2025
Diagnosis of cancer therapy-related cardiovascular toxicities: A multimodality integrative approach and future developments
Travers S, Alexandre J, Baldassarre L, Salem J, Mirabel M. Diagnosis of cancer therapy-related cardiovascular toxicities: A multimodality integrative approach and future developments. Archives Of Cardiovascular Diseases 2025, 118: 185-198. PMID: 39947997, DOI: 10.1016/j.acvd.2024.12.012.Peer-Reviewed Original ResearchConceptsCardio-oncologyCardiovascular toxicityCardiovascular imagingMultimodality cardiovascular imagingCancer risk factorsIncrease diagnostic accuracyPrognostic stratificationNatriuretic peptideSerum biomarkersTherapy schemesDiagnostic accuracyCancer therapyRhythm disordersRisk factorsCardiovascular diseaseBiomarkersMultimodal integrated approachCancerOmics approachesToxicityRhythmTherapyTroponinSerumDiagnosisHow to Use Imaging: Complex Cases of Atherosclerosis, Myocardial Inflammation, and Cardiomyopathy in Cardio-Oncology
Khattab M, Baig M, Zarif T, Barac A, Ferencik M, Henry M, Lopez-Mattei J, Redheuil A, Salem J, Scherrer-Crosbie M, Yang E, Baldassarre L. How to Use Imaging: Complex Cases of Atherosclerosis, Myocardial Inflammation, and Cardiomyopathy in Cardio-Oncology. Circulation Cardiovascular Imaging 2025, 18: e015981. PMID: 39772610, DOI: 10.1161/circimaging.124.015981.Peer-Reviewed Original ResearchConceptsCardio-oncologyCases of atherosclerosisCardiac magnetic resonance imagingCoronary computed tomography angiographySingle-photon emission computed tomographyImmune checkpoint inhibitorsLeft ventricular dysfunctionMultimodality cardiac imagingTyrosine kinase inhibitorsCardiac imaging modalitiesComputed tomography angiographyRisk of cardiovascular diseaseEmission computed tomographyPositron emission tomographyMagnetic resonance imagingCheckpoint inhibitorsVentricular dysfunctionMyocardial inflammationCoronary vasospasmAccelerated atherosclerosisKinase inhibitorsPatient populationDiagnosing such pathologiesCancer therapyCardiac imaging
2024
A multimodal vision transformer for interpretable fusion of functional and structural neuroimaging data
Bi Y, Abrol A, Fu Z, Calhoun V. A multimodal vision transformer for interpretable fusion of functional and structural neuroimaging data. Human Brain Mapping 2024, 45: e26783. PMID: 39600159, PMCID: PMC11599617, DOI: 10.1002/hbm.26783.Peer-Reviewed Original ResearchConceptsCross-attention mechanismVision transformerDeep learning modelsBrain disordersCharacteristics of schizophreniaDiagnosis of schizophreniaStructural neuroimaging dataNetwork connectivity matrixData fusion approachAttention mapsMultimodal baselinesFunctional network connectivityFuse informationDeep learningICA algorithmFusion approachGrey matter mapsAI algorithmsFunctional network connectivity matricesLeverage multiple sources of informationGray matter imagesLearning modelsMultiple sources of informationBrain imaging modalitiesNetwork connectivityA Method for Multimodal IVA Fusion Within a MISA Unified Model Reveals Markers of Age, Sex, Cognition, and Schizophrenia in Large Neuroimaging Studies
Silva R, Damaraju E, Li X, Kochunov P, Ford J, Mathalon D, Turner J, van Erp T, Adali T, Calhoun V. A Method for Multimodal IVA Fusion Within a MISA Unified Model Reveals Markers of Age, Sex, Cognition, and Schizophrenia in Large Neuroimaging Studies. Human Brain Mapping 2024, 45: e70037. PMID: 39560198, PMCID: PMC11574741, DOI: 10.1002/hbm.70037.Peer-Reviewed Original ResearchConceptsMultimodal neuroimaging datasetSchizophrenia patientsNeuroimaging studiesCognitive performanceGroup differencesSchizophreniaSex effectsNeuroimaging datasetsMagnetic resonance imagingCognitionAge-associated declineControl subjectsMarkers of agingResonance imagingNon-imaging variablesSubject profilesSexNeuroimagingUK Biobank datasetImaging‐genomic spatial‐modality attentive fusion for studying neuropsychiatric disorders
Rahaman A, Garg Y, Iraji A, Fu Z, Kochunov P, Hong L, Van Erp T, Preda A, Chen J, Calhoun V. Imaging‐genomic spatial‐modality attentive fusion for studying neuropsychiatric disorders. Human Brain Mapping 2024, 45: e26799. PMID: 39562310, PMCID: PMC11576332, DOI: 10.1002/hbm.26799.Peer-Reviewed Original ResearchConceptsNeural networkDilated convolutional neural networkJoint learning frameworkAttention scoresState-of-the-artDeep neural networksNeural network decisionsConvolutional neural networkAttention fusionFusion moduleDiverse data sourcesArtificial intelligence modelsLearning frameworkAttention moduleJoint learningMultimodal clusteringNetwork decisionsInput streamMultimodal learningHigh-dimensionalIntermediate fusionFused dataSZ classificationIntelligence modelsContextual patternsAssociations of alcohol and tobacco use with psychotic, depressive and developmental disorders revealed via multimodal neuroimaging
Qiu L, Liang C, Kochunov P, Hutchison K, Sui J, Jiang R, Zhi D, Vergara V, Yang X, Zhang D, Fu Z, Bustillo J, Qi S, Calhoun V. Associations of alcohol and tobacco use with psychotic, depressive and developmental disorders revealed via multimodal neuroimaging. Translational Psychiatry 2024, 14: 326. PMID: 39112461, PMCID: PMC11306356, DOI: 10.1038/s41398-024-03035-2.Peer-Reviewed Original ResearchConceptsFronto-limbic networkSalience networkAssociated with cognitionFronto-basal gangliaDevelopmental disordersBrain networksLimbic systemAlcohol useAssociated with alcohol useMultimodal brain networksTobacco useAssociation of alcoholPsychiatric disordersMultimodal neuroimagingDMNBrain featuresCognitionAlcohol/tobacco useDisordersAssociated with tobacco useDepressionSymptomsFunctional abnormalitiesAlcoholBrainDisorders with Ophthalmic and Thoracic Involvement.
Gosangi B, Lang P, Johnson M, Zukerman R, Tu L, Traube L, Bader A, Rubinowitz A. Disorders with Ophthalmic and Thoracic Involvement. RadioGraphics 2024, 44: e230132. PMID: 38870047, DOI: 10.1148/rg.230132.Peer-Reviewed Original ResearchConceptsClinical manifestationsExamination of family membersEhlers-Danlos syndromeAffecting patient outcomesAcute sarcoidosisOphthalmologic examinationThoracic symptomsDry eyeThoracic involvementOphthalmological symptomsOphthalmologic manifestationsEye symptomsMarfan syndromeSjogren's syndromeImaging findingsRadiological studiesLung diseasePatient outcomesEhlers-DanlosFamily membersMultimodal imagingSystem conditionsSyndromeThoracicSarcoidosisMapping the Depressed Brain Under Stress Using Multimodal Neuroimaging
Akiki T, Abdallah C. Mapping the Depressed Brain Under Stress Using Multimodal Neuroimaging. American Journal Of Psychiatry 2024, 181: 578-580. PMID: 38946274, DOI: 10.1176/appi.ajp.20240400.Peer-Reviewed Original ResearchRadiologic-Pathologic Correlation of Cardiac Tumors: Updated 2021 WHO Tumor Classification.
Lorca M, Chen I, Jew G, Furlani A, Puri S, Haramati L, Chaturvedi A, Velez M, Chaturvedi A. Radiologic-Pathologic Correlation of Cardiac Tumors: Updated 2021 WHO Tumor Classification. RadioGraphics 2024, 44: e230126. PMID: 38722782, DOI: 10.1148/rg.230126.Peer-Reviewed Educational MaterialsMeSH KeywordsEchocardiographyHeart NeoplasmsHumansMagnetic Resonance ImagingMultimodal ImagingTomography, X-Ray ComputedWorld Health OrganizationConceptsCardiac tumorsClassification of tumorsCardiac massWorld Health OrganizationCharacterization of cardiac massesWorld Health Organization Classification of TumorsWorld Health Organization tumor classificationWorld Health Organization classificationMalignant cardiac massesPrimary cardiac tumorsPrimary cardiac neoplasmsCardiac metastasisPapillary fibroelastomaThoracoabdominal CTCardiac CTCardiac neoplasmsIntracardiac massesNoncardiac indicationsSurgical managementRadiological investigationsTumor biologyTumor typesCardiac MRIAnatomical variantsTreatment planningMultimodality Cardiac Imaging and the Imaging Workforce in the United States: Diversity, Disparities, and Future Directions
Bullock-Palmer R, Rosario K, Douglas P, Hahn R, Lang R, Chareonthaitawee P, Srichai M, Ordovas K, Baldassarre L, Burroughs M, Henderson C, Woodard P, Pressoir K, Swaminathan M, Blankstein R, Daubert M. Multimodality Cardiac Imaging and the Imaging Workforce in the United States: Diversity, Disparities, and Future Directions. Circulation Cardiovascular Imaging 2024, 17: e016409. PMID: 38377238, DOI: 10.1161/circimaging.123.016409.Peer-Reviewed Original ResearchMeSH KeywordsCardiac Imaging TechniquesCardiovascular DiseasesFemaleHumansMinority GroupsMultimodal ImagingUnited StatesWorkforce
2023
Self-supervised multimodal learning for group inferences from MRI data: Discovering disorder-relevant brain regions and multimodal links
Fedorov A, Geenjaar E, Wu L, Sylvain T, DeRamus T, Luck M, Misiura M, Mittapalle G, Hjelm R, Plis S, Calhoun V. Self-supervised multimodal learning for group inferences from MRI data: Discovering disorder-relevant brain regions and multimodal links. NeuroImage 2023, 285: 120485. PMID: 38110045, PMCID: PMC10872501, DOI: 10.1016/j.neuroimage.2023.120485.Peer-Reviewed Original ResearchConceptsBrain regionsMultimodal neuroimaging dataNeuroimaging dataBrain disordersComplex brain disordersMRI dataNeuroimaging researchGroup inferencesDeep InfoMaxSupervised modelsDiagnostic labelsDisordersBrainState-of-the-art unsupervised methodsAlzheimer's phenotypeNovel self-supervised frameworkSelf-supervised frameworkSelf-supervised methodologyCanonical correlation analysisSelf-supervised representationsState-of-the-artDeep learning approachSingle-modal dataMultimode linksComplex brainsImaging Acute and Chronic Cardiac Complications of COVID-19 and after COVID-19 Vaccination.
Sánchez Tijmes F, Marschner C, de Matos J, Urzua Fresno C, Gutiérrez Chacoff J, Thavendiranathan P, Fuss C, Hanneman K. Imaging Acute and Chronic Cardiac Complications of COVID-19 and after COVID-19 Vaccination. RadioGraphics 2023, 43: e230044. PMID: 37616171, DOI: 10.1148/rg.230044.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentContrast MediaCOVID-19COVID-19 VaccinesGadoliniumHumansMaleMultimodal ImagingMyocarditisYoung AdultConceptsLate gadolinium enhancementGadolinium enhancementCardiac MRICOVID-19 vaccinePattern of late gadolinium enhancementCardiac complications of COVID-19MRNA-based COVID-19 vaccinesPresence of cardiovascular diseaseStress-induced cardiomyopathyMultimodality cardiac imagingBasal inferolateral wallMinority of patientsPersistent cardiac symptomsAdverse cardiovascular eventsComplications of COVID-19Chronic cardiac complicationsManifestations of COVID-19Potential mechanisms of injuryMechanism of injuryCardiovascular manifestations of COVID-19Messenger ribonucleic acidAcute COVID-19Cardiac symptomsCardiovascular manifestationsImaging findingsDeep learning-based attenuation map generation with simultaneously reconstructed PET activity and attenuation and low-dose application
Shi L, Zhang J, Toyonaga T, Shao D, Onofrey J, Lu Y. Deep learning-based attenuation map generation with simultaneously reconstructed PET activity and attenuation and low-dose application. Physics In Medicine And Biology 2023, 68: 035014. PMID: 36584395, DOI: 10.1088/1361-6560/acaf49.Peer-Reviewed Original Research
2022
Dynamic Pulmonary Vein Stenosis—Utility of Multimodality Imaging and Invasive Assessment
Akintoye E, Renapurkar R, Hughes D, Kapadia S, Harb S. Dynamic Pulmonary Vein Stenosis—Utility of Multimodality Imaging and Invasive Assessment. Circulation Cardiovascular Imaging 2022, 15: e014318. PMID: 36172857, DOI: 10.1161/circimaging.122.014318.Peer-Reviewed Original Research2022 ASNC/AAPM/SCCT/SNMMI guideline for the use of CT in hybrid nuclear/CT cardiac imaging
Al-Mallah MH, Bateman TM, Branch KR, Crean A, Gingold EL, Thompson RC, McKenney SE, Miller EJ, Murthy VL, Nieman K, Villines TC, Yester MV, Einstein AJ, Mahmarian JJ. 2022 ASNC/AAPM/SCCT/SNMMI guideline for the use of CT in hybrid nuclear/CT cardiac imaging. Journal Of Nuclear Cardiology 2022, 29: 3491-3535. PMID: 36056224, DOI: 10.1007/s12350-022-03089-z.Peer-Reviewed Original ResearchMultimodal imaging of synaptic vesicles with a single probe
An SJ, Stagi M, Gould TJ, Wu Y, Mlodzianoski M, Rivera-Molina F, Toomre D, Strittmatter SM, De Camilli P, Bewersdorf J, Zenisek D. Multimodal imaging of synaptic vesicles with a single probe. Cell Reports Methods 2022, 2: 100199. PMID: 35497490, PMCID: PMC9046237, DOI: 10.1016/j.crmeth.2022.100199.Peer-Reviewed Original ResearchConceptsC2 domainSynaptic vesiclesSynaptic vesicle recyclingMembrane-binding C2 domainMultiple microscopy methodsEndocytic markersMembrane recyclingVesicle functionVesicle populationsCytosolic phospholipase ACell typesPhospholipase ADetectable tagMicroscopy modalitiesModular probesMultiple microscopy techniquesVesiclesComplete understandingDomainMicroscopy methodsMultiple levelsProbeAvailable probesMicroscopy techniquesPathwayPET respiratory motion correction: quo vadis?
Lamare F, Bousse A, Thielemans K, Liu C, Merlin T, Fayad H, Visvikis D. PET respiratory motion correction: quo vadis? Physics In Medicine And Biology 2022, 67: 03tr02. PMID: 34915465, DOI: 10.1088/1361-6560/ac43fc.Peer-Reviewed Original ResearchConceptsRespiratory motion correctionPET respiratory motion correctionMotion correctionGeneric motion modelImage reconstruction processRespiratory motion informationMotion estimationMotion informationTerms of synchronizationImage spaceSynchronization stepsReconstruction processMotion modelOverall approachPET/magnetic resonance imagingDevice systemRespiratory motionImaging devicesMRI deviceDevicesSynchronizationNumber of stepsComprehensive coverageDatasetGreat interest
2021
Transcatheter aortic valve replacement associated infective endocarditis case series: broadening the criteria for diagnosis is the need of the hour
Lnu K, Ansari S, Mahto S, Gada H, Mumtaz M, Loran D, Theckumparapil N, Vora A. Transcatheter aortic valve replacement associated infective endocarditis case series: broadening the criteria for diagnosis is the need of the hour. BMC Cardiovascular Disorders 2021, 21: 559. PMID: 34800994, PMCID: PMC8606088, DOI: 10.1186/s12872-021-02364-0.Peer-Reviewed Original ResearchMeSH KeywordsAgedAnti-Bacterial AgentsAortic ValveAortic Valve StenosisDevice RemovalEchocardiography, Doppler, ColorEchocardiography, TransesophagealElectrocardiographyEndocarditis, BacterialHeart Valve ProsthesisHumansMaleMultimodal ImagingPositron Emission Tomography Computed TomographyPredictive Value of TestsProsthesis-Related InfectionsReoperationReproducibility of ResultsTranscatheter Aortic Valve ReplacementTreatment OutcomeConceptsModified Duke criteriaInfective endocarditisDuke criteriaTransesophageal echocardiogramValve replacementSurgical explorationProlonged course of intravenous antibioticsDiagnosis of infective endocarditisCourse of intravenous antibioticsFeatures of infective endocarditisAortic root abscessNegative transesophageal echocardiogramTranscatheter aortic valve replacementAdministration of 18F-FDGWorsening heart failureAtypical clinical presentationAortic valve replacementSystemic inflammatory responseAortic valve stenosisProsthetic aortic valveProsthetic valve functionDiagnostic imaging modalitiesMobitz type IMSSA bacteremiaWorsening sepsisTop ten takeaways from #ASNC2020: FITs’ perspective
Shetty M, Akintoye E. Top ten takeaways from #ASNC2020: FITs’ perspective. Journal Of Nuclear Cardiology 2021, 28: 1068-1071. PMID: 33655446, DOI: 10.1007/s12350-021-02559-0.Peer-Reviewed Original Research
2020
Motion correction for PET data using subspace-based real-time MR imaging in simultaneous PET/MR
Marin T, Djebra Y, Han P, Chemli Y, Bloch I, Fakhri G, Ouyang J, Petibon Y, Ma C. Motion correction for PET data using subspace-based real-time MR imaging in simultaneous PET/MR. Physics In Medicine And Biology 2020, 65: 235022. PMID: 33263317, PMCID: PMC7985095, DOI: 10.1088/1361-6560/abb31d.Peer-Reviewed Original ResearchMeSH KeywordsArtifactsHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMovementMultimodal ImagingPositron-Emission TomographyTime FactorsConceptsPositron emission tomography reconstructionMotion-corrected PET reconstructionsPET reconstructionMotion-corrected PET imagesIrregular respiratory motionMotion fieldMotion correction methodMotion correction approachIrregular motion patternsUndersampled k-space dataImage quality of positron emission tomographyQuality of positron emission tomographyMotion patternsLow-rank characteristicsRespiratory motionContrast-to-noise ratioEstimated motion fieldSurrogate signalsMotion correctionK-space dataImage qualityReal-time MR imagingSimultaneous PET/MRMotion artifact reductionPET/MR scanners
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