Featured Publications
Race- and Ethnicity-Related Differences in Heart Failure With Preserved Ejection Fraction Using Natural Language Processing
Brown S, Biswas D, Wu J, Ryan M, Bernstein B, Fairhurst N, Kaye G, Baral R, Cannata A, Searle T, Melikian N, Sado D, Lüscher T, Teo J, Dobson R, Bromage D, McDonagh T, Vazir A, Shah A, O’Gallagher K. Race- and Ethnicity-Related Differences in Heart Failure With Preserved Ejection Fraction Using Natural Language Processing. JACC Advances 2024, 3: 101064. PMID: 39050815, PMCID: PMC11268103, DOI: 10.1016/j.jacadv.2024.101064.Peer-Reviewed Original ResearchBlack patientsPro-B-type natriuretic peptide levelsN-terminal pro-B-type natriuretic peptide levelsEuropean Society of Cardiology criteriaDiagnosis of HFpEFNatriuretic peptide levelsHeterogeneous clinical syndromeEuropean SocietyCardiology criteriaHFpEF diagnosisClinical presentationFPEF scoreAsian patientsPatient demographicsEthnicity-related differencesMetabolic comorbiditiesAtrial fibrillationHeart failureHFpEFDiagnostic performancePeptide levelsWhite patientsClinical syndromePatientsQuantify health inequalities
2024
Artificial intelligence methods for improved detection of undiagnosed heart failure with preserved ejection fraction
Wu J, Biswas D, Ryan M, Bernstein B, Rizvi M, Fairhurst N, Kaye G, Baral R, Searle T, Melikian N, Sado D, Lüscher T, Grocott‐Mason R, Carr‐White G, Teo J, Dobson R, Bromage D, McDonagh T, Shah A, O'Gallagher K. Artificial intelligence methods for improved detection of undiagnosed heart failure with preserved ejection fraction. European Journal Of Heart Failure 2024, 26: 302-310. PMID: 38152863, DOI: 10.1002/ejhf.3115.Peer-Reviewed Original ResearchConceptsLeft ventricular ejection fractionDiagnosis of HFpEFEuropean Society of CardiologyHeart failureNatural language processingElectronic health recordsEuropean Society of Cardiology criteriaClinical diagnosis of HFEuropean Society of Cardiology diagnostic criteriaDiagnostic criteriaVentricular ejection fractionRetrospective cohort studyDiagnosis of HFSociety of CardiologyClinician-assigned diagnosisConsecutive patientsHFpEF patientsEjection fractionElectronic health record dataAcute cardiovascular eventsExpert clinical reviewNatural language processing methodsNatural language processing pipelineHFpEFCardiovascular events