2016
Biospecimen Sharing Among Hispanic Women in a Safety-Net Clinic: Implications for the Precision Medicine Initiative
Nodora J, Komenaka I, Bouton M, Ohno-Machado L, Schwab R, Kim H, Farcas C, Perez G, Martinez M. Biospecimen Sharing Among Hispanic Women in a Safety-Net Clinic: Implications for the Precision Medicine Initiative. Journal Of The National Cancer Institute 2016, 109: djw201. PMID: 27688295, PMCID: PMC5040829, DOI: 10.1093/jnci/djw201.Peer-Reviewed Original ResearchConceptsSafety-net clinicsPrecision Medicine InitiativeHispanic womenUnderserved populationsMedicine InitiativeSafety-net hospitalUS Hispanic populationPatient's physicianIndividualized careConsent ratesBreast biopsyBiospecimen donationHispanic populationClinicHospitalResearch assistantsPhysiciansWomenPersonalized medicineBiospecimenPopulationBiopsy
2013
WebGLORE: a Web service for Grid LOgistic REgression
Jiang W, Li P, Wang S, Wu Y, Xue M, Ohno-Machado L, Jiang X. WebGLORE: a Web service for Grid LOgistic REgression. Bioinformatics 2013, 29: 3238-3240. PMID: 24072732, PMCID: PMC3842761, DOI: 10.1093/bioinformatics/btt559.Peer-Reviewed Original ResearchConceptsWeb servicesHypertext Transfer Protocol SecurePrivacy-preserving constructionFree Software FoundationGNU General Public LicenseUse web serviceFree web serviceGeneral Public LicenseDistributed datasetsTrusted serverProtocol SecureSoftware FoundationPublic LicensePHP technologyInformation exchangeBiomedical researchersLocal statisticsServicesServletsServerSecureAjaxGlobal logistic regression modelDatasetGlobal modelPrivacy Technology to Support Data Sharing for Comparative Effectiveness Research
Jiang X, Sarwate A, Ohno-Machado L. Privacy Technology to Support Data Sharing for Comparative Effectiveness Research. Medical Care 2013, 51: s58-s65. PMID: 23774511, PMCID: PMC3728160, DOI: 10.1097/mlr.0b013e31829b1d10.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsMeSH KeywordsComparative Effectiveness ResearchConfidentialityCooperative BehaviorDatabases, BibliographicHumansSoftwareConceptsData sharingPrivacy-preserving data sharingPrivacy-preserving technologiesEffective data sharingPrivacy technologiesData miningNetwork dataData typesThird-party expertsData tablesSpecific scenariosSharingInappropriate disclosurePractical evaluationPractical impactPatient dataNew technologiesTechnologyPrivacyComparative effectiveness researchMiningPractical toolCER studiesTextTime series
2012
To Share or Not To Share: That Is Not the Question
Ohno-Machado L. To Share or Not To Share: That Is Not the Question. Science Translational Medicine 2012, 4: 165cm15. PMID: 23253606, DOI: 10.1126/scitranslmed.3004454.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsA collaborative framework for Distributed Privacy-Preserving Support Vector Machine learning.
Que J, Jiang X, Ohno-Machado L. A collaborative framework for Distributed Privacy-Preserving Support Vector Machine learning. AMIA Annual Symposium Proceedings 2012, 2012: 1350-9. PMID: 23304414, PMCID: PMC3540462.Peer-Reviewed Original ResearchConceptsSupport vector machineVector machinePrivacy-preserving collaborative learningSensitive raw dataPrivacy-preserving mannerEfficient information exchangeDistributed PrivacyLocal repositoryPrivacy concernsCentralized repositoryCollaborative frameworkDecision supportMultiple participantsInformation exchangeRaw dataSVM modelIntermediary resultsMachineCollaborative learningPrivacyPopular toolRepositoryTraditional wayPatient dataServer