2020
Disease state prediction from single-cell data using graph attention networks
Ravindra N, Sehanobish A, Pappalardo J, Hafler D, van Dijk D. Disease state prediction from single-cell data using graph attention networks. 2020, 121-130. DOI: 10.1145/3368555.3384449.Peer-Reviewed Original Research
2019
From Big Data to Precision Medicine
Hulsen T, Jamuar SS, Moody AR, Karnes JH, Varga O, Hedensted S, Spreafico R, Hafler DA, McKinney EF. From Big Data to Precision Medicine. Frontiers In Medicine 2019, 6: 34. PMID: 30881956, PMCID: PMC6405506, DOI: 10.3389/fmed.2019.00034.Peer-Reviewed Original ResearchBig dataLarge datasetsLarge volume informationElectronic health record miningLarge data volumesData analyticsVelocity of informationData contentRecords miningData scienceData volumeMedical researchersInterpretable modelsHypothesis-driven methodsData-driven hypothesesCollaborative networksAnalyticsAnalytic methodologyVolume informationDatasetImportant challengeNew technologiesHypothesis-generating researchConventional approachesData collection