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Current research projects<\/h2>\n The CBIO is conducting several major projects funded by national and European institutions, often in partnership with other research centers or clinical stakeholders.<\/strong><\/p>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n\t
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ANR \u2013 STEVE<\/span><\/h3>\nStudy of transposable elements and their epigenetic variation in the genotype-phenotype relationship. This project, in partnership with biologists from ENS \u2013 PSL, explores the impact of these elements on complex traits, with applications in human health and agriculture.<\/em><\/p>\n\t\t<\/div>\n\t\t\n\t\t\t
Carnot M.I.N.E.S.<\/span><\/h3>\nDevelopment of a non-invasive tool for early diagnosis of lung cancer, in collaboration with the University of Cambridge. The project is based on the analysis of biomedical images and transcriptomic data using statistical methods and machine learning.<\/em><\/p>\n\t\t<\/div>\n\t\t\n\t\t\t
PRTK \u2013 SELECT<\/span><\/h3>\nPredictive modeling of survival in patients with muscle-invasive bladder cancer treated with neoadjuvant chemotherapy. The project aims to improve patient stratification based on pathological slides.<\/em><\/p>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n\n\t
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CBIO projects<\/h2>\n The CBIO’s previous work has resulted in major publications and methodological innovations in bioinformatics, health, and computational biology:<\/strong><\/p>\nKomet \u2013 Large-scale prediction of drug-target interactions<\/span><\/h3>\n\nObjective<\/b>: Develop an algorithm capable of predicting interactions between molecules and therapeutic targets from a massive dataset (LCIdb).<\/li>\nPartners<\/b>: CBIO, Institut Curie<\/li>\nPublication<\/b>: J. Chem. Inf. Model, 2024<\/i><\/li>\n<\/ul>\n \nComSeg \u2013 Analysis of complex tissues using spatial transcriptomics<\/span><\/h3>\n\nObjective:<\/b> Develop a cell segmentation method adapted to the spatial distribution of RNA transcripts in tissues.<\/li>\nPartners:<\/b> CBIO, Institut Curie, space biology research teams<\/li>\nPublication:<\/b> Communications Biology, 2024<\/i><\/li>\n<\/ul>\n \nEvolutionary modeling of bacterial genomes<\/span><\/h3>\n\nObjective<\/b>: Reconstruct the evolutionary history of bacterial genomes by integrating mutations and horizontal transfers.<\/li>\nPartners<\/b>: CBIO, evolutionary genomics teams<\/li>\nPublication<\/b>: PNAS, 2024<\/i><\/li>\n<\/ul>\n \nDetection of homologous recombination deficiency (HRD)<\/span><\/h3>\n\nObjective:<\/b> Use deep learning methods to detect homologous recombination deficiency in breast cancer from histological images.<\/li>\nPartners:<\/b> CBIO, Institut Curie, Centre L\u00e9on B\u00e9rard<\/li>\nPublication:<\/b> Cell Reports Medicine, 2022<\/i><\/li>\n<\/ul>\n \n Projects by theme:<\/b><\/p>\nNew therapeutic approaches and personalized medicine<\/span><\/h3>\n\nNew drugs for cystic fibrosis based on machine learning<\/strong>\n\nFondation Maladies Rares, 2020\u20132021<\/em><\/li>\nUse of machine learning models to identify active compounds against cystic fibrosis.<\/li>\n<\/ul>\n<\/li>\n Machine learning for genome-wide association studies (GWAS)<\/strong>\n\nCollaboration with SANOFI, 2016\u20132019<\/em><\/li>\nDevelopment of algorithms to detect genome-phenotype associations in human cohorts.<\/li>\n<\/ul>\n<\/li>\n MLPM \u2013 Machine Learning for Personalized Medicine<\/strong>\n\nEC-FP7, 2012\u20132016<\/em><\/li>\nDoctoral training network on AI for precision medicine.<\/li>\n<\/ul>\n<\/li>\n AP\u2019ONCALYPSE<\/strong>\n\nANR, 2012\u20132013<\/em><\/li>\nValidation of an immune signature predictive of response to anthracyclines in breast cancer.<\/li>\n<\/ul>\n<\/li>\n TYRO3<\/strong>\n\nINCA, 2012\u20132014<\/em><\/li>\nTargeting the TYRO3 protein as a new therapeutic avenue against cancer.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nOmic and bioinformatics analysis of big data<\/span><\/h3>\n\nHi-FISH<\/b>\n\nANR, 2014\u20132018<\/em><\/li>\nSystematic study of gene expression at the RNA molecule level using in situ hybridization.<\/li>\n<\/ul>\n<\/li>\n ABS4NGS<\/strong>\n\nANR \u2013 Investments for the Future, 2012\u20132016<\/em><\/li>\nAlgorithms and software for high-throughput sequencing.<\/li>\n<\/ul>\n<\/li>\n RADIANT<\/strong>\n\nEC-FP7, 2012\u20132015<\/em><\/li>\nRapid development and dissemination of statistical tools for high-throughput sequencing.<\/li>\n<\/ul>\n<\/li>\n Integrated analysis of methylation profiles in breast cancer<\/strong>\n\nLeague Against Cancer, 2011\u20132014<\/em><\/li>\n<\/ul>\n<\/li>\nStructured machine learning for microbiology<\/strong><\/li>\nCollaboration with BioM\u00e9rieux, 2011\u20132014<\/em><\/li>\nStructured learning applied to mass spectrometry and sequencing.<\/li>\n<\/ul>\n \nRegulatory networks and development<\/span><\/h3>\n\nCRESTNETMETABO<\/b>\n\nANR, 2015\u20132019<\/em><\/li>\nStudy of regulatory networks in neural crest cell development.<\/li>\n<\/ul>\n<\/li>\n CRESTNET<\/strong>\n\nANR, 2012\u20132014<\/em><\/li>\nIntegrative approaches to modeling regulatory networks in neural crest induction.<\/li>\n<\/ul>\n<\/li>\n CLARA<\/strong>\n\nANR, 2009\u20132013<\/em><\/li>\nHigh-dimensional clustering algorithms.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nImaging, microscopy, and diagnostics<\/span><\/h3>\n\nRAMIS<\/b>\n\n2007\u20132011<\/em><\/li>\nHigh-resolution microscopes for screening anti-cancer molecules.<\/li>\n<\/ul>\n<\/li>\n ParTox<\/strong>\n\nANR, 2007\u20132009<\/em><\/li>\nMonitoring the toxicity of nanoparticles.<\/li>\n<\/ul>\n<\/li>\n NADINE<\/strong>\n\nEC-FP7, 2010\u20132015<\/em><\/li>\nNanosystems for the early diagnosis of neurodegenerative diseases.<\/li>\n<\/ul>\n<\/li>\n Indigo<\/strong>\n\nEC-FP7, 2005\u20132008<\/em><\/li>\nHigh-sensitivity fluorescent biosensors for diagnostic applications.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nEuropean networks and collaborative infrastructures<\/span><\/h3>\n\nSystems Microscopy Network of Excellence<\/strong>\n\nEC-FP7, 2013\u20132015<\/em><\/li>\n<\/ul>\n<\/li>\nESBIC-D \u2013 European Systems Biology Infrastructure for Complex Diseases<\/strong>\n\nEC-FP7, 2005\u20132007<\/em><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nStatistical methods and machine learning<\/span><\/h3>\n\nSMAC \u2013 Statistical Machine Learning for Complex Biological Data<\/b>\n\nERC, 2012\u20132017<\/em><\/li>\nAlgorithms for complex biological data.<\/li>\n<\/ul>\n<\/li>\n MGA \u2013 Graphical models and applications<\/strong>\n\nANR, 2007\u20132011<\/em><\/li>\n<\/ul>\n<\/li>\nSakura<\/strong>\n\nJSPS, 2003\u20132005<\/em><\/li>\nStatistical analysis and combinatorics of biological networks.<\/li>\n<\/ul>\n<\/li>\n Inference and learning in dynamic graphical models<\/strong>\n\nFrance-Berkeley Fund, 2007\u20132009<\/em><\/li>\nApplications to bioinformatics and speech recognition.<\/li>\n<\/ul>\n<\/li>\n BioClassif<\/strong>\n\nCNRS, 2004\u20132006<\/em><\/li>\nStatistical learning theory for structured data.<\/li>\n<\/ul>\n<\/li>\n Statistical learning for the analysis of transcriptome<\/strong>\n\nCNRS, 2003\u20132004<\/em><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nBioinformatics tools and infrastructure<\/span><\/h3>\n\niBioinfo<\/b>\n\nCEA, 2005\u20132006<\/em><\/li>\nBioinformatics methods and tools for DNA chip analysis.<\/li>\n<\/ul>\n<\/li>\n Kernelchip<\/strong>\n\nCNRS, 2004\u20132007<\/em><\/li>\nIntegration of expression data and regulatory networks.<\/li>\n<\/ul>\n<\/li>\n GemBio<\/strong>\n\nMines Paris, 2004\u20132007<\/em><\/li>\nAnalysis of the effects of antimalarial drugs on Plasmodium falciparum.<\/li>\n<\/ul>\n<\/li>\n Development of databases in oncology<\/strong>\n\nJSPS, 2008\u20132010<\/em><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n \nScientific impact<\/h2>\n These projects have led to:<\/p>\n
\npublications in leading international journals,<\/li>\n the creation of open source software and tools,<\/li>\n the transfer of methodologies to industrial and hospital partners,<\/li>\n the training of young researchers at the interface between data science and biology.<\/li>\n<\/ul>\nDiscover the publications<\/a><\/p>\n\t\t<\/div>\n\t<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":384,"parent":786,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-803","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"\nProjects - CBIO<\/title>\n \n \n \n \n \n \n \n \n \n\t \n\t \n\t \n \n