grant

Robust and Interpretable Multi-modal AI/ML for Precision Medicine

Organization UNIV OF NORTH CAROLINA CHAPEL HILLLocation CHAPEL HILL, UNITED STATESPosted 11 Aug 2025Deadline 30 Jun 2029
NIHUS FederalResearch GrantFY2025AD dementiaAccelerationAddressAlzheimer Type DementiaAlzheimer disease dementiaAlzheimer sclerosisAlzheimer syndromeAlzheimer'sAlzheimer's DiseaseAlzheimer's biomarkerAlzheimer's disease biological markerAlzheimers DementiaAlzheimer’s biological markerAlzheimer’s disease biomarkerArchitectureBig DataBigDataBiomedical ResearchBlack BoxBreastCancersClassificationClinicalCognitiveCollaborationsComplexComputer ModelsComputer Software ToolsComputerized ModelsDataData AnalysesData AnalysisData SetData SourcesDevelopmentDiagnosisDiseaseDisorderEngineering / ArchitectureEnvironmentEquityEventFaceGene ExpressionGeneticGenomicsGoalsGraphHealthHealth CareHeterogeneityHistologyHistoryImageKnowledgeMR ImagingMR TomographyMRIMRIsMagnetic Resonance ImagingMalignant NeoplasmsMalignant TumorMedical ImagingMedical Imaging, Magnetic Resonance / Nuclear Magnetic ResonanceMedicineMethodologyMethodsModalityModelingMolecularMultimodal MLMultimodal machine learningNMR ImagingNMR TomographyNatureNerve CellsNerve UnitNeural CellNeurocyteNeuronsNoiseNuclear Magnetic Resonance ImagingOrganism-Level ProcessOrganismal ProcessOutcomePETPET ScanPET imagingPETSCANPETTPatientsPerformancePhysiologicPhysiologic ProcessesPhysiologicalPhysiological ProcessesPoliciesPositron Emission Tomography Medical ImagingPositron Emission Tomography ScanPositron-Emission TomographyPredicting RiskPrimary Senile Degenerative DementiaRad.-PETRecording of previous eventsResearchResolutionRetrievalRouteSchemeSiteSoftware ToolsSourceStandardizationStructureSystemSystematicsTCGATechniquesTestingTextThe Cancer Genome AtlasTherapeuticTrainingValidationZeugmatographycomplex datacomputational modelingcomputational modelscomputer based modelscomputerized modelingcopingdata diversitydata heterogeneitydata imputationdata integrationdata interpretationdata modalitiesdata set heterogeneitydataset heterogeneityde-noisingdenoisingdesigndesigningdevelopmentaldiverse dataexperimentexperimental researchexperimental studyexperimentsexplainable AIexplainable artificial intelligencefacesfacialflexibilityflexibleforecasting riskgenomic datagenomic datasetgenomic profilesheterogeneous dataheterogeneous data setsheterogeneous datasetsheterogenous dataheterogenous data setsheterogenous datasetshigh dimensionalityhistoriesimage visualizationimagingimprovedimputation methodindexinginnovateinnovationinnovativeinsightinterpretable AIinterpretable artificial intelligencemalignancymulti-modal datamulti-modal datasetsmulti-modalitymultimodal datamultimodal data fusionmultimodal datasetsmultimodal fusionmultimodal learningmultimodal modelingmultimodalitymultiomicsmultiple omicsneglectneoplasm/cancernetwork architectureneuronalnovelpanomicspatch sequencingpatch-seqpatchseqpositron emission tomographic (PET) imagingpositron emission tomographic imagingpositron emitting tomographyprecision medicineprecision-based medicinepredict riskpredict riskspredicted riskpredicted riskspredicting riskspredictive riskpredicts riskprimary degenerative dementiaresearch studyresolutionsrisk predictionrisk predictionsscreeningscreeningssenile dementia of the Alzheimer typesoftware toolkitstructured datatherapy optimizationtimelinetooltreatment optimizationunstructured clinical datavalidations
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Project Summary
Biomedical research increasingly leverages multi-modal data, including genomic, multi-omics, medical
imaging, and clinical narratives, to advance precision medicine. The integration of these diverse data types is
significant because it enables a comprehensive understanding of complex diseases, such as cancer and
Alzheimer's…

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Robust and Interpretable Multi-modal AI/ML for Precision Medicine — UNIV OF NORTH CAROLINA CHAPEL HILL | UNITED STATES | | Dev Procure