StarPep Toolbox: an open-source software to assist chemical space analysis of bioactive peptides and their functions using complex networks

Author:

Aguilera-Mendoza Longendri12,Ayala-Ruano Sebastián1,Martinez-Rios Felix3,Chavez Edgar2,García-Jacas César R24ORCID,Brizuela Carlos A2,Marrero-Ponce Yovani12ORCID

Affiliation:

1. Grupo de Medicina Molecular y Translacional (MeM&T), Facultad de Medicina, Universidad San Francisco de Quito (USFQ) , Quito, Ecuador

2. Departamento de Ciencias de la Computación, Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE) , Ensenada, Baja California 22860, México

3. Facultad de Ingeniería, Universidad Panamericana, CDMX , Benito Juárez 03920, México

4. Cátedras CONAHCYT - Departamento de Ciencias de la Computación, Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Ensenada, Baja California 22860, México

Abstract

Abstract Motivation Antimicrobial peptides (AMPs) are promising molecules to treat infectious diseases caused by multi-drug resistance pathogens, some types of cancer, and other conditions. Computer-aided strategies are efficient tools for the high-throughput screening of AMPs. Results This report highlights StarPep Toolbox, an open-source and user-friendly software to study the bioactive chemical space of AMPs using complex network-based representations, clustering, and similarity-searching models. The novelty of this research lies in the combination of network science and similarity-searching techniques, distinguishing it from conventional methods based on machine learning and other computational approaches. The network-based representation of the AMP chemical space presents promising opportunities for peptide drug repurposing, development, and optimization. This approach could serve as a baseline for the discovery of a new generation of therapeutics peptides. Availability and implementation All underlying code and installation files are accessible through GitHub (https://github.com/Grupo-Medicina-Molecular-y-Traslacional/StarPep) under the Apache 2.0 license.

Publisher

Oxford University Press (OUP)

Subject

Computational Mathematics,Computational Theory and Mathematics,Computer Science Applications,Molecular Biology,Biochemistry,Statistics and Probability

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