Propythia: a Python automated platform for the classification of proteins using machine learning

• Autor(es): Sequeira, Ana ; Lousa, Diana ; Rocha, Miguel
• Data: 2021
• Identificador Persistente: https://hdl.handle.net/1822/74506
• Origem: RepositóriUM - Universidade do Minho
• Assunto(s): Bioinformatics; Ontologies; Cancer; Machine learning; Protein/Peptide classification; Python package
• Tipo de Documento: Comunicação em conferência
• Idioma: Inglês
• Contribuidor(es): Universidade do Minho

Descrição

A challenging problem in Bioinformatics is to predict protein structure, properties, activities or interactions from their aminoacid sequences. Sequence-derived physicochemical features of proteins have been used to support the development of Machine Learning (ML) models. However, tools and platforms to calculate features from protein sequences and train ML models are scarce and have limitations in terms of performance, user-friendliness and domains of application.