2017
Toward Precision Medicine of Symptom Control in Asthma
Gomez JL, Kaminski N. Toward Precision Medicine of Symptom Control in Asthma. American Journal Of Respiratory And Critical Care Medicine 2017, 195: 147-148. PMID: 28084831, PMCID: PMC5394790, DOI: 10.1164/rccm.201608-1600ed.Commentaries, Editorials and Letters
2016
Precision Medicine: The New Frontier in Idiopathic Pulmonary Fibrosis
Brownell R, Kaminski N, Woodruff PG, Bradford WZ, Richeldi L, Martinez FJ, Collard HR. Precision Medicine: The New Frontier in Idiopathic Pulmonary Fibrosis. American Journal Of Respiratory And Critical Care Medicine 2016, 193: 1213-8. PMID: 26991475, PMCID: PMC5440061, DOI: 10.1164/rccm.201601-0169ci.Peer-Reviewed Original Research
2014
T-RECS: STABLE SELECTION OF DYNAMICALLY FORMED GROUPS OF FEATURES WITH APPLICATION TO PREDICTION OF CLINICAL OUTCOMES
Altman R, Dunker A, Hunter L, Ritchie M, Murray T, Klein T, HUANG G, TSAMARDINOS I, RAGHU V, KAMINSKI N, BENOS P. T-RECS: STABLE SELECTION OF DYNAMICALLY FORMED GROUPS OF FEATURES WITH APPLICATION TO PREDICTION OF CLINICAL OUTCOMES. Biocomputing 2014, 20: 431-42. PMID: 25592602, PMCID: PMC4299881, DOI: 10.1142/9789814644730_0041.Peer-Reviewed Original ResearchConceptsTraditional feature selection methodsFeature selection methodCohort of patientsPersonalized medicine strategiesReal expression dataFeature selectionClassification accuracyCluster selectionBiological datasetsClinical outcomesCluster featuresLung diseaseBreast cancerSelection methodPatient classificationStructured natureMedicine strategiesSurvival dataTarget variablesEfficient selectionCohortStable selectionImportant features
2012
Personalized medicine: applying omics to lung fibrosis
Herazo-Maya JD, Kaminski N. Personalized medicine: applying omics to lung fibrosis. Biomarkers In Medicine 2012, 6: 529-540. PMID: 22917154, PMCID: PMC3517740, DOI: 10.2217/bmm.12.38.Peer-Reviewed Original ResearchConceptsIdiopathic pulmonary fibrosisFibrotic lung diseaseLung transplantPulmonary fibrosisLung fibrosisLung diseaseUnknown etiologyChronic diseasesSporadic formsHigh mortalityPatient careTreatment of diseasesDrug studiesCost-effective strategyDiseaseFibrosisDiagnosisPersonalized medicinePatientsTransplantEtiologyTherapyMortalityCarePrevention