• DocumentCode
    2719771
  • Title

    Contrast mapping and statistical testing for low-grade glioma growth quantification on brain MRI

  • Author

    Angelini, Elsa D. ; Delon, Julie ; Capelle, Laurent ; Mandonnet, Emmanuel

  • Author_Institution
    Inst. Telecom, Telecom ParisTech, Paris, France
  • fYear
    2010
  • fDate
    14-17 April 2010
  • Firstpage
    872
  • Lastpage
    875
  • Abstract
    A statistical differential analysis framework of longitudinal MRI volumes is proposed, based on difference maps after non-linear contrast midway mapping, to quantify tumor growth. This mapping was used to normalize MRI scans to a common range of values, and was adapted in this work to handle multiplicative MRI inhomogeneity fields. This lead to two direct applications: (1) change detection from a statistical test on differences in midway-mapped MRI data, and (2) tumoral growth quantification. A clinical evaluation was performed on 32 clinical cases with low-grade glioma, screened with two FLAIR MRI scans, several months apart. Three growth indices (volume, maximum radius and spherical radius) were measured and evaluated in terms of accuracy, comparing to manual tracing. Millimetric growth estimation precision was achieved with the proposed method for the spherical radius growth index.
  • Keywords
    biomedical MRI; medical image processing; statistical analysis; tumours; FLAIR MRI scan; brain MRI; change detection; contrast mapping; difference map; low grade glioma growth quantification; millimetric growth estimation precision; statistical differential analysis; statistical testing; tumor growth; Histograms; Image segmentation; Magnetic resonance imaging; Neoplasms; Noise level; Performance evaluation; Statistical analysis; Telecommunications; Testing; Volume measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
  • Conference_Location
    Rotterdam
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4125-9
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2010.5490125
  • Filename
    5490125