A Quality Control Program for Quantitative MRI Data Acquisition and Analysis in Multi-site Clinical Trials
A Quality Control Program for Quantitative MRI Data Acquisition and Analysis in Multi-site Clinical Trials
批准号:
10244956
负责人:
Todor Karaulanov
金额:
$47.29万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-09-20 至 2024-08-31
关键词:
AlgorithmsAmerican College of Radiology Imaging NetworkArtificial IntelligenceBreastBreast Magnetic Resonance ImagingBreast conservationClinical ManagementClinical TrialsComplementComputer softwareContrast MediaDataData AnalysesDetectionDevelopmentDiagnosticDiagnostic Neoplasm StagingDiffusionDigital Imaging and Communications in MedicineDiseaseDisease regressionEducational process of instructingElementsEnsureEvaluationEvidence based treatmentFatty acid glycerol estersGenesGoalsHeadHourImageImage AnalysisIn complete remissionIndividualInstitutesLeadLocationMagnetic Resonance ImagingMagnetismMalignant NeoplasmsManufacturer NameMapsMeasurementMeasuresMethodologyMethodsModificationMonitorMulti-Institutional Clinical TrialNoiseOperative Surgical ProceduresOutcomePathologicPatient-Focused OutcomesPatientsPerformancePhasePhysiciansPilot ProjectsPrecision Medicine InitiativePredispositionPrimary NeoplasmProceduresProcessProductionProtocol ComplianceProtocols documentationProtonsQuality ControlReadingRelaxationReportingReproducibilityScanningSignal TransductionSiteStandardizationSystemTechnologyTestingTimeTissuesTreatment EfficacyTumor VolumeUncertaintyVariantVendorWorkbasebreast imagingchemotherapycloud basedcomputer aided detectiondata acquisitiondeep learninghuman tissueimaging biomarkerimprovedin vivointelligent algorithminterestmalignant breast neoplasmnervous system disordernon-invasive monitornoveloperationprecision medicinepredictive markerprogramsprotocol developmentquality assurancequantitative imagingside effecttooltreatment responsetumor
中文摘要
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英文摘要
Project Summary/Abstract
There has been a shift to greater use of neadjuvant chemotherapy (NACT) in the clinical management of
cancer. Often used in breast cancer to provide systemic treatment for possible or apparent metastatic disease,
NACT also reduces the primary tumor size and facilitates breast conservation. Quantitative magnetic
resonance imaging (qMRI) is an effective diagnostic for monitoring tumor regression. There are many
methodologies being developed for monitoring cancer in vivo, including contrast agent washout, volumetry,
and more recently correlating apparent diffusion coefficients and proton relaxation times to tumor staging. Such
imaging biomarkers are predictive of the pathological complete response (pCR) outcome prior to surgery. This
enables physicians to provide “evidence based” treatment modifications to reduce deleterious side effects and
improve patient outcomes.
To obtain quantitative data from MR images, the variations that occur in imaging as a result of hardware and
software differences between MRI manufacturers and day-to-day operations must be quantified. In MRI, the
data depends on the protocols used to acquire the image, resulting in inconsistencies if even one parameter in
the protocol changes. The goal of the proposed work is to produce and develop and disseminate a ground
truth physical standard and quality control program for comparison of MRI scanners in the multisite I-SPY2
(ACRIN 6698) trials monitoring pre-operative chemotherapy treatments in the reduction of tumor size.
The physical standard is an anthropomorphic breast phantom capable of fitting into all commercial breast coils.
It contains novel human tissue mimics and geometric standards with values traceable to the National Institute
of Standards and Technology (NIST). Analysis software capable of protocol compliance checks, rapid
identification of the regions of interest, and comparison to ground truth values as measured by NIST will be
developed to complement the physical standard. This will enable qualification of sites and quantification of
error resulting from scanner performance alone. Given the wide breadth of parameter space that MRI protocols
encompass, part of the proposed effort will include the development of protocols specific to image acquisition
of tumor volumes and for measuring the apparent diffusion coefficient within the tumor volumes as compared
to surrounding healthy tissue.
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A Quality Control Program for Quantitative MRI Data Acquisition and Analysis in Multi-site Clinical Trials
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批准号:10018825
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项目类别:
-
资助金额:$18.34万
-
财政年份:2018
-
负责人:Todor Karaulanov
-
依托单位:
A Quality Control Program for Quantitative MRI Data Acquisition and Analysis in Multi-site Clinical Trials
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批准号:10007270
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项目类别:
-
资助金额:$84.37万
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财政年份:2018
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负责人:Todor Karaulanov
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依托单位:
海外基金