grant
CT-Derived Functional Imaging for Predicting Disease Progression in COPD
Organization UNIVERSITY OF TEXAS AT AUSTINLocation AUSTIN, UNITED STATESPosted 1 Apr 2024Deadline 31 Mar 2028
NIHUS FederalResearch GrantFY2026AddressAdoptedAreaAtomic MedicineBloodBlood Reticuloendothelial SystemBlood VesselsBreathingCAT scanCOPDCT X RayCT XrayCT imagingCT scanCause of DeathChronic Obstruction Pulmonary DiseaseChronic Obstructive Lung DiseaseChronic Obstructive Pulmonary DiseaseClinicalComputed TomographyComputing MethodologiesConvNetDataDeteriorationDevelopmentDiscipline of Nuclear MedicineDiseaseDisease ProgressionDisorderE-learningEarly InterventionEconomic BurdenEmphysemaEventExhalationExhalingFEV1FEV1%VCForced Expiratory Volume 1 TestForced Expiratory Volume in 1 SecondForced Vital CapacityFunctional ImagingFutureGeneticGoalsHealthHealth StatusImageInhalationInhalingLabelLearningLevel of HealthLiteratureLobarLobeLocationLungLung Respiratory SystemMalignant Tumor of the LungMalignant neoplasm of lungMathMathematicsMeasuresMethodologyMethodsModelingMorbidityMorphologyMotionNuclear MedicineObservational StudyPFT/FEV1PatientsPerfusionPhysicsPhysiologicPhysiologic ImagingPhysiologicalPopulationPredicting RiskProcessPulmonary CancerPulmonary EmphysemaPulmonary Function Test/Forced Expiratory Volume 1Pulmonary malignant NeoplasmQOL improvementRadiology / Radiation Biology / Nuclear MedicineRecoveryReportingReproducibilityResearchResearch DesignRespiratory AspirationRespiratory ExpirationRespiratory InspirationScanningSchemeScoring MethodSeverity of illnessStagingStudy TypeTestingTomodensitometryTrainingTreatment EfficacyUnited StatesVariantVariationVital capacityX-Ray CAT ScanX-Ray Computed TomographyX-Ray Computerized TomographyXray CAT scanXray Computed TomographyXray computerized tomographyairflow limitationairflow obstructionairway limitationairway obstructioncatscanchronic obstructive pulmonary disorderclinical applicabilityclinical applicationclinical decision-makingcomputational methodologycomputational methodscomputed axial tomographycomputer based methodcomputer generatedcomputer methodscomputer tomographycomputer-assisted instructioncomputer-based educationcomputer-based instructioncomputer-based learningcomputer-based trainingcomputerized axial tomographycomputerized tomographycomputing methodconvolutional networkconvolutional neural netsconvolutional neural networkdata to traindataset to traindeath riskdeep learningdeep learning methoddeep learning strategydevelop softwaredeveloping computer softwaredevelopmentaldigital educationdigital learningdisease severityeLearningelectronic learningemphysematousforecasting riskgenetic epidemiologic studygenetic epidemiologyhealth levelheuristicsimage processingimage registrationimagingimaging Segmentationimaging approachimaging based approachimaging biomarkerimaging markerimaging-based biological markerimaging-based biomarkerimaging-based markerimprovedimprovements in QOLimprovements in quality of lifeindexinginspirationinternet-assisted educationinternet-based trainingintervention efficacylobeslongitudinal data setlongitudinal datasetlung cancerlung lobelung volumemachine learning based modelmachine learning based prediction modelmachine learning based predictive modelmachine learning modelmachine learning predictionmachine learning prediction modelmortalitymortality riskmultimedia learningnon-contrast CTnoncontrast CTnoncontrast computed tomographynovelobservational research studyobservational surveyobstructed airflowobstructed airwayon-line educationon-line learningonline educationonline learningperfusion imagingphenotypic dataphysical modelphysiological imagingpredict riskpredict riskspredicted riskpredicted riskspredicting riskspredictive riskpredicts riskprogression riskpulmonaryquality of life improvementquantitative imagingrespiratory airway obstructionrisk predictionrisk predictionssmall airways diseasesoftware developmentstudy designtechnology-enhanced learningtherapeutic efficacytherapy efficacytraining datatraining datasetsunsupervised learningunsupervised machine learningvascularventilationvirtual learningweb-based instructionweb-based training
Description preview
PROJECT SUMMARY
Chronic obstructive pulmonary disease (COPD) is the third leading cause of death in the United States, imposing
a significant economic burden due to its high morbidity and mortality. The Global Initiative for Chronic Obstructive
Lung Disease (GOLD) criteria is a universally accepted disease severity staging score. However, GOLD…
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