Literature DB >> 29928920

Joker: An algorithm to insert patterns into sequences for designing antimicrobial peptides.

William F Porto1, Isabel C M Fensterseifer2, Suzana M Ribeiro3, Octavio L Franco4.   

Abstract

Innovative alternatives to control bacterial infections are need due to bacterial resistance rise. Antimicrobial peptides (AMPs) have been considered as the new generation of antimicrobial agents. Based on the fact that AMPs are sequence-dependent, a linguistic model for designing AMPs was previously developed, considering AMPs as a formal language with a grammar (patterns or motifs) and a vocabulary (amino acids). Albeit promising, that model has been poorly exploited mainly because thousands of sequences need to be generated, and the outcome has high similarity to already known AMPs. Here we present Joker, an innovative algorithm that improves the application of the linguistic model for rational design of antimicrobial peptides. We modelled the AMPs as a card game, where Joker combines the cards in the hand (patterns) with the cards in the table (sequence templates), generating a few variants. Our algorithm is capable of improving existing AMPs or even creating new AMPs from inactive peptides. A standalone version of Joker is available for download at <http://github.com/williamfp7/Joker> and requires a Linux 32-bit machine.
Copyright © 2018 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  High throughput screening; Hydrophobicity scales; Linguistic model; Molecular modelling; Patterns

Mesh:

Substances:

Year:  2018        PMID: 29928920     DOI: 10.1016/j.bbagen.2018.06.011

Source DB:  PubMed          Journal:  Biochim Biophys Acta Gen Subj        ISSN: 0304-4165            Impact factor:   3.770


  11 in total

1.  Collection of antimicrobial peptides database and its derivatives: Applications and beyond.

Authors:  Faiza Hanif Waghu; Susan Idicula-Thomas
Journal:  Protein Sci       Date:  2019-09-30       Impact factor: 6.725

Review 2.  Design of Membrane Active Peptides Considering Multi-Objective Optimization for Biomedical Application.

Authors:  Niels Röckendorf; Christian Nehls; Thomas Gutsmann
Journal:  Membranes (Basel)       Date:  2022-02-02

Review 3.  Synthetic Biology and Computer-Based Frameworks for Antimicrobial Peptide Discovery.

Authors:  Marcelo D T Torres; Jicong Cao; Octavio L Franco; Timothy K Lu; Cesar de la Fuente-Nunez
Journal:  ACS Nano       Date:  2021-02-04       Impact factor: 15.881

4.  Combining genetic algorithm with machine learning strategies for designing potent antimicrobial peptides.

Authors:  Kyle Boone; Cate Wisdom; Kyle Camarda; Paulette Spencer; Candan Tamerler
Journal:  BMC Bioinformatics       Date:  2021-05-11       Impact factor: 3.169

5.  Editorial: Antimicrobial Peptides: Molecular Design, Structure-Function Relationship, and Biosynthesis Optimization.

Authors:  Ya Hao; Jianhua Wang; Cesar de la Fuente-Nunez; Octavio Luiz Franco
Journal:  Front Microbiol       Date:  2022-04-11       Impact factor: 5.640

Review 6.  Computer-Aided Design of Antimicrobial Peptides: Are We Generating Effective Drug Candidates?

Authors:  Marlon H Cardoso; Raquel Q Orozco; Samilla B Rezende; Gisele Rodrigues; Karen G N Oshiro; Elizabete S Cândido; Octávio L Franco
Journal:  Front Microbiol       Date:  2020-01-22       Impact factor: 5.640

7.  EcDBS1R4, an Antimicrobial Peptide Effective against Escherichia coli with In Vitro Fusogenic Ability.

Authors:  Marcin Makowski; Mário R Felício; Isabel C M Fensterseifer; Octávio L Franco; Nuno C Santos; Sónia Gonçalves
Journal:  Int J Mol Sci       Date:  2020-11-30       Impact factor: 5.923

8.  Virtual screening of peptides with high affinity for SARS-CoV-2 main protease.

Authors:  William Farias Porto
Journal:  Comput Biol Med       Date:  2021-04-02       Impact factor: 6.698

Review 9.  Plant Antimicrobial Peptides as Potential Tool for Topic Treatment of Hidradenitis Suppurativa.

Authors:  Carlos André Dos Santos-Silva; Paola Maura Tricarico; Lívia Maria Batista Vilela; Ricardo Salas Roldan-Filho; Vinícius Costa Amador; Adamo Pio d'Adamo; Mireli de Santana Rêgo; Ana Maria Benko-Iseppon; Sergio Crovella
Journal:  Front Microbiol       Date:  2021-12-13       Impact factor: 5.640

Review 10.  Antimicrobial Peptides: From Design to Clinical Application.

Authors:  Chunye Zhang; Ming Yang
Journal:  Antibiotics (Basel)       Date:  2022-03-06
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