2016
- Machine Learning and Predictive Modeling
Zou K, Liu A, Bandos A, Ohno-Machado L, Rockette H. - Machine Learning and Predictive Modeling. 2016, 220-231. DOI: 10.1201/b11031-12.Peer-Reviewed Original Research
2008
Peripheral arterial occlusive disease: Global gene expression analyses suggest a major role for immune and inflammatory responses
Fu S, Zhao H, Shi J, Abzhanov A, Crawford K, Ohno-Machado L, Zhou J, Du Y, Kuo W, Zhang J, Jiang M, Jin J. Peripheral arterial occlusive disease: Global gene expression analyses suggest a major role for immune and inflammatory responses. BMC Genomics 2008, 9: 369. PMID: 18673543, PMCID: PMC2529314, DOI: 10.1186/1471-2164-9-369.Peer-Reviewed Original ResearchMeSH KeywordsAdultAtherosclerosisFemoral ArteryGene Expression ProfilingGene Expression RegulationGenes, MHC Class IIHumansInflammationMaleMiddle AgedOligonucleotide Array Sequence AnalysisPeripheral Vascular DiseasesReverse Transcriptase Polymerase Chain ReactionTranscription, GeneticUp-RegulationVasculitisConceptsAdvanced lesionsInflammatory responseDisease progressionArterial diseaseGene OntologyIntermediate lesionsInflammatory genesGenome-wide gene expression profilingReal-time RT-PCR validationGlobal gene expression analysisToll-like receptor signalingBackgroundPeripheral arterial diseaseFemoral artery samplesSignificant cardiovascular morbidityNatural killer cellsFalse discovery rateNormal femoral arteryRT-PCR validationGene expression analysisGene expression profilingAffymetrix microarray platformCardiovascular morbidityKiller cellsFemoral arteryKyoto Encyclopedia
1997
A comparison of Cox proportional hazards and artificial neural network models for medical prognosis
Ohno-Machado L. A comparison of Cox proportional hazards and artificial neural network models for medical prognosis. Computers In Biology And Medicine 1997, 27: 55-65. PMID: 9055046, DOI: 10.1016/s0010-4825(96)00036-4.Peer-Reviewed Original ResearchConceptsCox proportional hazardsCox modelDisease progressionProportional hazardsCox proportional hazards modelDiagnosis of AIDSProportional hazards modelNegative predictive valuePrognostic accuracyIndividual patientsStudy populationPrognostic toolHazards modelPredictive valuePatientsPrognosisAIDSCharacteristic curveMedical prognosisProgressionPractice of medicineAccurate assessment
1995
A comparison of two computer-based prognostic systems for AIDS.
Ohno-Machado L, Musen M. A comparison of two computer-based prognostic systems for AIDS. AMIA Annual Symposium Proceedings 1995, 737-41. PMID: 8563387, PMCID: PMC2579191.Peer-Reviewed Original ResearchConceptsCox modelPredictive valueCox proportional hazards modelDiagnosis of AIDSThree-year survivalProportional hazards modelCohort of peopleNegative predictive valuePositive predictive valueDisease progressionPrognostic accuracyStudy populationHazards modelIndividualized estimatesPrognostic toolProbability of survivalPatientsAIDSPrognostic systemCohortFirst yearDiagnosisDeathSurvivalYears