Literature DB >> 28973872

Principles for computational design of binding antibodies.

Dror Baran1, M Gabriele Pszolla1, Gideon D Lapidoth1, Christoffer Norn1, Orly Dym2, Tamar Unger2, Shira Albeck2, Michael D Tyka3, Sarel J Fleishman4.   

Abstract

Natural proteins must both fold into a stable conformation and exert their molecular function. To date, computational design has successfully produced stable and atomically accurate proteins by using so-called "ideal" folds rich in regular secondary structures and almost devoid of loops and destabilizing elements, such as cavities. Molecular function, such as binding and catalysis, however, often demands nonideal features, including large and irregular loops and buried polar interaction networks, which have remained challenging for fold design. Through five design/experiment cycles, we learned principles for designing stable and functional antibody variable fragments (Fvs). Specifically, we (i) used sequence-design constraints derived from antibody multiple-sequence alignments, and (ii) during backbone design, maintained stabilizing interactions observed in natural antibodies between the framework and loops of complementarity-determining regions (CDRs) 1 and 2. Designed Fvs bound their ligands with midnanomolar affinities and were as stable as natural antibodies, despite having >30 mutations from mammalian antibody germlines. Furthermore, crystallographic analysis demonstrated atomic accuracy throughout the framework and in four of six CDRs in one design and atomic accuracy in the entire Fv in another. The principles we learned are general, and can be implemented to design other nonideal folds, generating stable, specific, and precise antibodies and enzymes.

Entities:  

Keywords:  AbDesign; Rosetta; V(D)J recombination; expressibility; stability

Mesh:

Substances:

Year:  2017        PMID: 28973872      PMCID: PMC5642698          DOI: 10.1073/pnas.1707171114

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  47 in total

1.  Designed to be stable: crystal structure of a consensus ankyrin repeat protein.

Authors:  Andreas Kohl; H Kaspar Binz; Patrik Forrer; Michael T Stumpp; Andreas Plückthun; Markus G Grütter
Journal:  Proc Natl Acad Sci U S A       Date:  2003-02-03       Impact factor: 11.205

2.  Protein-protein docking with simultaneous optimization of rigid-body displacement and side-chain conformations.

Authors:  Jeffrey J Gray; Stewart Moughon; Chu Wang; Ora Schueler-Furman; Brian Kuhlman; Carol A Rohl; David Baker
Journal:  J Mol Biol       Date:  2003-08-01       Impact factor: 5.469

3.  Addressing polyspecificity of antibodies selected from an in vitro yeast presentation system: a FACS-based, high-throughput selection and analytical tool.

Authors:  Yingda Xu; William Roach; Tingwan Sun; Tushar Jain; Bianka Prinz; Ta-Yi Yu; Joshua Torrey; Jerry Thomas; Piotr Bobrowicz; Maximiliano Vásquez; K Dane Wittrup; Eric Krauland
Journal:  Protein Eng Des Sel       Date:  2013-09-17       Impact factor: 1.650

Review 4.  Macromolecular modeling with rosetta.

Authors:  Rhiju Das; David Baker
Journal:  Annu Rev Biochem       Date:  2008       Impact factor: 23.643

5.  Structural insights into the evolution of an antibody combining site.

Authors:  G J Wedemayer; P A Patten; L H Wang; P G Schultz; R C Stevens
Journal:  Science       Date:  1997-06-13       Impact factor: 47.728

6.  Somatic hypermutation maintains antibody thermodynamic stability during affinity maturation.

Authors:  Feng Wang; Shiladitya Sen; Yong Zhang; Insha Ahmad; Xueyong Zhu; Ian A Wilson; Vaughn V Smider; Thomas J Magliery; Peter G Schultz
Journal:  Proc Natl Acad Sci U S A       Date:  2013-02-25       Impact factor: 11.205

7.  One-step design of a stable variant of the malaria invasion protein RH5 for use as a vaccine immunogen.

Authors:  Ivan Campeotto; Adi Goldenzweig; Jack Davey; Lea Barfod; Jennifer M Marshall; Sarah E Silk; Katherine E Wright; Simon J Draper; Matthew K Higgins; Sarel J Fleishman
Journal:  Proc Natl Acad Sci U S A       Date:  2017-01-17       Impact factor: 11.205

Review 8.  Scaling and assessment of data quality.

Authors:  Philip Evans
Journal:  Acta Crystallogr D Biol Crystallogr       Date:  2005-12-14

9.  Principles for designing ideal protein structures.

Authors:  Nobuyasu Koga; Rie Tatsumi-Koga; Gaohua Liu; Rong Xiao; Thomas B Acton; Gaetano T Montelione; David Baker
Journal:  Nature       Date:  2012-11-08       Impact factor: 49.962

10.  SAbDab: the structural antibody database.

Authors:  James Dunbar; Konrad Krawczyk; Jinwoo Leem; Terry Baker; Angelika Fuchs; Guy Georges; Jiye Shi; Charlotte M Deane
Journal:  Nucleic Acids Res       Date:  2013-11-08       Impact factor: 16.971

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  36 in total

1.  Direct single-molecule imaging for diagnostic and blood screening assays.

Authors:  Qiaoqiao Ruan; Patrick J Macdonald; Kerry M Swift; Sergey Y Tetin
Journal:  Proc Natl Acad Sci U S A       Date:  2021-04-06       Impact factor: 11.205

2.  B cells engineered to express pathogen-specific antibodies protect against infection.

Authors:  Howell F Moffett; Carson K Harms; Kristin S Fitzpatrick; Marti R Tooley; Jim Boonyaratanakornkit; Justin J Taylor
Journal:  Sci Immunol       Date:  2019-05-17

3.  Engineering a Protein Binder Specific for p38α with Interface Expansion.

Authors:  Mahmud Hussain; Steven P Angus; Brian Kuhlman
Journal:  Biochemistry       Date:  2018-07-19       Impact factor: 3.162

4.  A Comprehensive Analysis of Anion-Quadrupole Interactions in Protein Structures.

Authors:  Suvobrata Chakravarty; Adron R Ung; Brian Moore; Jay Shore; Mona Alshamrani
Journal:  Biochemistry       Date:  2018-03-09       Impact factor: 3.162

5.  Computer-based Engineering of Thermostabilized Antibody Fragments.

Authors:  Jiwon Lee; Bryan S Der; Christos S Karamitros; Wenzong Li; Nicholas M Marshall; Oana I Lungu; Aleksandr E Miklos; Jianqing Xu; Tae Hyun Kang; Chang-Han Lee; Bing Tan; Randall A Hughes; Sang Taek Jung; Gregory C Ippolito; Jeffrey J Gray; Yan Zhang; Brian Kuhlman; George Georgiou; Andrew D Ellington
Journal:  AIChE J       Date:  2019-11-19       Impact factor: 3.993

6.  AbPredict 2: a server for accurate and unstrained structure prediction of antibody variable domains.

Authors:  Gideon Lapidoth; Jake Parker; Jaime Prilusky; Sarel J Fleishman
Journal:  Bioinformatics       Date:  2019-05-01       Impact factor: 6.937

7.  Direct-MS analysis of antibody-antigen complexes.

Authors:  Shay Vimer; Gili Ben-Nissan; Michael Marty; Sarel J Fleishman; Michal Sharon
Journal:  Proteomics       Date:  2021-08-09       Impact factor: 3.984

8.  Integrative proteomics identifies thousands of distinct, multi-epitope, and high-affinity nanobodies.

Authors:  Yufei Xiang; Zhe Sang; Lirane Bitton; Jianquan Xu; Yang Liu; Dina Schneidman-Duhovny; Yi Shi
Journal:  Cell Syst       Date:  2021-02-15       Impact factor: 10.304

9.  Modeling Immunity with Rosetta: Methods for Antibody and Antigen Design.

Authors:  Clara T Schoeder; Samuel Schmitz; Jared Adolf-Bryfogle; Alexander M Sevy; Jessica A Finn; Marion F Sauer; Nina G Bozhanova; Benjamin K Mueller; Amandeep K Sangha; Jaume Bonet; Jonathan H Sheehan; Georg Kuenze; Brennica Marlow; Shannon T Smith; Hope Woods; Brian J Bender; Cristina E Martina; Diego Del Alamo; Pranav Kodali; Alican Gulsevin; William R Schief; Bruno E Correia; James E Crowe; Jens Meiler; Rocco Moretti
Journal:  Biochemistry       Date:  2021-03-11       Impact factor: 3.162

Review 10.  Macromolecular modeling and design in Rosetta: recent methods and frameworks.

Authors:  Julia Koehler Leman; Brian D Weitzner; Steven M Lewis; Jared Adolf-Bryfogle; Nawsad Alam; Rebecca F Alford; Melanie Aprahamian; David Baker; Kyle A Barlow; Patrick Barth; Benjamin Basanta; Brian J Bender; Kristin Blacklock; Jaume Bonet; Scott E Boyken; Phil Bradley; Chris Bystroff; Patrick Conway; Seth Cooper; Bruno E Correia; Brian Coventry; Rhiju Das; René M De Jong; Frank DiMaio; Lorna Dsilva; Roland Dunbrack; Alexander S Ford; Brandon Frenz; Darwin Y Fu; Caleb Geniesse; Lukasz Goldschmidt; Ragul Gowthaman; Jeffrey J Gray; Dominik Gront; Sharon Guffy; Scott Horowitz; Po-Ssu Huang; Thomas Huber; Tim M Jacobs; Jeliazko R Jeliazkov; David K Johnson; Kalli Kappel; John Karanicolas; Hamed Khakzad; Karen R Khar; Sagar D Khare; Firas Khatib; Alisa Khramushin; Indigo C King; Robert Kleffner; Brian Koepnick; Tanja Kortemme; Georg Kuenze; Brian Kuhlman; Daisuke Kuroda; Jason W Labonte; Jason K Lai; Gideon Lapidoth; Andrew Leaver-Fay; Steffen Lindert; Thomas Linsky; Nir London; Joseph H Lubin; Sergey Lyskov; Jack Maguire; Lars Malmström; Enrique Marcos; Orly Marcu; Nicholas A Marze; Jens Meiler; Rocco Moretti; Vikram Khipple Mulligan; Santrupti Nerli; Christoffer Norn; Shane Ó'Conchúir; Noah Ollikainen; Sergey Ovchinnikov; Michael S Pacella; Xingjie Pan; Hahnbeom Park; Ryan E Pavlovicz; Manasi Pethe; Brian G Pierce; Kala Bharath Pilla; Barak Raveh; P Douglas Renfrew; Shourya S Roy Burman; Aliza Rubenstein; Marion F Sauer; Andreas Scheck; William Schief; Ora Schueler-Furman; Yuval Sedan; Alexander M Sevy; Nikolaos G Sgourakis; Lei Shi; Justin B Siegel; Daniel-Adriano Silva; Shannon Smith; Yifan Song; Amelie Stein; Maria Szegedy; Frank D Teets; Summer B Thyme; Ray Yu-Ruei Wang; Andrew Watkins; Lior Zimmerman; Richard Bonneau
Journal:  Nat Methods       Date:  2020-06-01       Impact factor: 28.547

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