Author

Alexandre Drouin

Université LavalORCID 0000-0001-7718-0319Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:statistical model· 3 Organism:bacteria (other)· 2 Research Focus:variant effect prediction· 2 Assay:whole-genome sequencing· 2 Research Focus:dimensionality reduction· 1 Assay:metabolomics· 1

Frequent Co-Authors

François LavioletteiD· 3 shared Jacques CorbeiliD· 3 shared Mario MarchandiD· 3 shared Anne-Marie Bourgault· 1 shared Caroline DiorioiD· 1 shared Dave RichardiD· 1 shared Dominic Gagnon· 1 shared Francine DurocheriD· 1 shared

Activity by Year

2016-2019 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 34 mutual co-author links

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3 shared papersBioinformatics

François LavioletteORCID

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3 papers

Recent·Most cited

BioinformaticsScientific ReportsPeer-reviewedJun 11, 2019

Mass spectra alignment using virtual lock-masses

Françis Brochu, Pier-Luc Plante, Alexandre Drouin…·François Laviolette

This work proposes algorithms to correct variations between mass spectra, improving comparability across large datasets and enabling machine learning applications.

11 citations

metabolomicsstatistical model

𝕏 PostBluesky

GenomicsScientific ReportsPeer-reviewedMar 11, 2019

Interpretable genotype-to-phenotype classifiers with performance guarantees

Alexandre Drouin, Gaël Letarte, Frédéric Raymond…·François Laviolette

The paper develops interpretable genotype-to-phenotype classifiers with performance guarantees, validated on antimicrobial resistance prediction across 12 species and 56 antibiotics.

105 citationstop 2%

bacteria (other)whole-genome sequencing

𝕏 PostBluesky

BioinformaticsbioRxivAug 31, 2016

Predictive computational phenotyping and biomarker discovery using reference-free genome comparisons

Alexandre Drouin, Sébastien Giguère, Maxime Déraspe…·Jacques Corbeil

This paper introduces a reference-free method for genomic biomarker discovery using k-mer representations and machine learning, validated on antibiotic resistance prediction in bacteria.

DOI 10.1186/s12864-016-2889-6

bacteria (other)whole-genome sequencing

𝕏 PostBluesky