2024
In vivo neuropil density from anatomical MRI and machine learning
Akif A, Staib L, Herman P, Rothman D, Yu Y, Hyder F. In vivo neuropil density from anatomical MRI and machine learning. Cerebral Cortex 2024, 34: bhae200. PMID: 38771239, PMCID: PMC11107380, DOI: 10.1093/cercor/bhae200.Peer-Reviewed Original ResearchConceptsMagnetic resonance imagingSynaptic densityNeuropil densityCellular densityArtificial neural networkNeural networkPositron emission tomographyAnatomical magnetic resonance imagingHealthy subjectsSynaptic activityMRI scansMachine learning algorithmsBrain's energy budgetEmission tomographyIn vivo MRI scansResonance imagingTissue cellularityLearning algorithmsDiffusion magnetic resonance imagingMachine learningMicroscopic interpretationInterpretation of functional neuroimaging dataIndividual predictionsSubjectsMulticenter Quantification of Radiation Exposure and Associated Risks for Prostatic Artery Embolization in 1476 Patients.
Ayyagari R, Rahman S, Grizzard K, Mustafa A, Staib L, Makkia R, Bhatia S, Bilhim T, Carnevale F, Davis C, Fischman A, Isaacson A, McClure T, McWilliams J, Nutting C, Richardson A, Salem R, Sapoval M, Yu H. Multicenter Quantification of Radiation Exposure and Associated Risks for Prostatic Artery Embolization in 1476 Patients. Radiology 2024, 310: e231877. PMID: 38441098, DOI: 10.1148/radiol.231877.Peer-Reviewed Original ResearchConceptsProstatic artery embolizationCumulative air kermaRadiation-related adverse eventsBody mass indexAdverse eventsEffective doseFluoroscopy timeArtery embolizationRadiation doseKerma area product valuesMedian cumulative air kermaMedian effective radiation doseFluoroscopy unitPatient body mass indexRadiation exposureTwo-sample <i>t</i> test wasRadiation dose dataBenign prostatic hyperplasiaFluoroscopy-guided proceduresPatient radiation exposureEffective radiation doseRadiation field areaRadiation effective doseWilcoxon rank sum testInvasive angiographic procedures
2022
Operator Learning Curve for Prostatic Artery Embolization and Its Impact on Outcomes in 296 Patients
Powell T, Rahman S, Staib L, Bhatia S, Ayyagari R. Operator Learning Curve for Prostatic Artery Embolization and Its Impact on Outcomes in 296 Patients. CardioVascular And Interventional Radiology 2022, 46: 229-237. PMID: 36456689, DOI: 10.1007/s00270-022-03321-w.Peer-Reviewed Original ResearchPrediction of Adverse Pathology at Radical Prostatectomy in Grade Group 2 and 3 Prostate Biopsies Using Machine Learning.
Paulson N, Zeevi T, Papademetris M, Leapman MS, Onofrey JA, Sprenkle PC, Humphrey PA, Staib LH, Levi AW. Prediction of Adverse Pathology at Radical Prostatectomy in Grade Group 2 and 3 Prostate Biopsies Using Machine Learning. JCO Clinical Cancer Informatics 2022, 6: e2200016. PMID: 36179281, DOI: 10.1200/cci.22.00016.Peer-Reviewed Original ResearchConceptsGrade group 2Prostate biopsyRadical prostatectomyAdverse outcomesGroup 2GG-2Core prostate biopsyProstate cancer outcomesPatient's clinical riskClinical risk assessmentCore needle biopsyOngoing clinical needAdverse outcome predictionRetrospective reviewAdverse pathologyCAPRA scoreEntire cohortCancer outcomesPathologic diagnosisNeedle biopsyClinical riskDisease outcomeProstate cancerBiopsyDisease oneMachine Learning Models for Prediction of Posttreatment Recurrence in Early-Stage Hepatocellular Carcinoma Using Pretreatment Clinical and MRI Features: A Proof-of-Concept Study.
Iseke S, Zeevi T, Kucukkaya AS, Raju R, Gross M, Haider SP, Petukhova-Greenstein A, Kuhn TN, Lin M, Nowak M, Cooper K, Thomas E, Weber MA, Madoff DC, Staib L, Batra R, Chapiro J. Machine Learning Models for Prediction of Posttreatment Recurrence in Early-Stage Hepatocellular Carcinoma Using Pretreatment Clinical and MRI Features: A Proof-of-Concept Study. American Journal Of Roentgenology 2022, 220: 245-255. PMID: 35975886, PMCID: PMC10015590, DOI: 10.2214/ajr.22.28077.Peer-Reviewed Original ResearchConceptsEarly-stage hepatocellular carcinomaLiver transplantHepatocellular carcinomaImaging featuresPosttreatment recurrenceOrgan allocationMean AUCLiver transplant eligibilityPretreatment clinical characteristicsPretreatment MRI examinationsKaplan-Meier analysisKaplan-Meier curvesClinical characteristicsImaging surveillanceTherapy allocationTransplant eligibilityUnderwent treatmentClinical parametersRetrospective studyUnpredictable complicationMRI dataConcept studyPoor survivalClinical impactPretreatment MRI
2021
Voiding and Storage Domain-Specific Symptom Score Outcomes After Prostate Artery Embolization for Lower Urinary Tract Symptoms and Urinary Retention
Powell T, Staib L, Liu B, Bhatia S, Chai T, Ayyagari R. Voiding and Storage Domain-Specific Symptom Score Outcomes After Prostate Artery Embolization for Lower Urinary Tract Symptoms and Urinary Retention. Urology 2021, 156: 216-224. PMID: 33961894, DOI: 10.1016/j.urology.2021.02.046.Peer-Reviewed Original ResearchConceptsLower urinary tract symptomsProstate artery embolizationBenign prostatic hyperplasiaUrinary tract symptomsLUTS patientsIPSS-VUrinary retentionRetention patientsArtery embolizationTract symptomsTotal International Prostate Symptom ScoreDomain scoresInternational Prostate Symptom ScoreComponent scoresProstate Symptom ScoreSingle centerSymptom scoresLife scoresProstatic hyperplasiaIPSSPatientsPre-PAEQoLMonthsScore outcomes
2019
Prostatic Artery Embolization Using 100–300-μm Trisacryl Gelatin Microspheres to Treat Lower Urinary Tract Symptoms Attributable to Benign Prostatic Hyperplasia: A Single-Center Outcomes Analysis with Medium-Term Follow-up
Ayyagari R, Powell T, Staib L, Chapiro J, Raja A, Bhatia S, Chai T, Schoenberger S, Devito R. Prostatic Artery Embolization Using 100–300-μm Trisacryl Gelatin Microspheres to Treat Lower Urinary Tract Symptoms Attributable to Benign Prostatic Hyperplasia: A Single-Center Outcomes Analysis with Medium-Term Follow-up. Journal Of Vascular And Interventional Radiology 2019, 31: 99-107. PMID: 31771896, DOI: 10.1016/j.jvir.2019.08.005.Peer-Reviewed Original ResearchMeSH KeywordsAcrylic ResinsAge FactorsAgedAged, 80 and overComorbidityCone-Beam Computed TomographyConnecticutEmbolization, TherapeuticGelatinHumansLower Urinary Tract SymptomsMaleMiddle AgedOrgan SizeParticle SizeProstateProstatic HyperplasiaQuality of LifeRecovery of FunctionRetrospective StudiesRisk FactorsTime FactorsTreatment OutcomeConceptsInternational Prostate Symptom ScoreLower urinary tract symptomsPost-void residualCharlson Comorbidity IndexProstatic artery embolizationProstate gland volumeMedian lobe enlargementBenign prostatic hyperplasiaTrisacryl gelatin microspheresArtery embolizationProstatic hyperplasiaGland volumeAdverse event recordingMedical therapy failureClavien-Dindo classificationProstate Symptom ScoreMedium-term followUrinary tract symptomsLower urinary tractMedium-term outcomesPost-procedure valuesQuality of lifeComorbidity indexTract symptomsConsecutive patientsProstatic Artery Embolization in Nonindex Benign Prostatic Hyperplasia Patients: Single-center Outcomes for Urinary Retention and Gross Prostatic Hematuria
Ayyagari R, Powell T, Staib L, Chapiro J, Perez-Lozada JC, Bhatia S, Chai T, Schoenberger S, Devito R. Prostatic Artery Embolization in Nonindex Benign Prostatic Hyperplasia Patients: Single-center Outcomes for Urinary Retention and Gross Prostatic Hematuria. Urology 2019, 136: 212-217. PMID: 31734349, DOI: 10.1016/j.urology.2019.11.003.Peer-Reviewed Original ResearchConceptsProstatic artery embolizationBenign prostatic hyperplasia patientsProstatic hyperplasia patientsInternational Prostate Symptom ScoreProstatic hematuriaHyperplasia patientsUrinary retentionArtery embolizationPostvoid residualHematuria patientsSingle-center outcomesUrinary retention patientsClavien-Dindo classificationProstate Symptom ScoreQuality of lifeTransfusion rateGross hematuriaSH patientsUrinary infectionBladder irrigationGH patientsSymptom scoresUR patientsBladder tumorsDurable treatmentCase-Control Comparison of Conventional End-Hole versus Balloon-Occlusion Microcatheter Prostatic Artery Embolization for Treatment of Symptomatic Benign Prostatic Hyperplasia
Ayyagari R, Powell T, Staib L, Chapiro J, Schoenberger S, Devito R, Pollak J. Case-Control Comparison of Conventional End-Hole versus Balloon-Occlusion Microcatheter Prostatic Artery Embolization for Treatment of Symptomatic Benign Prostatic Hyperplasia. Journal Of Vascular And Interventional Radiology 2019, 30: 1459-1470. PMID: 31375451, DOI: 10.1016/j.jvir.2019.05.033.Peer-Reviewed Original ResearchConceptsProstatic artery embolizationBenign prostatic hyperplasiaEH groupArtery embolizationSymptomatic improvementAdverse eventsProstatic hyperplasiaInternational Prostate Symptom Score improvementTrial successSymptomatic benign prostatic hyperplasiaBO groupContrast material useProstatic artery anatomySymptom score improvementAdverse event ratesProcedural metricsResidual improvementCase-control comparisonClinical improvementRetrospective reviewArtery anatomyMicrocatheter selectionContrast materialScore improvementEvent ratesScoring of Coronary Artery Disease Characteristics on Coronary CT Angiograms by Using Machine Learning
Johnson KM, Johnson HE, Zhao Y, Dowe DA, Staib LH. Scoring of Coronary Artery Disease Characteristics on Coronary CT Angiograms by Using Machine Learning. Radiology 2019, 292: 182061. PMID: 31237495, DOI: 10.1148/radiol.2019182061.Peer-Reviewed Original ResearchMeSH KeywordsAdultAgedAged, 80 and overComputed Tomography AngiographyCoronary AngiographyCoronary Artery DiseaseCoronary VesselsFemaleHumansImage Interpretation, Computer-AssistedMachine LearningMaleMiddle AgedPredictive Value of TestsReproducibility of ResultsRisk FactorsSeverity of Illness IndexYoung AdultConceptsCoronary CT angiographyCoronary Artery Disease ReportingNonfatal myocardial infarctionHeart disease deathCT angiographyCause mortalityDisease deathsMyocardial infarctionCoronary heart disease deathDisease reportingCoronary artery diseaseNational Death IndexData System scoreCardiovascular eventsCoronary deathAdverse eventsArtery diseaseCoronary diseaseDeath IndexCoronary segmentsPrognostic informationVessel scorePatientsSystem scoreSubsequent death
2018
Benefit of a Visual Aid in the Management of Moderate-Severity Contrast Media Reactions.
Gardner JB, Rashid S, Staib L, Asch D, Cavallo J, Arango J, Kirsch J, Pahade J. Benefit of a Visual Aid in the Management of Moderate-Severity Contrast Media Reactions. American Journal Of Roentgenology 2018, 211: 717-723. PMID: 30106614, DOI: 10.2214/ajr.18.19689.Peer-Reviewed Original ResearchAspm knockout ferret reveals an evolutionary mechanism governing cerebral cortical size
Johnson MB, Sun X, Kodani A, Borges-Monroy R, Girskis KM, Ryu SC, Wang PP, Patel K, Gonzalez DM, Woo YM, Yan Z, Liang B, Smith RS, Chatterjee M, Coman D, Papademetris X, Staib LH, Hyder F, Mandeville JB, Grant PE, Im K, Kwak H, Engelhardt JF, Walsh CA, Bae BI. Aspm knockout ferret reveals an evolutionary mechanism governing cerebral cortical size. Nature 2018, 556: 370-375. PMID: 29643508, PMCID: PMC6095461, DOI: 10.1038/s41586-018-0035-0.Peer-Reviewed Original ResearchMeSH KeywordsAmino Acid SequenceAnimalsBiological EvolutionCalmodulin-Binding ProteinsCentrosomeCerebral CortexDisease Models, AnimalFemaleFerretsGene DeletionGene EditingGene Expression Regulation, DevelopmentalGene Knockout TechniquesGerm-Line MutationHumansMaleMiceMicrocephalyNerve Tissue ProteinsNeural Stem CellsOrgan SizeTranscription, GeneticConceptsVentricular radial glial cellsEvolutionary mechanismsRadial glial cellsOuter radial gliaHuman primary microcephalyProtein sequence homologyAbnormal spindle-like microcephalyCerebral cortical sizeGlial cellsCortical sizeUndifferentiated cell typesNeural progenitor cellsRadial gliaASPM proteinCerebral cortical expansionMicrocephaly genesDivergent functionsGenome editingSequence homologyDifferentiated progenitorsOuter subventricular zoneCortical expansionPrimary microcephalyCell typesGermline knockout
2017
Disparities in Care Among Patients With Cardiac Implantable Electronic Devices Undergoing MRI
Cavallo JJ, Zhang Y, Staib LH, Lampert R, Weinreb JC. Disparities in Care Among Patients With Cardiac Implantable Electronic Devices Undergoing MRI. Journal Of The American College Of Radiology 2017, 14: 1566-1571. PMID: 28899705, DOI: 10.1016/j.jacr.2017.07.014.Peer-Reviewed Original ResearchAssessment of a modified technique for air delivery during fluoroscopic-monitored pneumatic intussusception reduction
Jindal G, Graeber BL, Staib LH, Silva CT. Assessment of a modified technique for air delivery during fluoroscopic-monitored pneumatic intussusception reduction. Pediatric Radiology 2017, 47: 1594-1598. PMID: 28681232, DOI: 10.1007/s00247-017-3920-z.Peer-Reviewed Original ResearchJOURNAL CLUB: Benefit of Epinephrine Autoinjector for Treatment of Contrast Reactions: Comparison of Errors, Administration Times, and Provider Preferences.
Asch D, Pfeifer KE, Arango J, Staib L, Cavallo J, Kirsch JD, Arici M, Pahade J. JOURNAL CLUB: Benefit of Epinephrine Autoinjector for Treatment of Contrast Reactions: Comparison of Errors, Administration Times, and Provider Preferences. American Journal Of Roentgenology 2017, 209: w363-w369. PMID: 28570127, DOI: 10.2214/ajr.16.17111.Peer-Reviewed Original ResearchLearning Non-rigid Deformations for Robust, Constrained Point-based Registration in Image-Guided MR-TRUS Prostate Intervention
Onofrey JA, Staib LH, Sarkar S, Venkataraman R, Nawaf CB, Sprenkle PC, Papademetris X. Learning Non-rigid Deformations for Robust, Constrained Point-based Registration in Image-Guided MR-TRUS Prostate Intervention. Medical Image Analysis 2017, 39: 29-43. PMID: 28431275, PMCID: PMC5514316, DOI: 10.1016/j.media.2017.04.001.Peer-Reviewed Original Research
2016
Brain responses to biological motion predict treatment outcome in young children with autism
Yang D, Pelphrey KA, Sukhodolsky DG, Crowley MJ, Dayan E, Dvornek NC, Venkataraman A, Duncan J, Staib L, Ventola P. Brain responses to biological motion predict treatment outcome in young children with autism. Translational Psychiatry 2016, 6: e948-e948. PMID: 27845779, PMCID: PMC5314125, DOI: 10.1038/tp.2016.213.Peer-Reviewed Original ResearchConceptsAutism spectrum disorderYoung childrenSocial information processingMultivariate pattern analysisMotivation/rewardBiological motionCore deficitComplex neurodevelopmental disorderBrain responsesResponse treatmentSpectrum disorderNeurobiological markersNeural predictorsInformation processingBehavioral interventionsIndividual childrenNeurodevelopmental disordersCurrent findingsNeural circuitsBehavioral deficitsEarly childhoodChildrenUnsuccessful interventionsNeurobiomarkersPattern analysisPivotal response treatment prompts a functional rewiring of the brain among individuals with autism spectrum disorder
Venkataraman A, Yang D, Dvornek N, Staib LH, Duncan JS, Pelphrey KA, Ventola P. Pivotal response treatment prompts a functional rewiring of the brain among individuals with autism spectrum disorder. Neuroreport 2016, 27: 1081-1085. PMID: 27532879, PMCID: PMC5007196, DOI: 10.1097/wnr.0000000000000662.Peer-Reviewed Original ResearchConceptsPivotal Response TreatmentAutism spectrum disorderOccipital-temporal cortexAttentional systemResponse treatmentSpectrum disorderOrbitofrontal cortexPosterior cingulateHigh-level objectsBehavioral interventionsLearning mechanismPerception shiftProcessing areasNeural circuitsFunctional rewiringCortexTreatment regimenAutismInterventionNovel Bayesian frameworkCingulateFunctional changesIndividualsDisordersObjectsIs there an added value of a hepatobiliary phase with gadoxetate disodium following conventional MRI with an extracellular gadolinium agent in a single imaging session for detection of primary hepatic malignancies?
Pahade JK, Juice D, Staib L, Israel G, Cornfeld D, Mitchell K, Weinreb J. Is there an added value of a hepatobiliary phase with gadoxetate disodium following conventional MRI with an extracellular gadolinium agent in a single imaging session for detection of primary hepatic malignancies? Abdominal Radiology 2016, 41: 1270-1284. PMID: 26800701, DOI: 10.1007/s00261-016-0635-9.Peer-Reviewed Original Research
2015
High-Fidelity Contrast Reaction Simulation Training: Performance Comparison of Faculty, Fellows, and Residents
Pfeifer K, Staib L, Arango J, Kirsch J, Arici M, Kappus L, Pahade J. High-Fidelity Contrast Reaction Simulation Training: Performance Comparison of Faculty, Fellows, and Residents. Journal Of The American College Of Radiology 2015, 13: 81-87. PMID: 26549266, DOI: 10.1016/j.jacr.2015.08.016.Peer-Reviewed Original Research