Split Fluorescent Protein Technology and (2) Present Five Case Studies How Chromotek’S Nano- Traps Can Be Applied to Tap the Full Potential of This Technology

Total Page:16

File Type:pdf, Size:1020Kb

Split Fluorescent Protein Technology and (2) Present Five Case Studies How Chromotek’S Nano- Traps Can Be Applied to Tap the Full Potential of This Technology Michael Metterlein, Christian Linke-Winnebeck ChromoTek GmbH, Am Klopferspitz 19, 82152 Planegg-Martinried, Germany Abstract To understand the biology of proteins and with that cell function in health and disease, it is crucial to be able to visualize proteins in situ and to analyze their protein-protein interaction networks in vivo. To this end, fluorescent proteins (FPs) have proven an invaluable tool as protein tags and have literally thrown light upon many scientific questions. Fluorescent proteins were further developed into split FP variants, spurred by the need for dedicated tools for the analysis of protein-protein interactions. Here, (1) we give a review about split fluorescent protein technology and (2) present five case studies how ChromoTek’s Nano- Traps can be applied to tap the full potential of this technology. Summary 1. Jellyfish-derived GFP variants and most other fluorescent proteins from various species of coral or sea anemone share a common β-barrel fold composed of 11 single β-strands. Split fluorescent protein technology uses non-fluorescent fragments of this β-barrel, obtained by truncation between two or three β-strands to study single proteins or protein-protein interactions. Reconstitution of the full-length FP can be obtained either by conditioned (protein-protein interaction of fusion partners) or unconditioned (self- complementation) fragment association, recovering fluorescence. All aerobically grown cells and organisms that can be genetically modified have the potential to be used in split FP technology. 2. Split FP technology is frequently applied to cellular assays. ChromoTek’s Nano-Traps constitute attractive research tools for the biochemical validation of such experiments. For instance, the ChromoTek GFP-Trap has been successfully applied to different assay types such as protein self-complementation, BiFC, TriFC, or BiCAP, involving several different split GFP variants. Introduction A large number of fluorescent proteins Additionally, there are fluorescent proteins (FPs) has been discovered and developed that bind an exogenous chromophore (e.g. since the discovery of green fluorescent Halo, or Snap) but these are less frequently protein (GFP) in Aequorea victoria in 1962. used (Sanford and Palmer, 2017) and will Most FPs are derived from marine not be discussed here. For more details organisms such as jellyfish, coral, and sea about FPs in general, see also our anemone. These FPs bear an intrinsic informative ChromoBlog. chromophore. www.chromotek.com 1 Figure 1. Comparison of wtGFP with seven of its variants (eGFP, sfGFP, eYFP, Venus, BFP, CFP and eCFP) and two GFP homologs from other organisms (mCherry and mNeonGreen). A: Structural alignment of all selected FPs (except CFP), shown as cartoon presentation with the chromophore drawn as orange sticks in the center of the β-barrel. Color code and PDB IDs are listed in B. The structures were aligned using PDBeFold (http://www.ebi.ac.uk/msd-srv/ssm/) and adapted using PyMOL B: Overview of the selected FPs showing their mutations compared to wtGFP. C: Sequence identities in [%] between the selected FPs. “mNG” is mNeonGreen. The protein sequences were retrieved from http://www.fpbase.org, and sequence identities were calculated using the software Geneious. A vast number of fluorescent proteins has (confirmed by an overall root mean square been structurally characterized. Figure 1 deviation (rmsd) of only ~1.2 Å over 207 gives an overview of ten such fluorescent compared backbone Cα atoms). In proteins that have been selected because contrast, the shared sequence identity of their published use in split FP assays may be as low as 20-30 % (Figure 1C). (see above and Table 1). In practical terms, the sequence variety of These jellyfish-derived GFP variants (first fluorescent proteins derived from different eight in Figure 1B), mCherry from a sea organisms means that most anti-GFP anemone, and mNeonGreen from a antibodies exclusively bind to various sets lancelet share a highly conserved β-barrel of GFP variants derived from jellyfish. fold with a chromophore in its center. This Other FP homologs such as mCherry or chromophore is formed by three mNeonGreen require other, dedicated consecutive amino acids at positions 65, tools. ChromoTek offers such research 66, and 67 in an autocatalytical process tools for fluorescent proteins derived from called maturation. many different species. The high structural conservation between Protein-Protein Interaction Assays the ten selected FPs is illustrated by the Since the discovery of GFP, fluorescent structural alignment in Figure 1A proteins have become wildly successful 2 www.chromotek.com tools in biological and biomedical research, partners, the fragments of the reporter as recognized by the Nobel Prize in protein are brought into close proximity chemistry in 2008. The tagging of a protein and are thus able to reconstitute an active of interest (POI) by fusing it to a FP is widely protein. The reconstitution of a reporter used to visualize a POI’s subcellular protein from its fragments is also termed location in vivo or in vitro, to study its protein complementation. However, biochemistry (using methods such as protein complementation cannot only be immunoprecipitation), or to analyze mediated in a conditioned way by fluorescent cells by flow cytometry interacting fusion proteins (as just (Leonetti et al., 2016). described above), but also in an unconditioned way (self- Usually, it is not the single protein in complementation). The binding route isolation that is of interest, but rather its highly depends on the kind of split FP network of interactions with other fragments used. proteins. These protein-protein interactions (PPI) are fundamental to all The basic principle of protein processes of life, e.g. in signal transduction complementation can be traced back to or gene expression. Many methods have the 1950s, when Richards observed that been developed to study protein-protein subtilisin-cleaved fragments of interactions in cells, some of which are ribonuclease are active again after self- based on or can be used with (split) FPs. complementation (Kerppola, 2008). Since then, various protein complementation One of the most frequently applied assays using fragments of reporter methods is Förster resonance energy proteins such as β-galactosidase, TEV transer (FRET). It allows real-time detection protease, or luciferase have been of complex formation and dissociation. developed. However, the method has low sensitivity and works only if the fluorescent reporter However, these reporter proteins are not proteins are placed within 10 nm of each optimal for usage in protein-protein other (Kerppola, 2008, Miller et al., 2015). interaction assays, because the observed reporter enzyme products diffuse away Another PPI method is ChromoTek’s from the investigated protein-protein Fluorescent Two-Hybrid (F2H®) assay. This interaction site. This diffusion leads to assay enables real-time monitoring and impaired colocalization of marker activity quantitative analysis of interactions and PPI site (Kerppola, 2008, Cabantous et between GFP- and RFP-tagged proteins in al., 2013). By contrast, the use of live mammalian cells. fluorescent protein fragments as tags in Protein Complementation Assays protein complementation assays, first described by Ghosh and coworkers Protein-protein interactions can also be (Ghosh et al., 2000), enables studies with analyzed using protein complementation the marker activity inherent to the PPI site. assays. These assays all rely on the use of Ghosh and colleagues dissected a GFP fragments of a reporter protein, e.g. an variant (sg100GFP) between β-strands 7 enzyme or FP, that are fused to interacting and 8 and fused the resulting fragments to proteins. Upon interaction of the fusion strongly interacting antiparallel leucine www.chromotek.com 3 zippers. They revealed that reconstitution In 2003, Hu and Kerppola published of this split GFP variant is driven only by the designs for further variants of split FPs, interaction of both leucine zippers, works which were intended for the use in in vivo (e.g. E.coli) and in vitro (after GFP (multicolor) BiFC (Hu and Kerppola, 2003). fragment purification from inclusion They generated fragments of eGFP, eYFP, bodies), and that absorption and emission eCFP, and eBFP truncated either between maxima are identical to parental full-length β-strands 7 and 8 or between β-strands 8 GFP (Ghosh et al., 2000, Kerppola, 2008). and 9 (Figure 2). The resulting fragments and combinations thereof were tested as Progress in Split Fluorescent Protein fusions with interacting leucine zippers. Technology Several combinations of fragments yielded In the following, we will describe key indeed detectable fluorescence signals, developments in the field of split FP assays. but displayed varying tendencies for self- For an overview, commonly used split FPs complementation. Such self-binding is not are listed in Table 1; their split sites are desired in BiFC assays and can be mapped to a topology diagram of GFP in minimized by reducing expression of the Figure 2. fragment fusions to the lowest level that permits fluorescence detection. In the early 2000s, Hu and coworkers identified the first eYFP fragments that While split eYFP had been suggested for form active complements only upon usage in BiFC assays by Kerppola in 2008, binding of their interacting fusion partners. the eYFP variant Venus is recommended as They termed this mechanism of the split FP variant to use in
Recommended publications
  • Structural Analysis of 3′Utrs in Insect Flaviviruses
    bioRxiv preprint doi: https://doi.org/10.1101/2021.06.23.449515; this version posted June 24, 2021. The copyright holder for this preprint (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. Structural analysis of 3’UTRs in insect flaviviruses reveals novel determinant of sfRNA biogenesis and provides new insights into flavivirus evolution Andrii Slonchak1,#, Rhys Parry1, Brody Pullinger1, Julian D.J. Sng1, Xiaohui Wang1, Teresa F Buck1,2, Francisco J Torres1, Jessica J Harrison1, Agathe M G Colmant1, Jody Hobson- Peters1,3, Roy A Hall1,3, Andrew Tuplin4, Alexander A Khromykh1,3,# 1 School of Chemistry and Molecular Biosciences, University of Queensland, Brisbane, QLD, Australia 2Current affiliation: Institute for Medical and Marine Biotechnology, University of Lübeck, Lübeck, Germany 3Australian Infectious Diseases Research Centre, Global Virus Network Centre of Excellence, Brisbane, QLD, Australia 4 School of Molecular and Cellular Biology, University of Leeds, Leeds, U.K. # corresponding authors: [email protected]; [email protected] 1 bioRxiv preprint doi: https://doi.org/10.1101/2021.06.23.449515; this version posted June 24, 2021. The copyright holder for this preprint (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. Abstract Insect-specific flaviviruses (ISFs) circulate in nature due to vertical transmission in mosquitoes and do not infect vertebrates. ISFs include two distinct lineages – classical ISFs (cISFs) that evolved independently and dual host associated ISFs (dISFs) that are proposed to diverge from mosquito-borne flaviviruses (MBFs). Compared to pathogenic flaviviruses, ISFs are relatively poorly studied, and their molecular biology remains largely unexplored.
    [Show full text]
  • Giri Narasimhan ECS 254A; Phone: X3748 [email protected] July 2011
    BSC 4934: QʼBIC Capstone Workshop" Giri Narasimhan ECS 254A; Phone: x3748 [email protected] http://www.cs.fiu.edu/~giri/teach/BSC4934_Su11.html July 2011 7/19/11 Q'BIC Bioinformatics 1 Modular Nature of Proteins" Proteins# are collections of “modular” domains. For example, Coagulation Factor XII F2 E F2 E K Catalytic Domain F2 E K K Catalytic Domain PLAT 7/21/10 Modular Nature of Protein Structures" Example: Diphtheria Toxin 7/21/10 Domain Architecture Tools" CDART# " #Protein AAH24495; Domain Architecture; " #It’s domain relatives; " #Multiple alignment for 2nd domain SMART# 7/21/10 Active Sites" Active sites in proteins are usually hydrophobic pockets/ crevices/troughs that involve sidechain atoms. 7/21/10 Active Sites" Left PDB 3RTD (streptavidin) and the first site located by the MOE Site Finder. Middle 3RTD with complexed ligand (biotin). Right Biotin ligand overlaid with calculated alpha spheres of the first site. 7/21/10 Secondary Structure Prediction Software" 7/21/10 PDB: Protein Data Bank" #Database of protein tertiary and quaternary structures and protein complexes. http:// www.rcsb.org/pdb/ #Over 29,000 structures as of Feb 1, 2005. #Structures determined by " # NMR Spectroscopy " # X-ray crystallography " # Computational prediction methods #Sample PDB file: Click here [▪] 7/21/10 Protein Folding" Unfolded Rapid (< 1s) Molten Globule State Slow (1 – 1000 s) Folded Native State #How to find minimum energy configuration? 7/21/10 Protein Structures" #Most proteins have a hydrophobic core. #Within the core, specific interactions take place between amino acid side chains. #Can an amino acid be replaced by some other amino acid? " # Limited by space and available contacts with nearby amino acids #Outside the core, proteins are composed of loops and structural elements in contact with water, solvent, other proteins and other structures.
    [Show full text]
  • Advances and Pitfalls of Protein Structural Alignment Hitomi Hasegawa1 and Liisa Holm1,2
    Available online at www.sciencedirect.com Advances and pitfalls of protein structural alignment Hitomi Hasegawa1 and Liisa Holm1,2 Structure comparison opens a window into the distant past of illustrated in a review [1]. Visual recognition of recurrent protein evolution, which has been unreachable by sequence folding patterns between unrelated proteins suggested comparison alone. With 55 000 entries in the Protein Data Bank that there might exist a finite number of admissible folds. and about 500 new structures added each week, automated Hierarchical taxonomies of protein structures were pro- processing, comparison, and classification are necessary. A posed wherein clusters of homologous proteins are nested variety of methods use different representations, scoring within folds, and every fold is slotted into one of four functions, and optimization algorithms, and they generate classes. Automated clusterings were generated, which contradictory results even for moderately distant structures. were in broad general agreement with manual and semi- Sequence mutations, insertions, and deletions are automated classifications. Lately, the hierarchical view accommodated by plastic deformations of the common core, with discrete folds has given way to a view where related retaining the precise geometry of the active site, and peripheral structures form elongated clusters in fold space and folds regions may refold completely. Therefore structure comparison can be morphed continuously one into another [2,3]. methods that allow for flexibility and plasticity generate the most biologically meaningful alignments. Active research There is no universally acknowledged definition of what directions include both the search for fold invariant features and constitutes structural similarity but we all know it when the modeling of structural transitions in evolution.
    [Show full text]
  • Design and Applications of a Clamp for Green Fluorescent Protein with Picomolar Afnity Received: 22 August 2017 Simon Hansen1,2, Jakob C
    www.nature.com/scientificreports OPEN Design and applications of a clamp for Green Fluorescent Protein with picomolar afnity Received: 22 August 2017 Simon Hansen1,2, Jakob C. Stüber 1, Patrick Ernst1, Alexander Koch1, Daniel Bojar1,3, Accepted: 31 October 2017 Alexander Batyuk 1,4 & Andreas Plückthun 1 Published: xx xx xxxx Green fuorescent protein (GFP) fusions are pervasively used to study structures and processes. Specifc GFP-binders are thus of great utility for detection, immobilization or manipulation of GFP-fused molecules. We determined structures of two designed ankyrin repeat proteins (DARPins), complexed with GFP, which revealed diferent but overlapping epitopes. Here we show a structure-guided design strategy that, by truncation and computational reengineering, led to a stable construct where both can bind simultaneously: by linkage of the two binders, fusion constructs were obtained that “wrap around” GFP, have very high afnities of about 10–30 pM, and extremely slow of-rates. They can be natively produced in E. coli in very large amounts, and show excellent biophysical properties. Their very high stability and afnity, facile site-directed functionalization at introduced unique lysines or cysteines facilitate many applications. As examples, we present them as tight yet reversible immobilization reagents for surface plasmon resonance, as fuorescently labelled monomeric detection reagents in fow cytometry, as pull-down ligands to selectively enrich GFP fusion proteins from cell extracts, and as afnity column ligands for inexpensive large-scale protein purifcation. We have thus described a general design strategy to create a “clamp” from two diferent high-afnity repeat proteins, even if their epitopes overlap.
    [Show full text]
  • E2921.Full.Pdf
    Noncatalytic aspartate at the exonuclease domain of PNAS PLUS proofreading DNA polymerases regulates both degradative and synthetic activities Alicia del Pradoa, Elsa Franco-Echevarríab, Beatriz Gonzálezb, Luis Blancoa, Margarita Salasa,1,2, and Miguel de Vegaa,1,2 aInstituto de Biología Molecular “Eladio Viñuela,” Consejo Superior de Investigaciones Cientificas (CSIC), Centro de Biología Molecular “Severo Ochoa,” (CSIC-Universidad Autónoma de Madrid), Cantoblanco, 28049 Madrid, Spain; and bDepartment of Crystallography and Structural Biology, Instituto de Química Física “Rocasolano,” (CSIC) 28006 Madrid, Spain Contributed by Margarita Salas, February 14, 2018 (sent for review October 30, 2017; reviewed by Charles C. Richardson and Eckard Wimmer) Most replicative DNA polymerases (DNAPs) are endowed with a 3′-5′ the 3′-end of the growing strand must be preferentially stabilized exonuclease activity to proofread the polymerization errors, gov- at the polymerization active site to allow multiple elongation cy- erned by four universally conserved aspartate residues belonging cles. Eventually, misinsertion of a 2′-deoxynucleoside-5′-mono- to the Exo I, Exo II, and Exo III motifs. These residues coordinate phosphate (dNMP) provokes a drastic drop of the elongation the two metal ions responsible for the hydrolysis of the last phos- catalytic rate, mainly due to the defective nucleolytic attack of the phodiester bond of the primer strand. Structural alignment of the mismatched 3′-end on the next incoming nucleotide. In addition, conserved exonuclease domain of DNAPs from families A, B, and C the terminal mispair provokes a disruption of contacts with minor has allowed us to identify an additional and invariant aspartate, groove hydrogen acceptors at the polymerization site, favoring the located between motifs Exo II and Exo III.
    [Show full text]
  • Some Studies on Protein Structure Alignment Algorithms
    University of Windsor Scholarship at UWindsor Electronic Theses and Dissertations Theses, Dissertations, and Major Papers 2017 Some studies on protein structure alignment algorithms Shalini Bhattacharjee University of Windsor Follow this and additional works at: https://scholar.uwindsor.ca/etd Recommended Citation Bhattacharjee, Shalini, "Some studies on protein structure alignment algorithms" (2017). Electronic Theses and Dissertations. 7348. https://scholar.uwindsor.ca/etd/7348 This online database contains the full-text of PhD dissertations and Masters’ theses of University of Windsor students from 1954 forward. These documents are made available for personal study and research purposes only, in accordance with the Canadian Copyright Act and the Creative Commons license—CC BY-NC-ND (Attribution, Non-Commercial, No Derivative Works). Under this license, works must always be attributed to the copyright holder (original author), cannot be used for any commercial purposes, and may not be altered. Any other use would require the permission of the copyright holder. Students may inquire about withdrawing their dissertation and/or thesis from this database. For additional inquiries, please contact the repository administrator via email ([email protected]) or by telephone at 519-253-3000ext. 3208. Some studies on protein structure alignment algorithms By Shalini Bhattacharjee A Thesis Submitted to the Faculty of Graduate Studies through the School of Computer Science in Partial Fulfillment of the Requirements for the Degree of Master of Science at the University of Windsor Windsor, Ontario, Canada 2017 c 2017 Shalini Bhattacharjee Some studies on protein structure alignment algorithms by Shalini Bhattacharjee APPROVED BY: M. Hlynka Department of Mathematics and Statistics D. Wu School of Computer Science A.
    [Show full text]
  • PROTEIN STRUCTURE PREDICTION Bioinformatic Approach Edited by IGOR F
    www.fivephoton.com PROTEIN STRUCTURE PREDICTION Bioinformatic Approach edited by IGOR F. TSIGELNY Preface: Prediction of protein structure is very important today. Whereas more than 17,000 protein structures are stored in PDB, more than 110,000 proteins are stored only in SWISSPROT. The ratio of solved crystal structures to a number of discovered proteins to about 0.15, and I do not see any improvement of this value in the future. At the same time development of genomics has brought an overwhelming amount of DNA sequencing information, which can be and already is used for constructing the hypothetical proteins. This situation shows the great importance of protein structure prediction. The field is growing very rapidly. A simple analysis of publications shows that the number of articles having the words „protein structure prediction‟ has almost doubled since 1995. So many really great ideas are used as a basis for the current prediction systems. Some of them will evolve into the next generation of the prediction software but some of them, even very promising, will be lost and rediscovered in the future. Here we tried to include the variety of methods representing the most interesting concepts of current protein structure prediction. This compendium of ideas makes this book an invaluable source for scientists developing prediction methods. In many cases authors describe successful prediction methods and programs that make this book an invaluable source of information for numerous users of prediction software. The first chapter describes the protein structure prediction program PROSPECT that produces a globally optimal threading alignment for a typical threading energy function, and allows users to easily incorporate experimental data as constraints into the threading process.
    [Show full text]
  • Structural Alignment Based Kernels for Protein Structure Classification
    Structural Alignment based Kernels for Protein Structure Classification Sourangshu Bhattacharya [email protected] Chiranjib Bhattacharyya [email protected] Dept. of Computer Science and Automation, Indian Institute of Science, Bangalore - 560 012, India. Nagasuma Chandra [email protected] Bioinformatics Center, Indian Institute of Science, Bangalore - 560012, India. Abstract acid types. This view is taken by most structure align- Structural alignments are the most widely ment algorithms (Eidhammer et al., 2000), which are used tools for comparing proteins with low the most widely accepted methods for protein struc- sequence similarity. The main contribution ture comparison. of this paper is to derive various kernels on In this paper, we explore the idea of designing clas- proteins from structural alignments, which sifiers based on Support vector machines(SVMs) for do not use sequence information. Central proteins having low sequence similarity. More explic- to the kernels is a novel alignment algorithm itly our goal is to derive positive semi-definite ker- which matches substructures of fixed size us- nels motivated from structural alignments without us- ing spectral graph matching techniques. We ing sequence information. The hypothesis is that any derive positive semi-definite kernels which structure classification technique should capture the capture the notion of similarity between sub- notion of similarity defined by structural alignment structures. Using these as base more sophis- algorithms. Though there is lot of work on design- ticated kernels on protein structures are pro- ing kernels on protein sequences (Jaakkola et al., 1999; posed. To empirically evaluate the kernels we J.-P. Vert, 2004; Leslie & Kwang, 2004), to the best used a 40% sequence non-redundant struc- of our knowledge, there is relatively less work on ker- tures from 15 different SCOP superfamilies.
    [Show full text]
  • Uncovering a Superfamily of Nickel-Dependent Hydroxyacid
    www.nature.com/scientificreports OPEN Uncovering a superfamily of nickel‑dependent hydroxyacid racemases and epimerases Benoît Desguin 1*, Julian Urdiain‑Arraiza1, Matthieu Da Costa2, Matthias Fellner 3,4, Jian Hu4,5, Robert P. Hausinger 4,6, Tom Desmet 2, Pascal Hols 1 & Patrice Soumillion 1 Isomerization reactions are fundamental in biology. Lactate racemase, which isomerizes L‑ and D‑lactate, is composed of the LarA protein and a nickel‑containing cofactor, the nickel‑pincer nucleotide (NPN). In this study, we show that LarA is part of a superfamily containing many diferent enzymes. We overexpressed and purifed 13 lactate racemase homologs, incorporated the NPN cofactor, and assayed the isomerization of diferent substrates guided by gene context analysis. We discovered two malate racemases, one phenyllactate racemase, one α‑hydroxyglutarate racemase, two D‑gluconate 2‑epimerases, and one short‑chain aliphatic α‑hydroxyacid racemase among the tested enzymes. We solved the structure of a malate racemase apoprotein and used it, along with the previously described structures of lactate racemase holoprotein and D‑gluconate epimerase apoprotein, to identify key residues involved in substrate binding. This study demonstrates that the NPN cofactor is used by a diverse superfamily of α‑hydroxyacid racemases and epimerases, widely expanding the scope of NPN‑dependent enzymes. Chemical isomers exhibit subtle changes in their structures, yet can show dramatic diferences in biological properties1. Interconversions of isomers by isomerases are important in the metabolism of living organisms and have many applications in biocatalysis, biotechnology, and drug discovery2. Tese enzymes are divided into 6 classes, depending on the type of reaction catalyzed: racemases and epimerases, cis–trans isomerases, intramo- lecular oxidoreductases, intramolecular transferases, intramolecular lyases, and other isomerases3.
    [Show full text]
  • Meta-Analysis of Protein Structural Alignment Jim Havrilla* and Ahmet Saçan School of Biomedical Engineering Drexel University, Philadelphia, PA, USA
    ics om & B te i ro o P in f f o o r l m a Journal of a n t r Havrilla and Saçan, J Proteomics Bioinform 2013, 6:8 i c u s o J DOI: 10.4172/jpb.1000277 ISSN: 0974-276X Proteomics & Bioinformatics Research Article Article OpenOpen Access Access Meta-analysis of Protein Structural Alignment Jim Havrilla* and Ahmet Saçan School of Biomedical Engineering Drexel University, Philadelphia, PA, USA Abstract The three-dimensional structure of a protein molecule provides significant insight into its biological function. Structural alignment of proteins is an important and widely performed task in the analysis of protein structures, whereby functionally and evolutionarily important segments are identified. However, structural alignment is a computationally difficult problem and a large number of heuristics introduced to solve it do not agree on their results. Consequently, there is no widely accepted solution to the structure alignment problem. In this study, we present a meta-analysis approach to generate a re- optimized, best-of-all result using the alignments generated from several popular methods. Evaluations of the methods on a large set of benchmark pairwise alignments indicate that TM- align (Template Modeling Alignment) provides superior alignments (except for RMSD, root mean square deviation), compared to other methods we have surveyed. Smolign (Spatial Motifs Based Multiple Protein Structure Alignment) provides smaller cores than other methods with best RMSD values. The re-optimization of the alignments using TM-align’s optimization method does not alter the relative performance of the methods. Additionally, visualization approaches to delineate the relationships of the alignment methods have been performed and their results provided.
    [Show full text]
  • Topology Independent Protein Structural Alignment
    Topology Independent Protein Structural Alignment Joe Dundas1⋆, T.A. Binkowski1, Bhaskar DasGupta2⋆⋆, and Jie Liang1⋆⋆⋆ 1 Department of Bioengineering, University of Illinois at Chicago, Chicago, IL 60607–7052 2 Department of Computer Science, University of Illinois at Chicago, Chicago, Illinois 60607-7053 Abstract. Protein structural alignment is an indispensable tool used for many differ- ent studies in bioinformatics. Most structural alignment algorithms assume that the structural units of two similar proteins will align sequentially. This assumption may not be true for all similar proteins and as a result, proteins with similar structure but with permuted sequence arrangement are often missed. We present a solution to the problem based on an approximation algorithm that finds a sequence-order independent structural alignment that is close to optimal. We first exhaustively fragment two pro- teins and calculate a novel similarity score between all possible aligned fragment pairs. We treat each aligned fragment pair as a vertex on a graph. Vertices are connected by an edge if there are intra residue sequence conflicts. We regard the realignment of the fragment pairs as a special case of the maximum-weight independent set problem and solve this computationally intensive problem approximately by iteratively solving relaxations of an appropriate integer programming formulation. The resulting struc- tural alignment is sequence order independent. Our method is insensitive to gaps, insertions/deletions, and circular permutations. 1 Introduction The classification of protein structures often depend on the topology of sec- ondary structural elements. For example, Structural Classification of Proteins (SCOP) classifies proteins structures into common folds using the topological ar- rangement of secondary structural units [16].
    [Show full text]
  • Structure-Based Prediction Reveals Capping Motifs That Inhibit Β-Helix Aggregation
    Structure-based prediction reveals capping motifs that inhibit β-helix aggregation Allen W. Bryan, Jr.a,b,c, Jennifer L. Starner-Kreinbrinkd, Raghavendra Hosurc, Patricia L. Clarkd,1, and Bonnie Bergerc,e,1 aHarvard-Massachusetts Institute of Technology (MIT) Division of Health Sciences and Technology, 77 Massachusetts Avenue, Cambridge, MA 02139; bWhitehead Institute, 9 Cambridge Center, Cambridge, MA 02139; cComputer Science and Artificial Intelligence Laboratory, 77 Massachusetts Avenue, Cambridge, MA 02139; dDepartment of Chemistry and Biochemistry, University of Notre Dame, 251 Nieuwland Science Hall, Notre Dame, IN 46556; and eDepartment of Mathematics, Massachusetts Institute of Technology (MIT), 77 Massachusetts Avenue, Cambridge, MA 02139 Edited* by Susan Lindquist, Whitehead Institute for Biomedical Research, Cambridge, MA, and approved May 13, 2011 (received for review November 23, 2010) The parallel β-helix is a geometrically regular fold commonly found in the proteomes of bacteria, viruses, fungi, archaea, and some vertebrates. β-helix structure has been observed in monomeric units of some aggregated amyloid fibers. In contrast, soluble β- helices, both right- and left-handed, are usually “capped” on each end by one or more secondary structures. Here, an in-depth classi- fication of the diverse range of β-helix cap structures reveals subtle commonalities in structural components and in interactions with the β-helix core. Based on these uncovered commonalities, a toolkit of automated predictors was developed for the two distinct types of cap structures. In vitro deletion of the toolkit-predicted C-terminal cap from the pertactin β-helix resulted in increased aggregation and the formation of soluble oligomeric species. These results suggest that β-helix cap motifs can prevent specific, β-sheet- mediated oligomeric interactions, similar to those observed in BIOPHYSICS AND amyloid formation.
    [Show full text]