Publications

You can find below a list of my publications by categories (preprint, international journal, conference proceedings and thesis) and in reversed chronological order.

Preprint

  1. l1-spectral clustering algorithm: a spectral clustering method using l1-regularization
    C. Champion, Magali Champion, M. Blazère, R. Burcelin, and J-M. Loubes
    Submitted
    HAL

International journal

2023

  1. Plos One
    Non-Invasive Prenatal Diagnosis of Single Gene Disorders with enhanced Relative Haplotype Dosage Analysis for diagnosis implementation
    M. Pacault, C. Verebi, Magali Champion, L. Orhant, A. Perrier, E. Girodon, F. Leturcq, D. Vidaud, C. FĂ©rec, T. Bienvenu, R. Daveau, and J. Nectoux
    Plos One 2023
    doi

2021

  1. JBCB
    Identification of deregulation mechanisms specific to cancer subtypes
    Magali Champion, J. Chiquet, P. Neuvial, M. Elati, F. Radvanyi, and E. Birmelé
    Journal of Bioinformatics and Computational Biology 2021
    doi

2018

  1. EBioMedicine
    Module Analysis Captures Pancancer Genetically and Epigenetically Deregulated Cancer Driver Genes for Smoking and Antiviral Response
    Magali Champion, K. Brennan, T. Croonenborghs, A. Gentles, N. Pochet, and O. Gevaert
    EBioMedicine 2018
    doi

2017

  1. Stat Comput
    Inferring large graphs using l1-penalized likelihood
    Magali Champion, V. Picheny, and M. Vignes
    Statistics and Computing 2017
    doi

2016

  1. Cancer Res
    Chromatin-remodeling complex SWI/SNF controls multidrug resistance by transcriptionally regulating the drug efflux pump ABCB1
    R. Dubey, A. Lebensohn, Z. Bahrami-Nejad, C. Marceau, Magali Champion, O. Gevaert, B.I. Sikic, J.E. Carette, and R. Rohatgi
    Cancer Research 2016
    doi

2015

  1. Stat Sin
    L2-Boosting for sensitivity analysis with dependent inputs
    Magali Champion, G. Chastaing, C. Prieur, and S. Gadat
    Statistica Sinica 2015
    doi

2014

  1. JSPI
    Sparse regression and support recovery with L2-Boosting algorithms
    Magali Champion, C. Cierco-Ayrolles, S. Gadat, and M. Vignes
    Journal of Statistical Planning and Inference 2014
    doi

Conference proceedings

  1. BICOB20
    Identification of Deregulated Transcription Factors Involved in Specific Bladder Cancer Subtypes
    Magali Champion, J. Chiquet, P. Neuvial, M. Elati, F. Radvanyi, and E. Birmelé
    In Proceedings of the 12th International Conference on Bioinformatics and Computational Biology 2020
    doi

Thesis

  1. Champion, M. (2014). Contribution à la modélisation et l’inférence de réseau de régulation de gènes. Université de Toulouse.
    PDF