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            "name": "Analyse de données de métabarcoding - 2026",
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            "description": "Cette formation est dédiée à l’analyse de données de type “metabarcoding” issues de la technologie de séquençage Illumina. Nous aborderons les différentes étapes bioinformatiques nécessaires pour transformer les données de séquençage brutes en table d’abondances. Nous présenterons également les outils et méthodologies classiquement utilisés pour décrire la diversité observée et comparer les échantillons.\r\n\r\nA l’issue des 4 jours de formation, les stagiaires connaîtront le périmètre, les avantages et limites des analyses de données de séquençage amplicons (métabarcoding). Ils seront capables d’utiliser les outils de FROGS sur les jeux de données de la formation (16S et ITS) et sauront utiliser l’application Easy16S.\r\n\r\nIls seront capables d’identifier les outils et méthodes adaptées au cadre de leurs analyses. S’ils ont en leur possession un jeu de données à analyser, ils sont encouragés à venir avec celui- ci.\r\n\r\nProgramme :\r\n\r\n\r\nAnalyses bioinformatiques sous Galaxy\r\n\r\n    Introduction générale sur les données amplicons\r\n    Présentation et mise en application avec la suite FROGS du nettoyage des données, du clustering, de la détection de chimères, de l’assignation taxonomique et des étapes annexes\r\n    Conclusion, limite des méthodes, outils compagnons\r\n\r\nAnalyses statistiques avec Easy16S\r\n\r\n    Introduction générale\r\n    Import, manipulation et visualisation des données\r\n    Mesure de diversités : Unifrac, Bray-Curtis, etc.\r\n    Ordination et réduction de dimension : MDS\r\n    Clustering et Heatmap\r\n    Comparaison d’échantillons : PERMANOVA, adonis\r\n\r\nMise en application sur données personnelles ou publiques",
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            "updated_at": "2026-02-12T10:55:22.536502Z",
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            "name": "Webinar on Plant Data Management - 2020",
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            "description": "The Minimal Information About Plant Phenotyping Experiments (MIAPPE, www.miappe.org) standard has been designed by ELIXIR, EMPHASIS and Bioversity international to guide plant scientist in the management of experimental data. Furthermore, since genetic studies relies on the integration and the linking between phenotype and genotype datasets, relevant section of MIAPPE are beginning to be used for genotyping standards.\r\nThis formation will cover a general introduction of the MIAPPE principles and some examples to illustrate different use cases on the usage of MIAPPE for plant phenotyping data standardization.",
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            "name": "4th Workshop Single-Cell / SincellTE 2022 / Single-Cell : Transcriptomics, Spatial and Multi-Omics",
            "shortName": "SincellTE 2022",
            "description": "This workshop focuses on the large-scale study of heterogeneity across individual cells from a genomic, transcriptomic and epigenomic point of view. New technological developments enable the characterization of molecular information at a single cell resolution for large numbers of cells. The high dimensional omics data that these technologies produce raise novel methodological challenges for the analysis. In this regard, dedicated bioinformatics and statistical methods have been developed in order to extract robust information.\r\n\r\nThe workshop aims to provide such methods for engineers and researchers directly involved in functional genomics projects making use of single-cell technologies. A wide range of single cell topics will be covered in lectures, demonstrations and practical classes. Among others, the areas and issues to be addressed will include the choice of the most appropriate single-cell sequencing technology, the experimental design and the bioinformatics and statistical methods and pipelines. For this edition, new courses/practicals will focus on spatial transcriptomics, cell phenotyping and additional multi-omics.\r\n\r\nA wide range of single cell topics will be covered in lectures, demonstrations and practical classes. Among others, the areas and issues to be addressed will include the choice of the most appropriate single-cell sequencing technology, the experimental design and the bioinformatics and statistical methods and pipelines. For this edition, new courses/practicals will focus on spatial transcriptomics, cell phenotyping and additional multi-omics.\r\n\r\nRequirements : Participants must have prior experience on NGS data analysis  with everyday use of R and good knowledge of Unix command line. Before the training, participants will be asked to familiarize themselves with the processing and primary analyses steps of scRNA-seq datasets with provided pedagogic material.\r\n\r\nIt is not necessary to have personal single-cell data to analyse.",
            "homepage": "https://www.france-bioinformatique.fr/formation/single-cell-2022/",
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            "updated_at": "2022-09-15T13:10:14.790898Z",
            "type": "Training course",
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            "end_date": "2022-01-14",
            "venue": "Roscoff Biological Station\r\nPlace Georges Teissier",
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            "name": "Analyse bioinformatique des séquences nucléiques et protéiques - session Juin 2023",
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            "description": "Bilille propose des formations en partenariat avec CNRS Formation Entreprises à destination des chercheur-euse-s, enseignant-e-s-chercheur-euse-s, ingénieur-e-s, technicien-ne-s en biologie et médecine. \r\n\r\nObjectifs :\r\n- Comprendre les méthodes de base à utiliser pour mener une analyse de séquences\r\n- Savoir exploiter les ressources bioinformatiques publiques\r\n- Savoir utiliser les logiciels d'alignement, de recherche d'homologie, d'annotation de gènes et de protéines",
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            "updated_at": "2024-12-09T17:37:01.837338Z",
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            "id": 663,
            "name": "Interactive Online Companionship - R formation Session 2025",
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            "description": "InforBio offers online bioinformatics training tailored to the needs of research labs, with small group sessions to ensure personalized learning. Our program is designed to help you acquire key skills for independent data analysis.\r\n\r\nWe offer a comprehensive 6-month program, including a post-training feedback session to support practical application.\r\n\r\nTraining Program\r\nR Training (January to March 2025) – 10 sessions of 2.5 hours – €800\r\nThis course covers the basics of R: data organization and filtering, basic statistical analyses, and creating publication-ready graphics. The goal is to make you self-sufficient in using R for your own analyses.\r\n\r\n\r\nKey Highlights:\r\nSmall group sessions for interactive and personalized learning.\r\nTailored feedback on your own data to reinforce the learning process.\r\nLimited spots available, registration is now open.",
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            "id": 683,
            "name": "Graphiques sous R avec ggplot2 : 2025",
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            "description": "Objectifs pédagogiques :\r\nÀ l’issue de la formation, les stagiaires connaîtront les principales fonctionnalités du package R « ggplot2 » et la démarche sous-jacente pour construire un graphique à partir d’un tableau de données. Ils seront capables de réaliser plusieurs types de représentations graphiques, telles que des nuages de points, des courbes, des histogrammes, des diagrammes en bâtons, des boxplots, des heatmaps, etc.  Les stagiaires pourront apporter leur propre tableau de données et pratiquer dessus en fin de formation. \r\n\r\nProgramme :\r\n- Principes généraux liés au package ggplot2 \r\n- Principales fonctions graphiques pour réaliser des nuages de points, des histogrammes, des boxplots, etc. \r\n- Principales fonctions pour jouer sur les coloriages en fonction d’une variable, sur les échelles de couleurs, sur les graduations, sur les représentations multiples, etc.",
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            "updated_at": "2025-01-23T15:17:38.070402Z",
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            "description": "This training session is organized by the Genotoul bioinfo platform and aims at learning sequence analysis. This training session has been designed to familiarize yourself with the platform resources and its organization. You will learn to access the platform from your work station, what is an Linux environment and how to use it, how to create and manipulate files, how to transfer them from and to your personal computer.\r\n\r\nThis training is focused on practice. It consists of 3 modules with a large variety of exercises:\r\n\r\n- Connect to « genotoul » server (09:00 am to 10:30 am): Platform presentation, Linux basics, opening an user account, Putty installation, first connection.\r\n- Files and basics commands  (10:45 am to 12:00 pm): types of files and secure access, file manipulation commands, text editors and viewers, disk space management .\r\n- Transfers and file manipulation (14:00 pm to 17:00 pm): download/transfer, compress/uncompress, utility commands and data extraction, output redirections.",
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                "Academic but non-INRAE: 170 € + 20% taxes (TVA)",
                "For INRAE's staff: 150 € no VAT charged;"
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            "topics": [
                "http://edamontology.org/topic_3316"
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            "logo_url": "http://bioinfo.genotoul.fr/wp-content/uploads/bioinfo_logo-rvb-petit.png",
            "updated_at": "2025-05-09T13:20:41.290573Z",
            "type": "Training course",
            "start_date": "2025-11-18",
            "end_date": "2025-11-18",
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            "city": "castanet-tolosan",
            "country": "France",
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                    "id": 137,
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            "registration_opening": "2025-05-09",
            "registration_closing": "2025-11-11",
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        },
        {
            "id": 783,
            "name": "Modélisation in silico de structures 3D de protéines. Prédiction de mutations, de fixation de ligands - 2026",
            "shortName": "Modélisation de structures 3D de protéines 2026",
            "description": "Objectifs pédagogiques\r\nA l’issue de la formation, les stagiaires connaîtront les principales fonctionnalités du logiciel PyMOL. Ils seront capables de les appliquer pour visualiser leur système biologique d’intérêt, et d’effectuer des commandes basiques d’identification de poches catalytiques, de profilage de surface électrostatique, et de mutations d’acides aminés.\r\n\r\nAussi, ils connaîtront les bases et les outils de bioinformatique structurale et seront autonomes pour effectuer des modèles de protéines par prédiction (Alphafold2), calculer les meilleures poses de fixation de leur(s) ligand(s) (Autodock4) et reconstruire l’éventuel assemblage biologique.\r\n\r\nBonus : Ils s’approprieront ces outils avec une demi-journée dédiée à la modélisation de leur système d’étude : protéines, interactions protéines/ADN, arrimage de ligand, etc.\r\n\r\nProgramme\r\nVisualiser :\r\n* Maîtriser les bases de la visualisation des protéines en 3D avec PyMOL.\r\nComprendre :\r\n* Analyser des structures 3D de protéines (RX ou RMN).\r\n* Identifier des homologues avec HHpred.\r\n* Modéliser par prédiction sa protéine d’intérêt avec Alphafold2.\r\nPrédire :\r\n* Savoir calculer des meilleures poses de ligands avec Autodock.\r\n* Prédir et modéliser les mutations in silico.\r\n\r\n- Points forts et limites des différents outils\r\n- ️“hand- on tutorials”\r\n- Plus une session dédiée : «bring your own protein»",
            "homepage": "https://documents.migale.inrae.fr/trainings.html",
            "is_draft": false,
            "costs": [
                "Priced"
            ],
            "topics": [
                "http://edamontology.org/topic_1317"
            ],
            "keywords": [
                "Protein structures",
                "2D/3D",
                "Protein/protein interaction modelisation"
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                    "id": 82,
                    "name": "INRAE",
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            "logo_url": "https://migale.inrae.fr/sites/default/files/migale-orange_0.png",
            "updated_at": "2026-02-12T10:25:50.911130Z",
            "type": "Training course",
            "start_date": "2026-05-28",
            "end_date": "2026-05-29",
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            "city": "Jouy-en-Josas",
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        {
            "id": 664,
            "name": "Les langages de workflows pour une analyse bioinformatique reproductible / Workflow languages for reproducible bioinformatics analysis",
            "shortName": "WF4bioinfo",
            "description": "L’Institut Français de Bioinformatique (IFB) organise en partenariat avec iPOP-UP (représenté par EDC) une formation sur les langages de workflows en bioinformatique à destination des bioinformaticien·ne·s et des bioanalystes. La formation abordera les fondamentaux et les fonctionnalités avancées des deux langages Snakemake et Nextflow. Ces outils sont en effet devenus indispensables pour assurer la reproductibilité et l’efficacité des analyses bioinformatiques. La formation sera structurée en deux séquences :\r\n- une journée commune qui abordera les grands principes des gestionnaires de workflow, en particulier dans le domaine de la bioinformatique et en lien avec les infrastructures de calcul de type cluster et cloud proposés au sein de l’IFB \r\n- une  journée de session pratique  avec 1 atelier snakemake et 1 atelier nextflow en parallèle au choix des participants. Nous proposons aux participants qui le souhaitent de travailler sur leur propre workflow dans une approche “Bring your own script” avec l’aide de l’équipe pédagogique.",
            "homepage": "https://moodle.france-bioinformatique.fr/course/view.php?id=36",
            "is_draft": false,
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            "topics": [
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            ],
            "keywords": [
                "FAIR",
                "Reproducibility",
                "Nextflow",
                "Snakemake"
            ],
            "prerequisites": [
                "Linux - Basic Knowledge"
            ],
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            "accessConditions": "",
            "maxParticipants": 20,
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            "updated_at": "2025-09-23T09:21:52.846631Z",
            "type": "Training course",
            "start_date": "2025-09-29",
            "end_date": "2025-10-01",
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            "city": "Paris",
            "country": "France",
            "geographical_range": "",
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            "id": 644,
            "name": "EBAII : Ecole de Bioinformatique \"Traitement des données de génomique obtenues par séquençage à haut débit\"  niveau intermédiaire - session 2025",
            "shortName": "EBAII N2 session juin 2025",
            "description": "Objectifs\r\nLa formation s’adresse à des biologistes directement impliqués dans des projets “Next Generation Sequencing” (NGS). Cette édition de l’école aborde les nouveaux enjeux technologiques: elle s’articulera autour de trois ateliers thématiques en session parallèle (bulk RNA-seq, ChIP-seq, variants génomiques/GWAS), et abordera la visualisation et l’intégration des données. L’école vise à approfondir les concepts, à manipuler des outils informatiques avancés et à en interpréter les résultats.\r\nElle est basée sur une alternance de courtes sessions théoriques et d’ateliers pratiques. Les participants bénéficieront d’un tutorat personnalisé pour élaborer leur plan d’analyse, et effectuer les premières étapes de traitement de leurs propres données.\r\nAttention : le tutorat n'a pas pour vocation de réaliser l’analyse complète des données des participants.",
            "homepage": "https://moodle.france-bioinformatique.fr/course/view.php?id=35",
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            "costs": [
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            ],
            "topics": [
                "http://edamontology.org/topic_3391",
                "http://edamontology.org/topic_3366",
                "http://edamontology.org/topic_0092",
                "http://edamontology.org/topic_3168",
                "http://edamontology.org/topic_0091"
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            "keywords": [
                "Biostatistics",
                "Sequence analysis",
                "NGS Sequencing Data Analysis"
            ],
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            "openTo": "Everyone",
            "accessConditions": "La formation s’adresse à des biologistes directement impliqués dans des projets “Next Generation Sequencing” (NGS)  avec un niveau de base en ligne de commande, R, et (au choix) RNA-seq, ChIP-seq ou variants DNA-seq.",
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            "logo_url": "https://www.sb-roscoff.fr/sites/www.sb-roscoff.fr/files/styles/large/public/images/station-biologique-roscoff-roscoff-4404.jpg",
            "updated_at": "2025-01-09T13:06:41.575826Z",
            "type": "Training course",
            "start_date": "2025-06-01",
            "end_date": "2025-06-06",
            "venue": "",
            "city": "Roscoff",
            "country": "France",
            "geographical_range": "National",
            "trainers": [],
            "trainingMaterials": [],
            "computingFacilities": [],
            "realisation_status": "past",
            "registration_opening": "2025-01-08",
            "registration_closing": "2025-03-01",
            "registration_status": "closed",
            "courseMode": "Onsite"
        },
        {
            "id": 519,
            "name": "Initiation à Galaxy / Galaxy Initiation - Session 1 - 2023",
            "shortName": "Galaxy Initiation - 2023 S1",
            "description": "Objectifs\r\n- Savoir exploiter l’environnement Galaxy pour être en mesure d’analyser ses données.\r\n- Être en mesure de créer ses workflows.\r\nProgramme\r\n- Téléchargement des données à traiter.\r\n- Manipulation de fichiers.\r\n- Traitement des données.\r\n- Visualisation des résultats.\r\n- Création de workflows.\r\n- Partage de résultats et de workflows.",
            "homepage": "https://abims.sb-roscoff.fr/training/courses",
            "is_draft": false,
            "costs": [
                "Free"
            ],
            "topics": [
                "http://edamontology.org/topic_0769"
            ],
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            "accessConditions": "",
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            "logo_url": "https://abims.sb-roscoff.fr/sites/default/files/abims.png",
            "updated_at": "2023-05-17T09:27:23.408861Z",
            "type": "Training course",
            "start_date": "2023-06-19",
            "end_date": "2023-06-19",
            "venue": "",
            "city": "Roscoff",
            "country": "France",
            "geographical_range": "",
            "trainers": [],
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            "computingFacilities": [],
            "realisation_status": "past",
            "registration_opening": "2023-02-22",
            "registration_closing": "2023-05-15",
            "registration_status": "closed",
            "courseMode": "Onsite"
        },
        {
            "id": 579,
            "name": "Manipulation de données avec R, introduction à tidyverse (session 2024)",
            "shortName": "Introduction à tidyverse (2024)",
            "description": "Objectifs pédagogiques\r\nA l’issue de la formation, les stagiaires seront capables de :\r\n* utiliser les principales fonctions des packages dplyr et tidyr de l’écosystème du « tidyverse »\r\n* lire les données et les ranger dans un format « tidy »\r\n* manipuler les données : filtrer, sélectionner, trier, produire des résultats par groupe, fusionner plusieurs tables\r\n* mettre en forme et pivoter les tables de données\r\n\r\nProgramme\r\n* Principes du tidyverse\r\n* Principales fonctions de manipulation de données du package dplyr : ajouter de nouvelles variables, sélectionner des colonnes, filtrer des lignes, trier, grouper, fusionner des tables\r\n* Enchaînements des opérations à l’aide de « pipe »\r\n* Mise en forme, jointure et pivot de données avec le package tidyr\r\n* Mise en application sur un exemple d’analyse de données de transcriptomique.",
            "homepage": "https://documents.migale.inrae.fr/trainings.html",
            "is_draft": false,
            "costs": [
                "Priced"
            ],
            "topics": [
                "http://edamontology.org/topic_0605"
            ],
            "keywords": [
                "R Language",
                "Tidyverse"
            ],
            "prerequisites": [
                "Basic knowledge of R"
            ],
            "openTo": "Everyone",
            "accessConditions": "",
            "maxParticipants": 10,
            "contacts": [
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            ],
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            ],
            "logo_url": "https://migale.inrae.fr/sites/default/files/migale-orange_0.png",
            "updated_at": "2024-01-18T12:35:50.766349Z",
            "type": "Training course",
            "start_date": "2024-04-03",
            "end_date": "2024-04-04",
            "venue": "https://migale.inrae.fr/how-to-come",
            "city": "Jouy-en-Josas",
            "country": "FRance",
            "geographical_range": "",
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        },
        {
            "id": 667,
            "name": "LINUX - session 11 March 2025",
            "shortName": "",
            "description": "This training session is organized by the Genotoul bioinfo platform and aims at learning sequence analysis. This training session has been designed to familiarize yourself with the platform resources and its organization. You will learn to access the platform from your work station, what is an Linux environment and how to use it, how to create and manipulate files, how to transfer them from and to your personal computer.\r\n\r\nThis training is focused on practice. It consists of 3 modules with a large variety of exercises:\r\n\r\n- Connect to « genotoul » server (09:00 am to 10:30 am): Platform presentation, Linux basics, opening an user account, Putty installation, first connection.\r\n- Files and basics commands  (10:45 am to 12:00 pm): types of files and secure access, file manipulation commands, text editors and viewers, disk space management .\r\n- Transfers and file manipulation (14:00 pm to 17:00 pm): download/transfer, compress/uncompress, utility commands and data extraction, output redirections.",
            "homepage": "http://bioinfo.genotoul.fr/index.php/events/linux-2-2/",
            "is_draft": false,
            "costs": [
                "Non-academic: 550€ + 20% taxes (TVA)",
                "Academic but non-INRAE: 170 € + 20% taxes (TVA)",
                "For INRAE's staff: 150 € no VAT charged;"
            ],
            "topics": [
                "http://edamontology.org/topic_3316"
            ],
            "keywords": [],
            "prerequisites": [
                "none"
            ],
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            ],
            "logo_url": "http://bioinfo.genotoul.fr/wp-content/uploads/bioinfo_logo-rvb-petit.png",
            "updated_at": "2024-12-06T20:39:17.845500Z",
            "type": "Training course",
            "start_date": "2025-03-11",
            "end_date": "2025-03-11",
            "venue": "",
            "city": "castanet-tolosan",
            "country": "France",
            "geographical_range": "National",
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            "registration_opening": "2024-12-06",
            "registration_closing": "2025-03-04",
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        },
        {
            "id": 532,
            "name": "Summer School Multi-omics Data Analysis and Integration",
            "shortName": "",
            "description": "Researchers often have access to or generate multiple omics data (RNAseq, metabolomics, lipidomics, proteomics…) within a single study. Although each omics data is usually analyzed individually, combining complementary data can yield a better understanding of the mechanisms involved in biological processes. Several integrative approaches are now available to combine such data, coming essentially from two families of methods, namely multivariate statistical analyses and network-based approaches. During this summer school both methodologies will be covered, introducing RGCCA and mixOmics for multivariate analyses and WGCNA and SNF for network-based strategies. To get meaningful biological information, the interpretation of statistical results needs to be done contextualizing them in the available biological knowledge. To address this major step we need to be able to access and interrogate databases. We will harness this subject introducing semantic web and knowledge graphs in the context of metabolic networks.\r\n\r\nDuring the School, significant time will be devoted to hands-on and the program will be divided into three phases / topics:\r\n- Multivariate statistical analyses (Instructors: Arnaud Gloaguen & Jimmy Vandel)\r\n- Network-based approaches (Instructors: Morgane Térézol & Marie-Galadriel Brière)\r\n- Results contextualisation: an introduction to metabolic models, web semantic and knowledge graphs (Instructors: Jean-Clément Gallardo, Maxime Delmas & Marco Pagni)\r\n\r\nThe participants will work in groups and shortly present the application of what they have learned to their own project.",
            "homepage": "https://www.sib.swiss/training/course/20230903_MODAI",
            "is_draft": false,
            "costs": [
                "650 EUR/CHF for academics",
                "1000 EUR/CHF for for-profit companies"
            ],
            "topics": [
                "http://edamontology.org/topic_0602",
                "http://edamontology.org/topic_2269",
                "http://edamontology.org/topic_0089"
            ],
            "keywords": [
                "Biological network inference and analysis",
                "Multivariate analyses",
                "Semantic web",
                "Knowledge representation"
            ],
            "prerequisites": [
                "experience with at least one omic technique",
                "basic statistics",
                "R programming"
            ],
            "openTo": "Everyone",
            "accessConditions": "",
            "maxParticipants": null,
            "contacts": [
                "https://catalogue.france-bioinformatique.fr/api/userprofile/768/?format=api",
                "https://catalogue.france-bioinformatique.fr/api/userprofile/556/?format=api"
            ],
            "elixirPlatforms": [
                {
                    "id": 1,
                    "name": "Training",
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            ],
            "communities": [],
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                    "id": 100,
                    "name": "SIB",
                    "url": "https://catalogue.france-bioinformatique.fr/api/organisation/SIB/?format=api"
                },
                {
                    "id": 4,
                    "name": "IFB - ELIXIR-FR",
                    "url": "https://catalogue.france-bioinformatique.fr/api/organisation/IFB%20-%20ELIXIR-FR/?format=api"
                }
            ],
            "organisedByTeams": [],
            "logo_url": "https://www.sib.swiss/training/images/sib_logo.svg",
            "updated_at": "2023-05-17T08:59:43.914253Z",
            "type": "Training course",
            "start_date": "2023-09-03",
            "end_date": "2023-09-08",
            "venue": "Centre de Vacances et Colloques Paul Langevin",
            "city": "Aussois",
            "country": "France",
            "geographical_range": "International",
            "trainers": [],
            "trainingMaterials": [],
            "computingFacilities": [],
            "realisation_status": "past",
            "registration_opening": "2023-04-23",
            "registration_closing": "2023-06-01",
            "registration_status": "closed",
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        },
        {
            "id": 734,
            "name": "Webinar on Plant Data Management - 2021",
            "shortName": "MIAPPE 2020",
            "description": "The Minimal Information About Plant Phenotyping Experiments (MIAPPE, www.miappe.org) standard has been designed by ELIXIR, EMPHASIS and Bioversity international to guide plant scientist in the management of experimental data. Furthermore, since genetic studies relies on the integration and the linking between phenotype and genotype datasets, relevant section of MIAPPE are beginning to be used for genotyping standards.\r\nThis formation will cover a general introduction of the MIAPPE principles and some examples to illustrate different use cases on the usage of MIAPPE for plant phenotyping data standardization.",
            "homepage": "https://urgi.versailles.inrae.fr/About-us/News/Webinar-rep-pheno",
            "is_draft": false,
            "costs": [
                "Free"
            ],
            "topics": [
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