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DESCRIPTION (provided by applicant): A new treatment appears hopeful for the most severe form of brain cancer, glioblastoma. Monitoring these antiangiogenic therapies mechanistically would greatly aid our understanding of how they might best be used in patients, and recent data suggest that measurement of brain perfusion with MRI using gadolinium-based approaches could be very useful, particularly as an imaging biomarker. However, no single methodology for acquisition or analysis has been tested in at variable field strengths or across vendor platforms. We propose to develop acquisition and analysis methods that will be compatible across field strengths and vendor platforms and quantify the differences in acquisition and analysis. We will first study volunteers to understand the on-site manufacturer and field strength variability. We will then study patients with newly diagnosed glioblastoma who are undergoing treatment with anti-angiogenic agents. It is expected that such an approach will improve the reliability of perfusion MRI as a potential imaging biomarker, and pave the way for a large-scale, multi-center trial that could standardize the implementation of perfusion MRI in measuring tumor response to anti-angiogenic therapies. PUBLIC HEALTH RELEVANCE: Perfusion MRI is a technique that may improve our ability to provide an accurate diagnosis and prognosis as well as potentially guide treatment choices for both newly diagnosed and recurrent brain tumors. Our proposed research will help establish a common, standardized approach to acquisition and analysis of perfusion MRI data across different MRI machines with a goal of minimizing variations across machines. This will enable this technique to become more widely available and more appropriately establish its benefit to patients.
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New treatment monitoring biomarkers for brain tumors using multiparametric MRI with machine learning
  • 批准号:
    10595516
  • 项目类别:
  • 资助金额:
    $53.39万
  • 财政年份:
    2021
  • 负责人:
    KATHLEEN Marie SCHMAINDA
  • 依托单位:
New treatment monitoring biomarkers for brain tumors using multiparametric MRI with machine learning
  • 批准号:
    10220248
  • 项目类别:
  • 资助金额:
    $54.77万
  • 财政年份:
    2021
  • 负责人:
    KATHLEEN Marie SCHMAINDA
  • 依托单位:
New treatment monitoring biomarkers for brain tumors using multiparametric MRI with machine learning
  • 批准号:
    10392483
  • 项目类别:
  • 资助金额:
    $52.63万
  • 财政年份:
    2021
  • 负责人:
    KATHLEEN Marie SCHMAINDA
  • 依托单位:
Quantitative (Perfusion and Diffusion) MRI Biomarkers to Measure Glioma Response
  • 批准号:
    9212106
  • 项目类别:
  • 资助金额:
    $42.2万
  • 财政年份:
    2014
  • 负责人:
    KATHLEEN Marie SCHMAINDA
  • 依托单位:
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