Developing informatics tools for optimized MRS for brain cancer research
Developing informatics tools for optimized MRS for brain cancer research
批准号:
10700005
负责人:
MALGORZATA MARJANSKA
金额:
$37.76万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-09-07 至 2025-08-31
关键词:
19q3-DimensionalAdoptionAdultAnatomyAutomationBackBiological MarkersBody partBrain NeoplasmsCalibrationCholineChromosomal LossClinicalClinical ResearchCommunitiesComputer softwareCystathionineDataData AnalysesData SetExhibitsGliomaIsocitrate DehydrogenaseJudgmentLesionMagnetic Resonance ImagingMagnetic Resonance SpectroscopyMalignant NeoplasmsMalignant neoplasm of brainMeasurementMeasuresMetabolicMethodsMolecularMonitorMorphologic artifactsMulti-Institutional Clinical TrialMutationNormal tissue morphologyPathologicPatient CarePatientsPerformancePhenotypePhospholipid MetabolismPhysiologic pulsePositioning AttributeProceduresResearchResearch PersonnelResearch Project GrantsScanningSiteSourceSpectrum AnalysisSystemTechnical ExpertiseTechniquesTimeTrainingVendorWateranticancer researcharmautomated analysisbody systemcancer therapyclinical practiceclinical research sitedata acquisitiondeep neural networkheuristicsimage guidedimprovedinformatics toolinterestnovelopen sourceopen source toolpreventskillstooltranslational barriertransmission processtreatment responsetumortumor progression
中文摘要
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英文摘要
PROJECT SUMMARY/ABSTRACT
This project proposes to develop methods for automated, real-time, single-voxel magnetic resonance
spectroscopy (MRS) in brain tumors, integrate these methods with a clinical MRI system, evaluate their
performance, and distribute them as open-source tools to the research community. MRS can provide metabolic
information noninvasively for assessment of tumor phenotype and therapeutic response. Single-voxel MRS
methods provide the best quality and most reliable data, but require the scanner operator to have a high skill
level and expertise to produce good quality results. The need for this expert involvement in both acquisition
and processing remains a critical barrier to the translation of MRS methods to clinical research sites without
spectroscopy experts and to clinical practice. The first part of this project is to develop a method for 3D voxel
placement using image guidance, integrate this method with a clinical MR system, and evaluate its
performance. In the second part, we will automate our advanced MRS methods. In the third part, we will create
real-time, automatic quantification tool specific to the obtained MRS data that will provide clinically interpretable
results. We identified collaborators, the brain cancer researchers and clinicians, who will be early adopters and
beta-testers of our tools. Successful completion of this project will improve data robustness and quality,
eliminating the need for the expert interaction at the time of the scan and enabling adoption of MRS in multi-
site clinical trials and clinical practice.
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会议论文
Full-stack automation for reliable and reproducible MRS of brain cancer
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批准号:10632895
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项目类别:
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负责人:MALGORZATA MARJANSKA
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依托单位:
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依托单位:
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财政年份:2007
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财政年份:2007
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财政年份:2005
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负责人:MALGORZATA MARJANSKA
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依托单位:
UNCOVERING HIDDEN IN VIVO RESONANCES USING EDITING BASED
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财政年份:2005
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负责人:MALGORZATA MARJANSKA
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依托单位:
海外基金