Academic Radiology
Volume 17, Issue 9 , Pages 1096-1102, September 2010

Mild Traumatic Brain Injury:

Tissue Texture Analysis Correlated to Neuropsychological and DTI Findings

  • Kirsi K. Holli, MSc

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Department of Biomedical Engineering, Tampere University of Technology, Tampere, Finland
    • Corresponding Author InformationAddress correspondence to: K.K.H.
  • ,
  • Minna Wäljas, MSc

      Affiliations

    • Department of Neurosurgery, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
  • ,
  • Lara Harrison, MD, MSc

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Department of Biomedical Engineering, Tampere University of Technology, Tampere, Finland
    • Tampere Medical School, Tampere, Finland
  • ,
  • Suvi Liimatainen, MD, PhD

      Affiliations

    • Department of Neurology and Rehabilitation, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Department of Emergency Medicine Acuta, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
  • ,
  • Tiina Luukkaala, MSc

      Affiliations

    • Science Center, Pirkanmaa Hospital District, Tampere, Finland
    • Tampere School of Public Health, University of Tampere, Tampere, Finland
  • ,
  • Pertti Ryymin, PhDlic

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
  • ,
  • Hannu Eskola, PhD

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Department of Biomedical Engineering, Tampere University of Technology, Tampere, Finland
  • ,
  • Seppo Soimakallio, MD, PhD

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Tampere Medical School, Tampere, Finland
  • ,
  • Juha Öhman, MD, PhD

      Affiliations

    • Department of Neurosurgery, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
  • ,
  • Prasun Dastidar, MD, PhD

      Affiliations

    • Medical Imaging Center, Post Box 2000, Tampere University Hospital, 33521 Tampere, Finland
    • Tampere Medical School, Tampere, Finland

Received 25 February 2010; accepted 12 April 2010. published online 07 June 2010.

Rationale and Objectives

The aim of this study was to evaluate whether texture analysis (TA) can detect subtle changes in cerebral tissue caused by mild traumatic brain injury (MTBI) and to determine whether these changes correlate with neuropsychological and diffusion tensor imaging (DTI) findings.

Materials and Methods

Forty-two patients with MTBIs were imaged using 1.5T magnetic resonance imaging within 3 weeks after head injury. TA was performed for the regions corresponding to the mesencephalon, centrum semiovale, and corpus callosum. Using DTI, the fractional anisotropic and apparent diffusion coefficient values for the same regions were evaluated. The same analyses were performed on a group of 10 healthy volunteers. Patients also underwent a battery of neurocognitive tests within 6 weeks after injury.

Results

TA revealed textural differences between the right and left hemispheres in patients with MTBIs, whereas differences were minimal in healthy controls. A significant correlation was found between scores on memory tests and texture parameters (sum of squares, sum entropy, inverse difference moment, and sum average) in patients in the area of the mesencephalon and the genu of the corpus callosum. Significant correlations were also found between texture parameters for the left mesencephalon and both fractional anisotropic and apparent diffusion coefficient values.

Conclusions

The data suggest that heterogeneous texture and abnormal DTI patterns in the area of the mesencephalon may be linked with verbal memory deficits among patients with MTBIs. Therefore, TA combined with DTI in patients with MTBIs may increase the ability to detect early and subtle neuropathologic changes.

Key Words: Mild traumatic brain injury, texture analysis, magnetic resonance imaging, diffusion tensor imaging

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 This study was supported by grants for research funding from the Pirkanmaa Hospital District, Tampere University Hospital (Tampere, Finland); the Jenny and Antti Wihuri Foundation (Helsinki, Finland); and the Instrumentarium Science Foundation (Helsinki, Finland)

PII: S1076-6332(10)00230-8

doi:10.1016/j.acra.2010.04.009

Academic Radiology
Volume 17, Issue 9 , Pages 1096-1102, September 2010