2022
Mitigating bias in deep learning for diagnosis of coronary artery disease from myocardial perfusion SPECT images
Miller RJH, Singh A, Otaki Y, Tamarappoo BK, Kavanagh P, Parekh T, Hu LH, Gransar H, Sharir T, Einstein AJ, Fish MB, Ruddy TD, Kaufmann PA, Sinusas AJ, Miller EJ, Bateman TM, Dorbala S, Di Carli MF, Liang JX, Dey D, Berman DS, Slomka PJ. Mitigating bias in deep learning for diagnosis of coronary artery disease from myocardial perfusion SPECT images. European Journal Of Nuclear Medicine And Molecular Imaging 2022, 50: 387-397. PMID: 36194270, PMCID: PMC10042590, DOI: 10.1007/s00259-022-05972-w.Peer-Reviewed Original ResearchConceptsCoronary artery diseaseMyocardial perfusion imagingArtery diseaseInvasive angiographyObstructive coronary artery diseaseDisease probabilityLow-risk patientsLow-risk populationHigh-risk populationTotal perfusion deficitHigh diagnostic accuracyS-TPDPerfusion deficitsPatient managementPatientsPerfusion imagingDiagnostic accuracyPerfusion SPECT imagesLower likelihoodGood calibrationCharacteristic curveAngiographySPECT imagesSelection biasDisease
2014
Marrow Assessment for Hemophagocytic Lymphohistiocytosis Demonstrates Poor Correlation With Disease Probability
Ho C, Yao X, Tian L, Li FY, Podoltsev N, Xu ML. Marrow Assessment for Hemophagocytic Lymphohistiocytosis Demonstrates Poor Correlation With Disease Probability. American Journal Of Clinical Pathology 2014, 141: 62-71. PMID: 24343738, DOI: 10.1309/ajcpmd5tjefoovbw.Peer-Reviewed Original ResearchConceptsFindings of hemophagocytosisHemophagocytic lymphohistiocytosisHistologic findingsProbability of HLHSecondary hemophagocytic lymphohistiocytosisCore biopsy specimenCore biopsy specimensDisease probabilityFisher's exact testElevated ferritinClinical suspicionMarrow assessmentHLH groupBiopsy specimenLaboratory criteriaBiopsy specimensMedical recordsHemophagocytosisExact testLymphohistiocytosisPatientsSignificant correlationAspiratesPoor correlationFindings
2013
A decision analysis to determine a testing threshold for computed tomographic angiography and d-dimer in the evaluation of aortic dissection
Taylor RA, Iyer NS. A decision analysis to determine a testing threshold for computed tomographic angiography and d-dimer in the evaluation of aortic dissection. The American Journal Of Emergency Medicine 2013, 31: 1047-1055. PMID: 23702073, DOI: 10.1016/j.ajem.2013.03.039.Peer-Reviewed Original ResearchConceptsThoracic aortic dissectionD-dimerTesting thresholdAortic dissectionTomographic angiographyAcute renal failureHigh-risk featuresRenal replacement therapyClinical decision ruleD-dimer testingD-dimer sensitivityD-dimer testLarge mortality benefitMortality benefitPatient ageRenal failureReplacement therapyPretest probabilityLow prevalenceCTA testSmall riskDecision analysis softwareDisease probabilityCTAAngiography
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