-stranded RNA binding motif comprising the KH and QUA2 domains. An embryonic lethal point mutation in the QUA1 domain, E48G, is known to affect both the aggregation state and RNA-binding properties of the murine Quaking ortholog (QKI). Here we report the NMR solution structure of the QUA1 domain from the Xenopus laevis Quaking ortholog (pXqua), which forms a dimer composed of two perpendicularly docked α-helical hairpin motifs. Size exclusion chromatography studies of a range of mutants demonstrate that the dimeric state of the pXqua QUA1 domain is stabilized by a network of interactions between side-chains, with significant roles played by an intra-molecular hydrogen bond between Y41 and E72 (the counterpart to QKI E48) and an inter-protomer salt bridge between E72 and R67. These results are compared with recent structural and mutagenesis studies of QUA1 domains from the STAR family members QKI, GLD-1 and Sam68.
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Affiliation(s)
- Muzaffar Ali
- Department of Biochemistry, University of Cambridge, Cambridge, United Kingdom
| | - R. William Broadhurst
- Department of Biochemistry, University of Cambridge, Cambridge, United Kingdom
- * E-mail:
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10
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Wagstaff JL, Rowe ML, Hsieh SJ, DiCara D, Marshall JF, Williamson RA, Howard MJ. NMR relaxation and structural elucidation of peptides in the presence and absence of trifluoroethanol illuminates the critical molecular nature of integrin αvβ6 ligand specificity. RSC Adv 2012; 2:11019-11028. [PMID: 27182435 PMCID: PMC4864471 DOI: 10.1039/c2ra21655h] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Integrin αvβ6 is an important emerging target for both imaging and therapy of cancer that requires specific ligands based on Arg-Gly-Asp (RGD) peptides. There remains little correlation between integrin-RGD ligand specificity despite studies suggesting an RGD-turn-helix ligand motif is required. Here, we describe the application of 15N NMR relaxation analyses and structure determination of αvβ6 peptide ligands in the presence and absence of trifluoroethanol (TFE) to identify their critical molecular nature that influences specificity, interaction and function. Two linear peptides; one known to demonstrate αvβ6 specificity (FMDV2) and the other based on a natural RGD ligand (LAP2), were compared to two additional peptides based on FMDV2 but cyclised in different positions using a disulphide bond (DBD1 and DBD2). The cyclic adaptation in DBD1 produces a significant alteration in backbone dynamic properties when compared to FMDV2; a potential driver for the loss in αvβ6 specificity by DBD1. The importance of ligand dynamics are highlighted through a comprehensive reduced spectral density and ModelFree analysis of peptide 15N NMR relaxation data and suggest αvβ6 specificity requires the formation of a structurally rigid helix preceded by a RGD motif exhibiting slow internal motion. Additional observations include the effect of TFE/water viscosity on global NMR dynamics and the advantages of using spectral density NMR relaxation data to estimate correlation times and motional time regimes for peptides in solution.
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Affiliation(s)
- Jane L. Wagstaff
- Protein Science Group, School of Biosciences, University of Kent, Canterbury, Kent, CT2 7NJ, UK
| | - Michelle L. Rowe
- Protein Science Group, School of Biosciences, University of Kent, Canterbury, Kent, CT2 7NJ, UK
| | - Shu-Ju Hsieh
- Protein Science Group, School of Biosciences, University of Kent, Canterbury, Kent, CT2 7NJ, UK
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan
| | - Danielle DiCara
- Queen Mary University of London, Barts and The London School of Medicine and Dentistry, Institute of Cancer and CRUK Clinical Centre, John Vane Science Centre, Charterhouse Square, London, EC1M 6BQ, UK
- MRC Laboratory of Molecular Biology, Hills Road, Cambridge, CB2 0QH, UK
| | - John F. Marshall
- Queen Mary University of London, Barts and The London School of Medicine and Dentistry, Institute of Cancer and CRUK Clinical Centre, John Vane Science Centre, Charterhouse Square, London, EC1M 6BQ, UK
| | - Richard A. Williamson
- Protein Science Group, School of Biosciences, University of Kent, Canterbury, Kent, CT2 7NJ, UK
| | - Mark J. Howard
- Protein Science Group, School of Biosciences, University of Kent, Canterbury, Kent, CT2 7NJ, UK
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11
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Beuck C, Qu S, Fagg WS, Ares M, Williamson JR. Structural analysis of the quaking homodimerization interface. J Mol Biol 2012; 423:766-81. [PMID: 22982292 PMCID: PMC3472039 DOI: 10.1016/j.jmb.2012.08.027] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2012] [Revised: 08/30/2012] [Accepted: 08/31/2012] [Indexed: 01/07/2023]
Abstract
Quaking (QkI) is a prototypical member of the STAR (signal transducer and activator of RNA) protein family, which plays key roles in posttranscriptional gene regulation by controlling mRNA translation, stability and splicing. QkI-5 has been shown to regulate mRNA expression in the central nervous system, but little is known about its roles in other tissues. STAR proteins function as dimers and bind to bipartite RNA sequences; however, the structural and functional roles of homodimerization and heterodimerization are still unclear. Here, we present the crystal structure of the QkI dimerization domain, which adopts a similar stacked helix-turn-helix arrangement as its homologs GLD-1 (germ line development defective-1) and Sam68 (Src-associated protein during mitosis, 68kDa) but differs by an additional helix inserted in the dimer interface. Variability of the dimer interface residues likely ensures selective homodimerization by preventing association with non-cognate STAR family proteins in the cell. Mutations that inhibit dimerization also significantly impair RNA binding in vitro, alter QkI-5 protein levels and impair QkI function in a splicing assay in vivo. Together, our results indicate that a functional Qua1 homodimerization domain is required for QkI-5 function in mammalian cells.
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Affiliation(s)
- Christine Beuck
- Department of Molecular Biology, Department of Chemistry and Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Song Qu
- Department of Molecular Biology, Department of Chemistry and Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - W. Samuel Fagg
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, CA 95064, USA
| | - Manuel Ares
- Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, CA 95064, USA
| | - James R. Williamson
- Department of Molecular Biology, Department of Chemistry and Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
,Correspondence: ; phone: +1-858-784-8740; fax: +1-858-784-2199
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12
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Nir R, Grossman R, Paroush Z, Volk T. Phosphorylation of the Drosophila melanogaster RNA-binding protein HOW by MAPK/ERK enhances its dimerization and activity. PLoS Genet 2012; 8:e1002632. [PMID: 22479211 PMCID: PMC3315481 DOI: 10.1371/journal.pgen.1002632] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2011] [Accepted: 02/20/2012] [Indexed: 11/18/2022] Open
Abstract
Drosophila melanogaster Held Out Wings (HOW) is a conserved RNA-binding protein (RBP) belonging to the STAR family, whose closest mammalian ortholog Quaking (QKI) has been implicated in embryonic development and nervous system myelination. The HOW RBP modulates a variety of developmental processes by controlling mRNA levels and the splicing profile of multiple key regulatory genes; however, mechanisms regulating its activity in tissues have yet to be elucidated. Here, we link receptor tyrosine kinase (RTK) signaling to the regulation of QKI subfamily of STAR proteins, by showing that HOW undergoes phosphorylation by MAPK/ERK. Importantly, we show that this modification facilitates HOW dimerization and potentiates its ability to bind RNA and regulate its levels. Employing an antibody that specifically recognizes phosphorylated HOW, we show that HOW is phosphorylated in embryonic muscles and heart cardioblasts in vivo, thus documenting for the first time Serine/Threonine (Ser/Thr) phosphorylation of a STAR protein in the context of an intact organism. We also identify the sallimus/D-titin (sls) gene as a novel muscle target of HOW-mediated negative regulation and further show that this regulation is phosphorylation-dependent, underscoring the physiological relevance of this modification. Importantly, we demonstrate that HOW Thr phosphorylation is reduced following muscle-specific knock down of Drosophila MAPK rolled and that, correspondingly, Sls is elevated in these muscles, similarly to the HOW RNAi effect. Taken together, our results provide a coherent mechanism of differential HOW activation; MAPK/ERK-dependent phosphorylation of HOW promotes the formation of HOW dimers and thus enhances its activity in controlling mRNA levels of key muscle-specific genes. Hence, our findings bridge between MAPK/ERK signaling and RNA regulation in developing muscles.
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Affiliation(s)
- Ronit Nir
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Rona Grossman
- Department of Developmental Biology and Cancer Research, Institute for Medical Research Israel-Canada (IMRIC), Faculty of Medicine, The Hebrew University, Jerusalem, Israel
| | - Ze'ev Paroush
- Department of Developmental Biology and Cancer Research, Institute for Medical Research Israel-Canada (IMRIC), Faculty of Medicine, The Hebrew University, Jerusalem, Israel
| | - Talila Volk
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
- * E-mail:
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13
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Modular protein-RNA interactions regulating mRNA metabolism: a role for NMR. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2011; 40:1317-25. [PMID: 21472430 PMCID: PMC3222808 DOI: 10.1007/s00249-011-0698-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/28/2011] [Revised: 03/14/2011] [Accepted: 03/16/2011] [Indexed: 12/17/2022]
Abstract
Here we review the role played by transient interactions between multi-functional proteins and their RNA targets in the regulation of mRNA metabolism, and we describe the important function of NMR spectroscopy in the study of these systems. We place emphasis on a general approach for the study of different features of modular multi-domain recognition that uses well-established NMR techniques and that has provided important advances in the general understanding of post-transcriptional regulation.
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14
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Beuck C, Szymczyna BR, Kerkow DE, Carmel AB, Columbus L, Stanfield RL, Williamson JR. Structure of the GLD-1 homodimerization domain: insights into STAR protein-mediated translational regulation. Structure 2010; 18:377-89. [PMID: 20223220 DOI: 10.1016/j.str.2009.12.016] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2009] [Revised: 12/19/2009] [Accepted: 12/29/2009] [Indexed: 11/17/2022]
Abstract
Posttranscriptional regulation of gene expression is an important mechanism for modulating protein levels in eukaryotes, especially in developmental pathways. The highly conserved homodimeric STAR/GSG proteins play a key role in regulating translation by binding bipartite consensus sequences in the untranslated regions of target mRNAs, but the exact mechanism remains unknown. Structures of STAR protein RNA binding subdomains have been determined, but structural information is lacking for the homodimerization subdomain. Here, we present the structure of the C. elegans GLD-1 homodimerization domain dimer, determined by a combination of X-ray crystallography and NMR spectroscopy, revealing a helix-turn-helix monomeric fold with the two protomers stacked perpendicularly. Structure-based mutagenesis demonstrates that the dimer interface is not easily disrupted, but the structural integrity of the monomer is crucial for GLD-1 dimerization. Finally, an improved model for STAR-mediated translational regulation of mRNA, based on the GLD-1 homodimerization domain structure, is presented.
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Affiliation(s)
- Christine Beuck
- Department of Molecular Biology, Department of Chemistry, and Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
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15
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Meyer NH, Tripsianes K, Vincendeau M, Madl T, Kateb F, Brack-Werner R, Sattler M. Structural basis for homodimerization of the Src-associated during mitosis, 68-kDa protein (Sam68) Qua1 domain. J Biol Chem 2010; 285:28893-901. [PMID: 20610388 DOI: 10.1074/jbc.m110.126185] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Sam68 (Src-associated during mitosis, 68 kDa) is a prototypical member of the STAR (signal transducer and activator of RNA) family of RNA-binding proteins. STAR proteins bind mRNA targets and modulate cellular processes such as cell cycle regulation and tissue development in response to extracellular signals. Sam68 has been shown to modulate alternative splicing of the pre-mRNAs of CD44 and Bcl-xL, which are linked to tumor progression and apoptosis. Sam68 and other STAR proteins recognize bipartite RNA sequences and are thought to function as homodimers. However, the structural and functional roles of the self-association are not known. Here, we present the solution structure of the Sam68 Qua1 homodimerization domain. Each monomer consists of two antiparallel alpha-helices connected by a short loop. The two subunits are arranged perpendicular to each other in an unusual four-helix topology. Mutational analysis of Sam68 in vitro and in a cell-based assay revealed that the Qua1 domain and residues within the dimerization interface are essential for alternative splicing of a CD44 minigene. Together, our results indicate that the Qua1 homodimerization domain is required for regulation of alternative splicing by Sam68.
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Affiliation(s)
- N Helge Meyer
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstrasse 1, 85764 Neuherberg, Germany
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Carmel AB, Wu J, Lehmann-Blount KA, Williamson JR. High-affinity consensus binding of target RNAs by the STAR/GSG proteins GLD-1, STAR-2 and Quaking. BMC Mol Biol 2010; 11:48. [PMID: 20573244 PMCID: PMC2905418 DOI: 10.1186/1471-2199-11-48] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2010] [Accepted: 06/23/2010] [Indexed: 11/16/2022] Open
Abstract
Background STAR/GSG proteins regulate gene expression in metazoans by binding consensus sites in the 5' or 3' UTRs of target mRNA transcripts. Owing to the high degree of homology across the STAR domain, most STAR proteins recognize similar RNA consensus sequences. Previously, the consensus for a number of well-characterized STAR proteins was defined as a hexameric sequence, referred to as the SBE, for STAR protein binding element. C. elegans GLD-1 and mouse Quaking (Qk-1) are two representative STAR proteins that bind similar consensus hexamers, which differ only in the preferred nucleotide identities at certain positions. Earlier reports also identified partial consensus elements located upstream or downstream of a canonical consensus hexamer in target RNAs, although the relative contribution of these sequences to the overall binding energy remains less well understood. Additionally, a recently identified STAR protein called STAR-2 from C. elegans is thought to bind target RNA consensus sites similar to that of GLD-1 and Qk-1. Results Here, a combination of fluorescence-polarization and gel mobility shift assays was used to demonstrate that STAR-2 binds to a similar RNA consensus as GLD-1 and Qk-1. These assays were also used to further delineate the contributions of each hexamer consensus nucleotide to high-affinity binding by GLD-1, Qk-1 and STAR-2 in a variety of RNA contexts. In addition, the effects of inserting additional full or partial consensus elements upstream or downstream of a canonical hexamer in target RNAs were also measured to better define the sequence elements and RNA architecture recognized by different STAR proteins. Conclusions The results presented here indicate that a single hexameric consensus is sufficient for high-affinity RNA binding by STAR proteins, and that upstream or downstream partial consensus elements may alter binding affinities depending on the sequence and spacing. The general requirements determined for high-affinity RNA binding by STAR proteins will help facilitate the identification of novel regulatory targets in vivo.
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Affiliation(s)
- Andrew B Carmel
- Department of Molecular Biology, The Scripps Research Institute, La Jolla, California 92037, USA
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18
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Insights into the Structural Basis of RNA Recognition by Star Domain Proteins. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2010. [PMID: 21189684 DOI: 10.1007/978-1-4419-7005-3_3] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register]
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19
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Insights into protein aggregation by NMR characterization of insoluble SH3 mutants solubilized in salt-free water. PLoS One 2009; 4:e7805. [PMID: 19956763 PMCID: PMC2776303 DOI: 10.1371/journal.pone.0007805] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2009] [Accepted: 10/16/2009] [Indexed: 12/02/2022] Open
Abstract
Protein aggregation in vivo has been extensively associated with a large spectrum of human diseases. On the other hand, mechanistic insights into protein aggregation in vitro were incomplete due to the inability in solubilizing insoluble proteins for high-resolution biophysical investigations. However, a new avenue may be opened up by our recent discovery that previously-thought insoluble proteins can in fact be solubilized in salt-free water. Here we use this approach to study the NMR structural and dynamic properties of an insoluble SH3 mutant with a naturally-occurring insertion of Val22 at the tip of the diverging turn. The obtained results reveal: 1) regardless of whether the residue is Val, Ala, Asp or Arg, the insertion will render the first hNck2 SH3 domain to be insoluble in buffers. Nevertheless, all four mutants could be solubilized in salt-free water and appear to be largely unfolded as evident from their CD and NMR HSQC spectra. 2) Comparison of the chemical shift deviations reveals that while in V22-SH3 the second helical region is similarly populated as in the wild-type SH3 at pH 2.0, the first helical region is largely unformed. 3) In V22-SH3, many non-native medium-range NOEs manifest to define non-native helical conformations. In the meanwhile a small group of native-like long-range NOEs still persists, indicating the existence of a rudimentary native-like tertiary topology. 4) Although overall, V22-SH3 has significantly increased backbone motions on the ps-ns time scale, some regions still own restricted backbone motions as revealed by analyzing 15N relaxation data. Our study not only leads to the establishment of the first high-resolution structural and dynamic picture for an insoluble protein, but also shed more light on the molecular events for the nonhierarchical folding mechanism. Furthermore, a general mechanism is also proposed for in vivo protein aggregation triggered by the genetic mutation and posttranslational modification.
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Du Z, Fenn S, Tjhen R, James TL. Structure of a construct of a human poly(C)-binding protein containing the first and second KH domains reveals insights into its regulatory mechanisms. J Biol Chem 2008; 283:28757-66. [PMID: 18701464 PMCID: PMC2568903 DOI: 10.1074/jbc.m803046200] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2008] [Revised: 08/01/2008] [Indexed: 11/06/2022] Open
Abstract
Poly(C)-binding proteins (PCBPs) are important regulatory proteins that contain three KH (hnRNP K homology) domains. Binding poly(C) D/RNA sequences via KH domains is essential for multiple PCBP functions. To reveal the basis for PCBP-D/RNA interactions and function, we determined the structure of a construct containing the first two domains (KH1-KH2) of human PCBP2 by NMR. KH1 and KH2 form an intramolecular pseudodimer. The large hydrophobic dimerization surface of each KH domain is on the side opposite the D/RNA binding interface. Chemical shift mapping indicates both domains bind poly(C) DNA motifs without disrupting the KH1-KH2 interaction. Spectral comparison of KH1-KH2, KH3, and full-length PCBP2 constructs suggests that the KH1-KH2 pseudodimer forms, but KH3 does not interact with other parts of the protein. From NMR studies and modeling, we propose possible modes of cooperative binding tandem poly(C) motifs by the KH domains. D/RNA binding may induce pseudodimer dissociation or stabilize dissociated KH1 and KH2, making protein interaction surfaces available to PCBP-binding partners. This conformational change may represent a regulatory mechanism linking D/RNA binding to PCBP functions.
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Affiliation(s)
- Zhihua Du
- Department of Pharmaceutical Chemistry, University of California, San Francisco, California 94143, USA
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21
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Post-transcriptional regulation of myelin formation. BIOCHIMICA ET BIOPHYSICA ACTA-GENE REGULATORY MECHANISMS 2008; 1779:486-94. [PMID: 18590840 DOI: 10.1016/j.bbagrm.2008.06.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2008] [Revised: 05/15/2008] [Accepted: 06/03/2008] [Indexed: 12/21/2022]
Abstract
Myelin is a specialized structure of the nervous system that both enhances electrical conductance and protects neurons from degeneration. In the central nervous system, extensively polarized oligodendrocytes form myelin by wrapping cellular processes in a spiral pattern around neuronal axons. Myelin formation requires the oligodendrocyte to regulate gene expression in response to changes in its extracellular environment. Because these changes occur at a distance from the cell body, post-transcriptional control of gene expression allows the cell to fine-tune its response. Here, we review the RNA-binding proteins that control myelin formation in the brain, highlighting the molecular mechanisms by which they control gene expression and drawing parallels from studies in other cell types.
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Liu J, Zhang J, Yang Y, Huang H, Shen W, Hu Q, Wang X, Wu J, Shi Y. Conformational change upon ligand binding and dynamics of the PDZ domain from leukemia-associated Rho guanine nucleotide exchange factor. Protein Sci 2008; 17:1003-14. [PMID: 18411422 DOI: 10.1110/ps.073416508] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Leukemia-associated Rho guanine nucleotide exchange factor (LARG) is a RhoA-specific guanine nucleotide exchange factor (GEF) that can activate RhoA. The PDZ (PSD-95/Disc-large/ZO-1 homology) domain of LARG interacts with membrane receptors, which can relay extracellular signals to RhoA signal transduction pathways. Until now there is no structural and dynamic information about these interactions. Here we report the NMR structures of the LARG PDZ in the apo form and in complex with the plexin-B1 C-terminal octapeptide. Unobservable resonances of the residues in betaB/betaC and betaE/alphaB loops in apo state were observed in the complex state. A distinct region of the binding groove in the LARG PDZ was found to undergo conformational change compared with other PDZs. Analysis of the (15)N relaxation data using reduced spectral density mapping shows that the apo LARG PDZ (especially its ligand-binding groove) is flexible and exhibits internal motions on both picosecond to nanosecond and microsecond to millisecond timescales. Mutagenesis and thermodynamic studies indicate that the conformation of the betaB/betaC and betaE/alphaB loops affects the PDZ-peptide interaction. It is suggested that the conformational flexibility could facilitate the change of structures upon ligand binding.
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Affiliation(s)
- Jiangxin Liu
- Hefei National Laboratory for Physical Sciences at Microscale and School of Life Sciences, University of Science and Technology of China, Hefei, Anhui 230026, People's Republic of China
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Chénard CA, Richard S. New implications for the QUAKING RNA binding protein in human disease. J Neurosci Res 2008; 86:233-42. [PMID: 17787018 DOI: 10.1002/jnr.21485] [Citation(s) in RCA: 102] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The use of spontaneously occurring mouse models has proved to be a valuable tool throughout the years to delineate the signals required for nervous system development. This is especially true in the field of myelin biology, with a large number of different models available. The quaking viable mouse models dysmyelination in the nervous system and links the QUAKING RNA binding proteins to myelination and cell fate decisions. In this Mini-Review, we highlight the biological functions attributed to this KH-type RNA binding protein and the recent achievements linking it to human disorders.
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Affiliation(s)
- Carol Anne Chénard
- Terry Fox Molecular Oncology Group, Bloomfield Center for Research on Aging, Lady Davis Institute for Medical Research and Department of Oncology, McGill University, Montréal, Québec, Canada
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Jarymowycz VA, Stone MJ. Fast time scale dynamics of protein backbones: NMR relaxation methods, applications, and functional consequences. Chem Rev 2007; 106:1624-71. [PMID: 16683748 DOI: 10.1021/cr040421p] [Citation(s) in RCA: 309] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Virginia A Jarymowycz
- Department of Chemistry and Interdisciplinary Biochemistry Program, Indiana University, Bloomington, Indiana 47405-0001, USA
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Oddone A, Lorentzen E, Basquin J, Gasch A, Rybin V, Conti E, Sattler M. Structural and biochemical characterization of the yeast exosome component Rrp40. EMBO Rep 2006; 8:63-9. [PMID: 17159918 PMCID: PMC1796750 DOI: 10.1038/sj.embor.7400856] [Citation(s) in RCA: 47] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2006] [Revised: 10/12/2006] [Accepted: 10/13/2006] [Indexed: 11/08/2022] Open
Abstract
The exosome is a protein complex that is important in both degradation and 3'-processing of eukaryotic RNAs. We present the crystal structure of the Rrp40 exosome subunit from Saccharomyces cerevisiae at a resolution of 2.2 A. The structure comprises an S1 domain and an unusual KH (K homology) domain. Close packing of the S1 and KH domains is stabilized by a GxNG sequence, which is uniquely conserved in exosome KH domains. Nuclear magnetic resonance data reveal the presence of a manganese-binding site at the interface of the two domains. Isothermal titration calorimetry shows that Rrp40 and archaeal Rrp4 alone have very low intrinsic affinity for RNA. The affinity of an archaeal core exosome for RNA is significantly increased in the presence of the S1-KH subunit Rrp4, indicating that multiple subunits might contribute to cooperative binding of RNA substrates by the exosome.
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Affiliation(s)
- Anna Oddone
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
| | - Esben Lorentzen
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
| | - Jerome Basquin
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
| | - Alexander Gasch
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
| | - Vladimir Rybin
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
| | - Elena Conti
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
- Tel: +49 6221 387 8536; Fax: +49 6221 387 306; E-mail:
| | - Michael Sattler
- European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany
- Tel: +49 6221 387 8552; Fax: +49 6221 387 306; E-mail:
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Garrey SM, Voelker R, Berglund JA. An extended RNA binding site for the yeast branch point-binding protein and the role of its zinc knuckle domains in RNA binding. J Biol Chem 2006; 281:27443-53. [PMID: 16861232 DOI: 10.1074/jbc.m603137200] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The highly conserved branch point sequence (BPS) of UACUAAC in Saccharomyces cerevisiae is initially recognized by the branch point-binding protein (BBP). Using systematic evolution of ligands by exponential enrichment we have determined that yeast BBP binds the branch point sequence UACUAAC with highest affinity and prefers an additional adenosine downstream of the BPS. Furthermore, we also found that a stem-loop upstream of the BPS enhances binding both to an artificially designed RNA (30-fold effect) and to an RNA from a yeast intron (3-fold effect). The zinc knuckles of BBP are partially responsible for the enhanced binding to the stem-loop but do not appear to have a significant role in the binding of BBP to single-strand RNA substrates. C-terminal deletions of BBP reveal that the linker regions between the two zinc knuckles and between the N-terminal RNA binding domains (KH and QUA2 domains) and the first zinc knuckle are important for binding to RNA. The lack of involvement of the second highly conserved zinc knuckle in RNA binding suggests that this zinc knuckle plays a different role in RNA processing than enhancing the binding of BBP to the BPS.
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Affiliation(s)
- Stephen M Garrey
- Department of Chemistry and Institute of Molecular Biology, University of Oregon, Eugene, Oregon 97403-1229, USA
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Sugnet CW, Srinivasan K, Clark TA, O'Brien G, Cline MS, Wang H, Williams A, Kulp D, Blume JE, Haussler D, Ares M. Unusual intron conservation near tissue-regulated exons found by splicing microarrays. PLoS Comput Biol 2006; 2:e4. [PMID: 16424921 PMCID: PMC1331982 DOI: 10.1371/journal.pcbi.0020004] [Citation(s) in RCA: 163] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2005] [Accepted: 12/14/2005] [Indexed: 01/27/2023] Open
Abstract
Alternative splicing contributes to both gene regulation and protein diversity. To discover broad relationships between regulation of alternative splicing and sequence conservation, we applied a systems approach, using oligonucleotide microarrays designed to capture splicing information across the mouse genome. In a set of 22 adult tissues, we observe differential expression of RNA containing at least two alternative splice junctions for about 40% of the 6,216 alternative events we could detect. Statistical comparisons identify 171 cassette exons whose inclusion or skipping is different in brain relative to other tissues and another 28 exons whose splicing is different in muscle. A subset of these exons is associated with unusual blocks of intron sequence whose conservation in vertebrates rivals that of protein-coding exons. By focusing on sets of exons with similar regulatory patterns, we have identified new sequence motifs implicated in brain and muscle splicing regulation. Of note is a motif that is strikingly similar to the branchpoint consensus but is located downstream of the 5' splice site of exons included in muscle. Analysis of three paralogous membrane-associated guanylate kinase genes reveals that each contains a paralogous tissue-regulated exon with a similar tissue inclusion pattern. While the intron sequences flanking these exons remain highly conserved among mammalian orthologs, the paralogous flanking intron sequences have diverged considerably, suggesting unusually complex evolution of the regulation of alternative splicing in multigene families.
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Affiliation(s)
- Charles W Sugnet
- Department of Computer Science, Baskin School of Engineering, University of California Santa Cruz, Santa Cruz, California, United States of America
| | - Karpagam Srinivasan
- Department of Molecular, Cell, and Developmental Biology, Sinsheimer Labs, University of California Santa Cruz, Santa Cruz, California, United States of America
- Hughes Undergraduate Research Laboratory, Thimann Laboratories, University of California Santa Cruz, Santa Cruz, California, United States of America
| | - Tyson A Clark
- Affymetrix, Santa Clara, California, United States of America
| | - Georgeann O'Brien
- Hughes Undergraduate Research Laboratory, Thimann Laboratories, University of California Santa Cruz, Santa Cruz, California, United States of America
| | - Melissa S Cline
- Affymetrix, Santa Clara, California, United States of America
| | - Hui Wang
- Affymetrix, Santa Clara, California, United States of America
| | - Alan Williams
- Affymetrix, Santa Clara, California, United States of America
| | - David Kulp
- Affymetrix, Santa Clara, California, United States of America
| | - John E Blume
- Affymetrix, Santa Clara, California, United States of America
| | - David Haussler
- Department of Computer Science, Baskin School of Engineering, University of California Santa Cruz, Santa Cruz, California, United States of America
| | - Manuel Ares
- Department of Molecular, Cell, and Developmental Biology, Sinsheimer Labs, University of California Santa Cruz, Santa Cruz, California, United States of America
- Hughes Undergraduate Research Laboratory, Thimann Laboratories, University of California Santa Cruz, Santa Cruz, California, United States of America
- * To whom correspondence should be addressed. E-mail:
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