0000000000109995

AUTHOR

C. Turnbull

showing 2 related works from this author

Comparative performances of machine learning methods for classifying Crohn Disease patients using genome-wide genotyping data

2019

Crohn Disease (CD) is a complex genetic disorder for which more than 140 genes have been identified using genome wide association studies (GWAS). However, the genetic architecture of the trait remains largely unknown. The recent development of machine learning (ML) approaches incited us to apply them to classify healthy and diseased people according to their genomic information. The Immunochip dataset containing 18,227 CD patients and 34,050 healthy controls enrolled and genotyped by the international Inflammatory Bowel Disease genetic consortium (IIBDGC) has been re-analyzed using a set of ML methods: penalized logistic regression (LR), gradient boosted trees (GBT) and artificial neural ne…

Male/692/4020/1503/257/1402GenotypeGenotyping TechniquesLOCI/45/43lcsh:MedicinePolymorphism Single NucleotideCrohn's disease genetics genome wide associationArticleDeep LearningCrohn DiseaseINDEL MutationGenetics researchHumansgeneticsGenetic Predisposition to Disease/129lcsh:ScienceAllelesScience & Technologygenome wide associationRISK PREDICTION/45Models Geneticlcsh:RDecision Trees/692/308/2056ASSOCIATIONMultidisciplinary SciencesCrohn's diseaseLogistic ModelsNonlinear DynamicsROC CurveArea Under CurveScience & Technology - Other Topicslcsh:QFemaleNeural Networks ComputerINFLAMMATORY-BOWEL-DISEASEGenome-Wide Association StudyScientific Reports
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Large-scale genotyping identifies 41 new loci associated with breast cancer risk

2013

Journal article Breast cancer is the most common cancer among women. Common variants at 27 loci have been identified as associated with susceptibility to breast cancer, and these account for ~9% of the familial risk of the disease. We report here a meta-analysis of 9 genome-wide association studies, including 10,052 breast cancer cases and 12,575 controls of European ancestry, from which we selected 29,807 SNPs for further genotyping. These SNPs were genotyped in 45,290 cases and 41,880 controls of European ancestry from 41 studies in the Breast Cancer Association Consortium (BCAC). The SNPs were genotyped as part of a collaborative genotyping experiment involving four consortia (Collaborat…

signaling pathwayGenotypingGenotypeSingle-nucleotide polymorphismGenome-wide association studyBreast NeoplasmsconsortiumBiologyBreast Neoplasms; Case-Control Studies; Cooperative Behavior; Female; Gene-Environment Interaction; Genetic Loci; Genome-Wide Association Study; Genotype; Humans; Meta-Analysis as Topic; Polymorphism Single Nucleotide; Risk Factors; Genetic Predisposition to Disease; GeneticsPolymorphism Single NucleotideArticle03 medical and health sciences0302 clinical medicineBreast cancerSDG 3 - Good Health and Well-beingMeta-Analysis as TopicRisk FactorsGenotypecommon variantsexpressionGeneticsmedicineHumansGenetic Predisposition to DiseasePolymorphismCooperative BehaviorgeneGenotypinghormone-related protein030304 developmental biologyGenetic associationGenetics0303 health sciencesBreast cancer susceptibilityCancerSingle Nucleotidemedicine.diseaseconfer susceptibilitysusceptibility loci3. Good health14q24.1 rad51l1TOX3Genetic Loci030220 oncology & carcinogenesisCase-Control Studiesgenome-wide associationFemaleGene-Environment InteractionGenome-Wide Association Study
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