Literature DB >> 31626279

Computational approaches to therapeutic antibody design: established methods and emerging trends.

Richard A Norman1, Francesco Ambrosetti2,3, Alexandre M J J Bonvin3, Lucy J Colwell4, Sebastian Kelm5, Sandeep Kumar6, Konrad Krawczyk7.   

Abstract

Antibodies are proteins that recognize the molecular surfaces of potentially noxious molecules to mount an adaptive immune response or, in the case of autoimmune diseases, molecules that are part of healthy cells and tissues. Due to their binding versatility, antibodies are currently the largest class of biotherapeutics, with five monoclonal antibodies ranked in the top 10 blockbuster drugs. Computational advances in protein modelling and design can have a tangible impact on antibody-based therapeutic development. Antibody-specific computational protocols currently benefit from an increasing volume of data provided by next generation sequencing and application to related drug modalities based on traditional antibodies, such as nanobodies. Here we present a structured overview of available databases, methods and emerging trends in computational antibody analysis and contextualize them towards the engineering of candidate antibody therapeutics.
© The Author(s) 2019. Published by Oxford University Press. All rights reserved. For Permissions, please email: journals.permissions@oup.com.

Entities:  

Keywords:  antibody–antigen complexes; databases; docking; homology modelling; therapeutic antibodies

Year:  2020        PMID: 31626279      PMCID: PMC7947987          DOI: 10.1093/bib/bbz095

Source DB:  PubMed          Journal:  Brief Bioinform        ISSN: 1467-5463            Impact factor:   11.622


  227 in total

Review 1.  An overview of bioinformatics tools for epitope prediction: implications on vaccine development.

Authors:  Ruth E Soria-Guerra; Ricardo Nieto-Gomez; Dania O Govea-Alonso; Sergio Rosales-Mendoza
Journal:  J Biomed Inform       Date:  2014-11-10       Impact factor: 6.317

2.  Computational Design of Epitope-Specific Functional Antibodies.

Authors:  Guy Nimrod; Sharon Fischman; Mark Austin; Asael Herman; Feenagh Keyes; Olga Leiderman; David Hargreaves; Marek Strajbl; Jason Breed; Shelley Klompus; Kevin Minton; Jennifer Spooner; Andrew Buchanan; Tristan J Vaughan; Yanay Ofran
Journal:  Cell Rep       Date:  2018-11-20       Impact factor: 9.423

3.  Epitope mapping of inhibitory antibodies targeting the C2 domain of coagulation factor VIII by hydrogen-deuterium exchange mass spectrometry.

Authors:  A M Sevy; J F Healey; W Deng; P C Spiegel; S L Meeks; R Li
Journal:  J Thromb Haemost       Date:  2013-12       Impact factor: 5.824

4.  Mining for the antibody-antigen interacting associations that predict the B cell epitopes.

Authors:  Liang Zhao; Jinyan Li
Journal:  BMC Struct Biol       Date:  2010-05-17

5.  AbDesign: An algorithm for combinatorial backbone design guided by natural conformations and sequences.

Authors:  Gideon D Lapidoth; Dror Baran; Gabriele M Pszolla; Christoffer Norn; Assaf Alon; Michael D Tyka; Sarel J Fleishman
Journal:  Proteins       Date:  2015-06-06

6.  PyIgClassify: a database of antibody CDR structural classifications.

Authors:  Jared Adolf-Bryfogle; Qifang Xu; Benjamin North; Andreas Lehmann; Roland L Dunbrack
Journal:  Nucleic Acids Res       Date:  2014-11-11       Impact factor: 19.160

7.  ABodyBuilder: Automated antibody structure prediction with data-driven accuracy estimation.

Authors:  Jinwoo Leem; James Dunbar; Guy Georges; Jiye Shi; Charlotte M Deane
Journal:  MAbs       Date:  2016-07-08       Impact factor: 5.857

8.  Institute collection and analysis of Nanobodies (iCAN): a comprehensive database and analysis platform for nanobodies.

Authors:  Jing Zuo; Jian Li; Rongxin Zhang; Longsheng Xu; Hanhan Chen; Xiaohuan Jia; Zhipeng Su; Linhong Zhao; Xing Huang; Wei Xie
Journal:  BMC Genomics       Date:  2017-10-17       Impact factor: 3.969

9.  SCALOP: sequence-based antibody canonical loop structure annotation.

Authors:  Wing Ki Wong; Guy Georges; Francesca Ros; Sebastian Kelm; Alan P Lewis; Bruck Taddese; Jinwoo Leem; Charlotte M Deane
Journal:  Bioinformatics       Date:  2019-05-15       Impact factor: 6.937

10.  AntigenDB: an immunoinformatics database of pathogen antigens.

Authors:  Hifzur Rahman Ansari; Darren R Flower; G P S Raghava
Journal:  Nucleic Acids Res       Date:  2009-10-09       Impact factor: 16.971

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  33 in total

Review 1.  Progress and challenges for the machine learning-based design of fit-for-purpose monoclonal antibodies.

Authors:  Rahmad Akbar; Habib Bashour; Puneet Rawat; Philippe A Robert; Eva Smorodina; Tudor-Stefan Cotet; Karine Flem-Karlsen; Robert Frank; Brij Bhushan Mehta; Mai Ha Vu; Talip Zengin; Jose Gutierrez-Marcos; Fridtjof Lund-Johansen; Jan Terje Andersen; Victor Greiff
Journal:  MAbs       Date:  2022 Jan-Dec       Impact factor: 5.857

2.  Joined at the hip: The role of light chain complementarity determining region 2 in antibody self-association.

Authors:  Paul R Sargunas; Jamie B Spangler
Journal:  Proc Natl Acad Sci U S A       Date:  2022-07-01       Impact factor: 12.779

3.  Reconstruction of full antibody sequences in NGS datasets and accurate VL:VH coupling by cluster coordinate matching of non-overlapping reads.

Authors:  Jorge Moura-Sampaio; André F Faustino; Remi Boeuf; Miguel A Antunes; Stefan Ewert; Ana P Batista
Journal:  Comput Struct Biotechnol J       Date:  2022-05-31       Impact factor: 6.155

Review 4.  Progress toward improved understanding of antibody maturation.

Authors:  Sandor Vajda; Kathryn A Porter; Dima Kozakov
Journal:  Curr Opin Struct Biol       Date:  2021-02-17       Impact factor: 6.809

5.  ModiBodies: A computational method for modifying nanobodies in nanobody-antigen complexes to improve binding affinity and specificity.

Authors:  Aysima Hacisuleyman; Burak Erman
Journal:  J Biol Phys       Date:  2020-05-16       Impact factor: 1.365

6.  Exploring antibody repurposing for COVID-19: beyond presumed roles of therapeutic antibodies.

Authors:  Puneet Rawat; Divya Sharma; Ambuj Srivastava; Vani Janakiraman; M Michael Gromiha
Journal:  Sci Rep       Date:  2021-05-13       Impact factor: 4.379

Review 7.  Current advances in biopharmaceutical informatics: guidelines, impact and challenges in the computational developability assessment of antibody therapeutics.

Authors:  Rahul Khetan; Robin Curtis; Charlotte M Deane; Johannes Thorling Hadsund; Uddipan Kar; Konrad Krawczyk; Daisuke Kuroda; Sarah A Robinson; Pietro Sormanni; Kouhei Tsumoto; Jim Warwicker; Andrew C R Martin
Journal:  MAbs       Date:  2022 Jan-Dec       Impact factor: 5.857

8.  Assessment of Therapeutic Antibody Developability by Combinations of In Vitro and In Silico Methods.

Authors:  Adriana-Michelle Wolf Pérez; Nikolai Lorenzen; Michele Vendruscolo; Pietro Sormanni
Journal:  Methods Mol Biol       Date:  2022

Review 9.  Antibody-Drug Conjugates and Targeted Treatment Strategies for Hepatocellular Carcinoma: A Drug-Delivery Perspective.

Authors:  David Dahlgren; Hans Lennernäs
Journal:  Molecules       Date:  2020-06-21       Impact factor: 4.411

10.  Computational-Driven Epitope Verification and Affinity Maturation of TLR4-Targeting Antibodies.

Authors:  Bilal Ahmad; Maria Batool; Moon-Suk Kim; Sangdun Choi
Journal:  Int J Mol Sci       Date:  2021-06-01       Impact factor: 5.923

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