Author

Douglas V. Pires

The University of Melbourne

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Research Focus:differential expression· 1 Approach:graph neural network· 1 Approach:machine learning (classical)· 1 Assay:proteomics· 1

Frequent Co-Authors

Bruno Marques SilvaiD· 1 shared Gustavo de Oliveira AlmeidaiD· 1 shared Matheus C. AlbuquerqueiD· 1 shared Olavo BarrosiD· 1 shared Ricardo S. Ferreira· 1 shared Sabrina de Azevedo SilveiraiD· 1 shared Wagner MeiraiD· 1 shared Wallace Mateus PrataiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

8 top collaborators · 28 mutual co-author links

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1 shared paperBioinformatics

Bruno Marques SilvaORCID

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1 paper

Recent·Most cited

NoiTox: A Machine Learning Strategy for Peptide Toxicity Prediction Reveals Label Noise in Benchmark Datasets

Gustavo de Oliveira Almeida, Matheus C. Albuquerque, Bruno Marques Silva, Olavo Barros, Ricardo S. Ferreira, Wagner Meira, Douglas V. Pires, Wallace Mateus Prata, Sabrina de Azevedo Silveira

NoiTox presents a multi-model approach for peptide toxicity prediction, revealing label noise in datasets and showing that physicochemical descriptors are informative.

bioRxiv · Oct 15, 2026 · PreprintBioinformatics