A primer on gene expression and microarrays for machine learning researchers
Kuo W, Kim E, Trimarchi J, Jenssen T, Vinterbo S, Ohno-Machado L. A primer on gene expression and microarrays for machine learning researchers. Journal Of Biomedical Informatics 2004, 37: 293-303. PMID: 15465482, DOI: 10.1016/j.jbi.2004.07.002.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsNew algorithmSupervised learning modelUCI machineLearning modelMicroarray data analysisAlgorithmic developmentsTypes of dataMachineData setsMain challengesGene expression dataMain motivationAlgorithmData analysisBiomedical experimentsLarge numberExpression dataMicroarray dataResearchersRepositoryWebMicroarray experimentsNew waveDataSetDeciphering gene expression profiles generated from DNA microarrays and their applications in oral medicine
Kuo W, Whipple M, Epstein J, Jenssen T, Santos G, Ohno-Machado L, Sonis S. Deciphering gene expression profiles generated from DNA microarrays and their applications in oral medicine. Oral Surgery Oral Medicine Oral Pathology And Oral Radiology 2004, 97: 584-591. PMID: 15153870, DOI: 10.1016/j.tripleo.2003.11.016.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsGene expression profilesTranscriptional mappingDNA microarraysExpression profilesGenome-wide monitoringThousands of genesApplication of microarraysTypical microarray experimentTranscription levelsBiological processesGenetic changesMicroarray technologyMicroarray experimentsDiseased cellsMicroarrayRelative expressionDisease etiologyNew therapeutic toolsWidespread hopeCellsGenesNew biomarkersTherapeutic toolExpressionDiscovery