PENETRATING PEPTIDES Sayanee Ad

Total Page:16

File Type:pdf, Size:1020Kb

PENETRATING PEPTIDES Sayanee Ad ABSTRACT Title of Dissertation: TRANSLOCATION OF PROTEIN CARGO INTO CANDIDA ALBICANS USING CELL- PENETRATING PEPTIDES Sayanee Adhikari, Doctor of Philosophy, 2020 Dissertation directed by: Professor Amy J. Karlsson, Department of Chemical and Biomolecular Engineering Fungal infections caused by Candida albicans pose a serious threat to public health. The rising drug resistance towards azoles, the current first-line antifungal treatment, warrants novel approaches to designing and delivering new antifungal agents that target C. albicans cells. To increase the intracellular delivery of bioactive molecular cargo, we studied the use of cell-penetrating peptides (CPPs) as delivery vehicles. CPPs have been extensively used to deliver different cargoes into mammalian cells, but limited work has focused on delivery into fungal cells. To improve understanding of CPP-mediated delivery to C. albicans, we studied their ability to deliver green fluorescent protein (GFP) intracellularly. For our work, we chose the CPPs, MPG and Hst5, that have previously shown translocation into fungal cells without cargo and recombinantly produced these CPP fusions to GFP in Escherichia coli. We investigated the CPP-mediated translocation of GFP using flow cytometry. Fusion of GFP to MPG resulted in translocation into 40% of C. albicans cells, which was significantly higher than 13% cells that demonstrate translocation of GFP without a CPP. However, Hst5 did not translocate GFP into cells, with only 5% of cells exhibiting Hst5-GFP translocation. Our results demonstrate that MPG can deliver GFP, while Hst5 is not as promising. These results are consistent with molecular dynamics simulations that show MPG enters a model membrane preferentially with the N-terminal residues, whereas Hst5 fails to enter the membrane. Our results emphasize the potential of CPPs in delivering large cargo to C. albicans cells and the advantage of using both experiments and simulations to study the translocation of CPPs into C. albicans. To explore factors affecting translocation efficacy, we evaluated the aggregation of CPP-GFP fusion constructs. Using dynamic light scattering and interference scattering microscopy, our results identified aggregation of our fusions at high concentration as a possible limitation to translocation, motivating future studies of the causes of aggregation and its relationship to translocation efficiency. Our work has shown that CPPs can deliver large biomolecular cargo into fungal cells and has laid the foundation for furtHer studies to design better CPPs and to explore mechanisms limiting translocation of CPPs into fungal pathogens. TRANSLOCATION OF PROTEIN CARGO INTO CANDIDA ALBICANS USING CELL-PENETRATING PEPTIDES by Sayanee Adhikari Dissertation submitted to the Faculty of the Graduate School of the University of Maryland, College Park, in partial fulfillment of the requirements for the degree of Doctor of Philosophy 2020 Advisory Committee: Professor Amy J. Karlsson, Chair Professor Jeffery B. Klauda Professor Ganesh Sriram Professor Taylor J. Woehl Professor Birthe V. Kjellerup © Copyright by Sayanee Adhikari 2020 © Copyright of subsections of Chapter 2 by American Institute of Chemical Engineers Sayanee Adhikari, Jesse A. Leissa, Amy J. Karlsson, AIChE Journal 66 (3), e16776 2019 Dedication I dedicate my PH.D. Dissertation to my parents Mr. Sujit Kumar Adhikari and Mrs. Basabi Adhikari, and my Husband Angshuk Chakraborty. Thank you, God, for helping me become who I am today. ii Acknowledgements The past 5 years in the Karlsson Lab has been an unbelievable experience. This journey would not be possible without my advisor, Dr. Amy Karlsson. I would like to take this opportunity to express my gratitude for your constant mentoring, support and encouragement. Your faith in me has built the basis of my research projects, has helped me through many ups and downs, and helped me to become an independent researcher. I am thankful to my committee members Dr. Jeffery Klauda, Dr. Ganesh Sriram, Dr. Taylor Woehl and Dr. Birthe Kjellerup for your guidance and support. I am extremely grateful to be a part of the Karlsson Lab. These are a few of the nicest people in the lab that I have met. I would like to thank my previous team members and wonderful friends Dr. Zifan Gong, Dr. Svetlana Ikonomova and Dr. Parisa Moghaddam-Taaheri for supporting me in my initial years in the lab. You have always been there for me and I don’t have adequate words to express my appreciation towards you. I would also like to thank Mahdi Ghorbani for being a good friend and for being a source of creative brainstorming. Thank you to Jesse Leissa for the constantly helping me in the lab and keeping the lab organized. Marzyeh Kheradmand-Hajibasi and Jiwon Wu recently joined our lab and has been instrumental in shaping up a lot of the experiments. I have been closely working with them for the past few months and they both have learned things very quickly and efficiently. They have good-naturedly listened to all my experiences in the lab and I trust that they will be very successful with all they do. Wish you both a very good luck! I would also like to take this opportunity to thank all the undergrads and the high-school students in the lab. Turki Alahamadi, Katherine Dura and iii Rosemary Iwuala for all their help in the project. Thank you Dinara Konakbayeva, Wright Makambi, Katherine Sniezek, Andrea Fox, and Funke Okunrinboye for making the lab an enjoyable place. In addition to members of the lab, I need to thank all others who have been instrumental in my PhD journey. I would like to thank Niti Agrawal who has always stood by me all these years in a journey that we started together and are at a stretch where we embark on the next phase. I want to thank Shakiba Nikfarjam who has been a great friend and helped me with my research projects. Dr. Derrick Ko and Dr. Viviana Monje-Galvan have been great friends. Thank you to Dan Lugar for being an amazing friend and listening to my grumbles. Most essentially, I want to thank my friends and family. Thank you to my parents for the overwhelming love, inspiration, faith and pride for the past so many years; without you I would not have been here. Every bit of my success belongs to you. Thank you to my uncle for enabling me to realize my dreams and work towards achieving them. I am thankful to my sister and brother-in-law, for being there always. Thank you to my husband and my best friend, for being supportive and for trusting in my abilities. Finally, thank you to all my friends without whose friendship and constant support I wouldn’t be here today. I would also like to thank the National Science Foundation (CBET Award #1511718) for making this work possible. I would like to thank Dr. Xianbing Zeng and Kenneth Class and for their help with the flow cytometry, and Dr. Dorothy Beckett for help with CD experiments. I would also like to thank Dr. John Fisher’s lab for their help in the fluorescence assays. I would also like to thank Dr. Mikhail Anisimov for his help with Dynamic light Scattering studies. iv Table of contents Dedication ..................................................................................................................... ii Acknowledgements ...................................................................................................... iii Table of contents ........................................................................................................... v List of tables ................................................................................................................. xi List of figures .............................................................................................................. xii List of abbreviations .................................................................................................. xiv Chapter 1: Background and motivation ........................................................................ 1 1.1 Fungal pathogen C. albicans and existing treatments ................................... 2 1.2 Cell-penetrating peptides (CPPs) .................................................................. 5 1.3 CPPs, their classifications and mechanism of entry ..................................... 6 1.4 CPP as delivery vectors ................................................................................ 9 1.4.1 Delivery of proteins as a cargo ........................................................... 10 1.4.2 Delivery of nucleic acids as a cargo ................................................... 11 1.4.3 Delivery of nanoparticles as cargo ...................................................... 12 1.4.4 Delivery of small-molecule drugs as cargo ........................................ 13 1.5 Overview of thesis ...................................................................................... 14 1.6 References ................................................................................................... 16 v Chapter 2: Methods to engineer peptides .................................................................... 27 2.1 Introduction ................................................................................................. 27 2.2 Approaches for introducing and screening diversity .................................. 29 2.2.1 Rational design .................................................................................... 30 2.2.2 Directed evolution ............................................................................... 32 2.2.3 Computational
Recommended publications
  • Essays in Public Economics by Dorian Carloni a Dissertation Submitted In
    Essays in Public Economics by Dorian Carloni A dissertation submitted in partial satisfaction of the requirements for the degree of Doctor of Philosophy in Economics in the Graduate Division of the University of California, Berkeley Committee in charge: Professor Alan J. Auerbach, Chair Professor Hilary W. Hoynes Professor Rucker C. Johnson Professor Emmanuel Saez Spring 2016 Essays in Public Economics Copyright 2016 by Dorian Carloni 1 Abstract Essays in Public Economics by Dorian Carloni Doctor of Philosophy in Economics University of California, Berkeley Professor Alan J. Auerbach, Chair This dissertation consists of three chapters and analyzes individuals' and firms’ response to tax and government spending policies. The first chapter focuses on the economic incidence of a large value added tax (VAT) cut in the restaurant industry in France. In particular it estimates the share of the tax cut falling on workers, firm owners and consumers by analyzing the VAT cut applied to French sit-down restaurants { a drop from 19.6 percent to 5.5 percent { in July 2009. Theoretically, we develop a standard partial equilibrium model of consumption tax incidence that includes consumption substitutability between the taxed good and an untaxed good, and markets for production inputs, which we allow to vary with the tax. Empirically, we use firm-level data and a difference-in-differences strategy to show that the reform increased restaurant profits and the cost of employees, and aggregate price data to estimate the decrease in prices produced by the reform. We compare sit-down restaurants to (a) non-restaurant market services and (b) non-restaurant small firms, and find that prices decreased by around 2 percent, the cost per employee increased by 3.9 percent and the return to capital increased by around 10 percent.
    [Show full text]
  • Annual Report 2014
    Andover Hebron and Marlborough Youth and Family Services, Inc. ANNUAL REPORT 2014 6,109 visits Dear Friends: 466 Welcome to the AHM Youth and Family Services Intervention Annual Report. This document is produced each year Individual and Family Therapy 113 to provide a snapshot of our Youth Service Bureau Juvenile Review Board 24 Psychiatric Evaluations 15 and Family Resource Center departments. School Based Group Counseling 65 School Based Individual Counseling 249 If you are interested in learning more about AHM, please visit us online at www.ahmyouth.org. To stay up to date on special events, please “Friend” us on 3,725 Prevention Facebook. 3,745 FRC Play and Learn** 124 FRC KinderRHAMa 22 For the past thirty one years, our organization has FRC Home Visits** 54 served thousands of local children, teens, and adults FRC Field Trips and Family Events** 629 FRC Mentoring** 66 through a comprehensive system of locally based FRC Home Alone 31 mental health, juvenile justice, youth and family Internet Safety Presentations 459 development programs. AHM is a regional non-profit Parent /Community Presentations 962 Social Skills Classes 773 organization that serves the communities of Andover, Suicide Prevention Presentation 403 Columbia, Hebron and Marlborough. We have many Take Back Event 202 ** represents programs serving community partners from municipal governments to children and adults together the local schools, to the Connecticut State Police, Faith, Civic and Business communities. If you would 1,918 Positive Youth Development like to learn more about AHM or to simply talk about CHORES and TASKS Work Programs 79 ways you might get involved as a volunteer or Elementary Leadership Programs 76 supporter, please give us a call at 860-228-9488.
    [Show full text]
  • Ocn752505145-2018-11-02-By-Last-Name.Pdf (248.0Kb)
    System Inspectors Sorted by Last Name Total Count: 1424 SI# Expires Name Association Town State 14215 5/1/2021 Zachary D. Aaronson CDM Smith Providence RI 4698 6/30/2019 James Abare Winchendon MA 4046 6/30/2019 Stacey J. Abato Raggs, Inc. Concord MA 2548 6/30/2019 Carl Adamo Lincoln RI 349 6/30/2019 Stephen M. Adams Norwell MA 13724 6/30/2019 David R. Adler Charlton MA 14072 12/1/2019 Nicholas Aguiar Yarmouth DPW - Engineering Division West Yarmouth MA 4332 6/30/2019 James D. Aguiar, Jr. Tri-Spec Corp. Westport MA 14016 5/1/2020 Thorsen Akerley Williams & Sparages, LLC Middleton MA 13661 6/30/2019 Patrick Alderman Swansea MA 2040 6/30/2019 Michael Alesse East Coast Excavating Groveland MA 4789 6/30/2019 Lisa C. Allain Millbury MA 4955 6/30/2019 Mark Allain Peabody MA 12864 6/30/2020 William Allen Bill Allen Enterprises LLC Spring Hill FL 13850 6/30/2021 Edward W. Alleva Jr. Alleva Excavating Company Lunenburg MA 350 6/30/2019 Karl J. Alm Alm and Son Septic West Brookfield MA 14169 12/1/2020 Wyatt J. Alm West Brookfield MA 13975 4/1/2019 Elizabeth Alves All Clear Title 5 Services Norton MA 14252 8/1/2021 Nathon Amaral Mystic Excavating Corp Raynham MA 13218 6/30/2021 Erik Anderson Norwell MA 4658 6/30/2019 Michael Andrade Graves Engineering, Inc. Sutton MA 14210 5/1/2021 Samantha Andrews T. Silvia Excavating Swansea MA 2666 6/30/2019 John R. Andrews, III Andrews Survey & Engineers, Inc.
    [Show full text]
  • Entering New Waters at Pier 94 Leslie Weir
    the newsletter of the golden gate audubon society // vol. 103 no. 4 fall 2019 EntEring nEw watErs at PiEr 94 leslie weir ore than a million individual shore- M birds rely on the San Francisco Bay for at least some portion of their annual lifecycle. The Bay Area is classified as a site of hemispheric significance for migra- tory shorebirds by the Western Hemisphere Shorebird Reserve Network, and the Ramsar Convention on Wetlands has designated San Francisco Bay as a site of international sig- nificance for migratory waterfowl. More than 1,000 species of birds, mammals, and fish rely on the San Francisco Bay Estuary—the centerpiece of our region. CONTINUED on page 5 American Avocet at Pier 94. Bob Gunderson long enough to be restored for his aston- ishing journey. Ornithologists discovered that Blackpoll Warblers have the longest migratory route of any New World warbler. Every fall, these tiny 12-gram birds make a nonstop transatlantic flight from upper Canada to South America. Then, the fol- lowing spring, they reverse migrate to their breeding grounds. A few hours later, I checked on this exquisite feathered jewel. He was no longer quiet. I could hear him bouncing against the box top in a frenzied urge to leap up and fly south. I let him go and off he went—toward the Statue of Liberty, a fitting testament to his fortitude. I hoped that I had helped him a little. Cindy Margulis Like this Blackpoll Warbler’s drive to Male Blackpoll Warbler. migrate during the fall season, this is our time of transition at GGAS.
    [Show full text]
  • Priests and Deacons INDEX Archdiocesan Priests
    Priests and Deacons INDEX Archdiocesan Priests ..................................................................................................... 1 Priests of the Archdiocese in the Order of Ordination ................................................. 14 Priests and Deacons: Alphabetical Necrology ............................................................ 21 Priests and Deacons: Chronological Necrology by Month, Day and Year .................. 51 Archdiocesan Permanent Deacons ............................................................................ 79 11/30/2020 Archdiocesan Priests Adams, Rev. John E. (1969) Baer, Rev. Timothy K. (1996) Director, S.O.M.E., DC Pastor, St. Nicholas, Laurel Phone: 202-832-9710 Phone: 301-490-5116 Aguirre, Rev. Francisco E. (2013) Baraki, Rev. Tesfamariam (1975) Pastor, St. Catherine Labouré, Chaplain, Howard University Hospital, Wheaton DC Phone: 301-946-3636 In Residence, St. Gabriel, DC Phone: 202-726-9092 Agustin Rev. Patrick S. (2020) Parochial Vicar (pro-tem), St. Francis of Barbieri de Carvalho, Rev. Rafael Assisi, Dearwood (2013) Phone: 301-840-1407 Director of Spiritual Formation, Redemptoris Mater Archdiocesan Ailer, Rev. Gellert J. (2006) Missionary Seminary, Hyattsville Missionary Assignment, Archdiocese of Eger, Hungary Barry, Rev. John M. (1988) Pastor, Church of the Resurrection, Alliata, Rev. Peter R. (1961) Burtonsville Retired, St. John Vianney, Prince Phone: 301-236-5200 Frederick Phone: 301-440-1784 Bava, Rev. David A. (1973) Pastor, Holy Redeemer, DC Amey, Rev. Msgr. Robert
    [Show full text]
  • Molecular Dynamics Simulations in Drug Discovery and Pharmaceutical Development
    processes Review Molecular Dynamics Simulations in Drug Discovery and Pharmaceutical Development Outi M. H. Salo-Ahen 1,2,* , Ida Alanko 1,2, Rajendra Bhadane 1,2 , Alexandre M. J. J. Bonvin 3,* , Rodrigo Vargas Honorato 3, Shakhawath Hossain 4 , André H. Juffer 5 , Aleksei Kabedev 4, Maija Lahtela-Kakkonen 6, Anders Støttrup Larsen 7, Eveline Lescrinier 8 , Parthiban Marimuthu 1,2 , Muhammad Usman Mirza 8 , Ghulam Mustafa 9, Ariane Nunes-Alves 10,11,* , Tatu Pantsar 6,12, Atefeh Saadabadi 1,2 , Kalaimathy Singaravelu 13 and Michiel Vanmeert 8 1 Pharmaceutical Sciences Laboratory (Pharmacy), Åbo Akademi University, Tykistökatu 6 A, Biocity, FI-20520 Turku, Finland; ida.alanko@abo.fi (I.A.); rajendra.bhadane@abo.fi (R.B.); parthiban.marimuthu@abo.fi (P.M.); atefeh.saadabadi@abo.fi (A.S.) 2 Structural Bioinformatics Laboratory (Biochemistry), Åbo Akademi University, Tykistökatu 6 A, Biocity, FI-20520 Turku, Finland 3 Faculty of Science-Chemistry, Bijvoet Center for Biomolecular Research, Utrecht University, 3584 CH Utrecht, The Netherlands; [email protected] 4 Swedish Drug Delivery Forum (SDDF), Department of Pharmacy, Uppsala Biomedical Center, Uppsala University, 751 23 Uppsala, Sweden; [email protected] (S.H.); [email protected] (A.K.) 5 Biocenter Oulu & Faculty of Biochemistry and Molecular Medicine, University of Oulu, Aapistie 7 A, FI-90014 Oulu, Finland; andre.juffer@oulu.fi 6 School of Pharmacy, University of Eastern Finland, FI-70210 Kuopio, Finland; maija.lahtela-kakkonen@uef.fi (M.L.-K.); tatu.pantsar@uef.fi
    [Show full text]
  • 2020-Commencement-Program.Pdf
    THE JOHNS HOPKINS UNIVERSITY COMMENCEMENT 2020 Conferring of degrees at the close of the 144th academic year MAY 21, 2020 1 CONTENTS Degrees for Conferral .......................................................................... 3 University Motto and Ode ................................................................... 8 Awards ................................................................................................. 9 Honor Societies ................................................................................. 20 Student Honors ................................................................................. 25 Candidates for Degrees ..................................................................... 35 2 ConferringDegrees of Degrees for Conferral on Candidates CAREY BUSINESS SCHOOL Masters of Science Masters of Business Administration Graduate Certificates SCHOOL OF EDUCATION Doctors of Education Doctors of Philosophy Post-Master’s Certificates Masters of Science Masters of Education in the Health Professions Masters of Arts in Teaching Graduate Certificates Bachelors of Science PEABODY CONSERVATORY Doctors of Musical Arts Masters of Arts Masters of Audio Sciences Masters of Music Artist Diplomas Graduate Performance Diplomas Bachelors of Music SCHOOL OF NURSING Doctors of Nursing Practice Doctors of Philosophy Masters of Science in Nursing/Advanced Practice Masters of Science in Nursing/Entry into Nursing Practice SCHOOL OF NURSING AND BLOOMBERG SCHOOL OF PUBLIC HEALTH Masters of Science in Nursing/Masters of Public
    [Show full text]
  • A Novel Secretion and Online-Cleavage Strategy for Production of Cecropin a in Escherichia Coli
    www.nature.com/scientificreports OPEN A novel secretion and online- cleavage strategy for production of cecropin A in Escherichia coli Received: 14 March 2017 Meng Wang 1, Minhua Huang1, Junjie Zhang1, Yi Ma1, Shan Li1 & Jufang Wang1,2 Accepted: 23 June 2017 Antimicrobial peptides, promising antibiotic candidates, are attracting increasing research attention. Published: xx xx xxxx Current methods for production of antimicrobial peptides are chemical synthesis, intracellular fusion expression, or direct separation and purifcation from natural sources. However, all these methods are costly, operation-complicated and low efciency. Here, we report a new strategy for extracellular secretion and online-cleavage of antimicrobial peptides on the surface of Escherichia coli, which is cost-efective, simple and does not require complex procedures like cell disruption and protein purifcation. Analysis by transmission electron microscopy and semi-denaturing detergent agarose gel electrophoresis indicated that fusion proteins contain cecropin A peptides can successfully be secreted and form extracellular amyloid aggregates at the surface of Escherichia coli on the basis of E. coli curli secretion system and amyloid characteristics of sup35NM. These amyloid aggregates can be easily collected by simple centrifugation and high-purity cecropin A peptide with the same antimicrobial activity as commercial peptide by chemical synthesis was released by efcient self-cleavage of Mxe GyrA intein. Here, we established a novel expression strategy for the production of antimicrobial peptides, which dramatically reduces the cost and simplifes purifcation procedures and gives new insights into producing antimicrobial and other commercially-viable peptides. Because of their potent, fast, long-lasting activity against a broad range of microorganisms and lack of bacterial resistance, antimicrobial peptides (AMPs) have received increasing attention1.
    [Show full text]
  • Open Ratulchowdhury Etd.Pdf
    The Pennsylvania State University The Graduate School COMPUTATIONAL REDESIGN OF CHANNEL PROTEINS, ENZYMES, AND ANTIBODIES A Dissertation in Chemical Engineering by Ratul Chowdhury © 2020 Ratul Chowdhury Submitted in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy May 2020 The dissertation of Ratul Chowdhury was reviewed and approved* by the following: Costas D. Maranas Donald B. Broughton Professor of Chemical Engineering Dissertation Advisor Chair of Committee Manish Kumar Assistant Professor in Chemical Engineering Michael Janik Professor in Chemical Engineering Reka Albert Professor in Physics Phillip E. Savage Department Head and Graduate Program Chair Professor in Chemical Engineering ii ABSTRACT Nature relies on a wide range of enzymes with specific biocatalytic roles to carry out much of the chemistry needed to sustain life. Proteins catalyze the interconversion of a vast array of molecules with high specificity - from molecular nitrogen fixation to the synthesis of highly specialized hormones, quorum-sensing molecules, defend against disease causing foreign proteins, and maintain osmotic balance using transmembrane channel proteins. Ever increasing emphasis on renewable sources for energy and waste minimization has turned biocatalytic proteins (enzymes) into key industrial workhorses for targeted chemical conversions. Modern protein engineering is central to not only food and beverage manufacturing processes but are also often ingredients in countless consumer product formulations such as proteolytic enzymes in detergents and amylases and peptide-based therapeutics in the form of designed antibodies to combat neurodegenerative diseases (such as Parkinson’s, Alzheimer’s) and outbreaks of Zika and Ebola virus. However, successful protein design or tweaking an existing protein for a desired functionality has remained a constant challenge.
    [Show full text]
  • Recent Advances in Automated Protein Design and Its Future
    EXPERT OPINION ON DRUG DISCOVERY 2018, VOL. 13, NO. 7, 587–604 https://doi.org/10.1080/17460441.2018.1465922 REVIEW Recent advances in automated protein design and its future challenges Dani Setiawana, Jeffrey Brenderb and Yang Zhanga,c aDepartment of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA; bRadiation Biology Branch, Center for Cancer Research, National Cancer Institute – NIH, Bethesda, MD, USA; cDepartment of Biological Chemistry, University of Michigan, Ann Arbor, MI, USA ABSTRACT ARTICLE HISTORY Introduction: Protein function is determined by protein structure which is in turn determined by the Received 25 October 2017 corresponding protein sequence. If the rules that cause a protein to adopt a particular structure are Accepted 13 April 2018 understood, it should be possible to refine or even redefine the function of a protein by working KEYWORDS backwards from the desired structure to the sequence. Automated protein design attempts to calculate Protein design; automated the effects of mutations computationally with the goal of more radical or complex transformations than protein design; ab initio are accessible by experimental techniques. design; scoring function; Areas covered: The authors give a brief overview of the recent methodological advances in computer- protein folding; aided protein design, showing how methodological choices affect final design and how automated conformational search protein design can be used to address problems considered beyond traditional protein engineering, including the creation of novel protein scaffolds for drug development. Also, the authors address specifically the future challenges in the development of automated protein design. Expert opinion: Automated protein design holds potential as a protein engineering technique, parti- cularly in cases where screening by combinatorial mutagenesis is problematic.
    [Show full text]
  • Protein Design Is NP-Hard
    Protein Engineering vol.15 no.10 pp.779–782, 2002 Protein Design is NP-hard 1,2 3 Niles A.Pierce and Erik Winfree ri ∈ Ri at each position that minimizes the sum of the pairwise interaction energies between all positions: 1Applied and Computational Mathematics and 3Computer Science and Computation and Neural Systems,California Institute of Technology, ¥ Pasadena, CA 91125, USA Etotal Σ Σ E(ri,rj) Ͻ 2To whom correspondence should be addressed. i j, j i E-mail: [email protected] A solution to this problem is called a global minimum Biologists working in the area of computational protein energy conformation (GMEC). There is currently no known design have never doubted the seriousness of the algo- algorithm for identifying a GMEC solution efficiently (in a rithmic challenges that face them in attempting in silico specific sense to be defined shortly). Given the failure to sequence selection. It turns out that in the language of the identify such an approach, it is worth attempting to discern computer science community, this discrete optimization whether this is even a reasonable goal. Fortunately, a beautiful problem is NP-hard. The purpose of this paper is to theory from computer science allows us to classify the tracta- explain the context of this observation, to provide a simple bility of our problem in terms of other discrete optimization illustrative proof and to discuss the implications for future problems (Garey and Johnson, 1979; Papadimitriou and progress on algorithms for computational protein design. Steiglitz, 1982). This theory does not apply directly to the Keywords: complexity/design/NP-complete/NP-hard/proteins optimization form, but instead to a related decision form that has a ‘yes/no’ answer.
    [Show full text]
  • University of Florida Page 1 Fall 2017 University Employee File Detail of Salaries As of October 30, 2017 All Fund Sources
    UNIVERSITY OF FLORIDA PAGE 1 FALL 2017 UNIVERSITY EMPLOYEE FILE DETAIL OF SALARIES AS OF OCTOBER 30, 2017 ALL FUND SOURCES ACADEMIC AFFAIRS ADVISEMENT & RETENTION-0204 ------------------------------------------------------------------------------------------------------------------------------------ NAME JOB BGT CURRENT TITLE FTE RATE ------------------------------------------------------------------------------------------------------------------------------------ REEVES KEVIN AST DIR, Academic Support Sv 1.00 47,522.30 VINSON RONDA Administrative Support AST I 1.00 38,063.54 DEPT TOTAL 2.00 85,585.84 UNIVERSITY OF FLORIDA PAGE 2 FALL 2017 UNIVERSITY EMPLOYEE FILE DETAIL OF SALARIES AS OF OCTOBER 30, 2017 ALL FUND SOURCES ACADEMIC AFFAIRS INSTITUTE ONLINE LEARNING-0214 ------------------------------------------------------------------------------------------------------------------------------------ NAME JOB BGT CURRENT TITLE FTE RATE ------------------------------------------------------------------------------------------------------------------------------------ BALES RICHARD Graphic Designer I 1.00 42,500.00 BEAUPRE MEREDITH AST DIR, Academic Support Sv 1.00 65,975.00 CUMMINGS EVANGELINE AST Provost, DIR Academic Su .91 188,389.96 FORD JENNIFER Graphic Designer II 1.00 55,825.00 FORSHEE AMBER Administrative Spec III 1.00 53,795.00 HARPER KATHRYN ASO DIR, Communications 1.00 96,425.00 KEPIC GLENN SR ASO IN .50 51,498.57 NASH GUTIERREZ ALEJAND Marketing and Comm Specialis 1.00 36,600.00 QUIROGA TATIANA Marketing and Comm Specialis
    [Show full text]