O
Olivier Perin
Researcher at L'Oréal
Publications - 11
Citations - 233
Olivier Perin is an academic researcher from L'Oréal. The author has contributed to research in topics: Computer science & Biology. The author has an hindex of 3, co-authored 7 publications receiving 40 citations.
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Journal ArticleDOI
Integration strategies of multi-omics data for machine learning analysis.
TL;DR: In this article, the authors focus on challenges and existing multi-omics integration strategies by paying special attention to machine learning applications and summarize the most recent data integration methods/ frameworks into five different integration strategies: early, mixed, intermediate, late and hierarchical.
Journal ArticleDOI
Large-Scale Automatic Feature Selection for Biomarker Discovery in High-Dimensional OMICs Data.
Mickael Leclercq,Benjamin Vittrant,Marie Laure Martin-Magniette,Marie Pier Scott Boyer,Olivier Perin,Alain Bergeron,Yves Fradet,Arnaud Droit +7 more
TL;DR: A biomarker discovery tool that uses a large variety of machine learning algorithms to select the best combination of biomarkers for predicting categorical or continuous outcomes from highly unbalanced datasets.
Posted ContentDOI
Interpretation of network-based integration from multi-omics longitudinal data
TL;DR: This framework has led to the identification of new multi-layer interactions involved in key biological functions that cannot be revealed with single omics analysis and interplay in the kinetics that could help identify novel biological mechanisms.
Journal ArticleDOI
GWENA: gene co-expression networks analysis and extended modules characterization in a single Bioconductor package.
TL;DR: GWENA is a new R package that integrates gene co-expression network construction and a whole characterization of the detected modules through gene set enrichment, phenotypic association, hub genes detection, topological metric computation, and differential co- expression.
Journal ArticleDOI
Advances in Microbiome-Derived Solutions and Methodologies Are Founding a New Era in Skin Health and Care
Audrey Gueniche,Olivier Perin,Amina Bouslimani,L. Landemaine,Namita Misra,Sylvie Cupferman,Luc Aguilar,Cécile Clavaud,Tarun Chopra,Ahmad Khodr +9 more
TL;DR: The most promising skin and gut-derived microbiome interventional strategies are presented, along with regulatory, safety, industrial, and technical challenges related to a successful translation of these microbiome-based concepts/technologies in the dermo-cosmetic industry.