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Research ArticleAdult Brain
Open Access

MRI Texture Analysis Reveals Bulbar Abnormalities in Friedreich Ataxia

T.A. Santos, C.E.B. Maistro, C.B. Silva, M.S. Oliveira, M.C. França and G. Castellano
American Journal of Neuroradiology December 2015, 36 (12) 2214-2218; DOI: https://doi.org/10.3174/ajnr.A4455
T.A. Santos
aFrom the Neurophysics Group (T.A.S., C.E.B.M., M.S.O., G.C.), Gleb Wataghin Physics Institute
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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C.E.B. Maistro
aFrom the Neurophysics Group (T.A.S., C.E.B.M., M.S.O., G.C.), Gleb Wataghin Physics Institute
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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C.B. Silva
bDepartment of Neurology (C.B.S., M.C.F.), Medical Sciences School, University of Campinas, Brazil
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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M.S. Oliveira
aFrom the Neurophysics Group (T.A.S., C.E.B.M., M.S.O., G.C.), Gleb Wataghin Physics Institute
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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M.C. França Jr
bDepartment of Neurology (C.B.S., M.C.F.), Medical Sciences School, University of Campinas, Brazil
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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G. Castellano
aFrom the Neurophysics Group (T.A.S., C.E.B.M., M.S.O., G.C.), Gleb Wataghin Physics Institute
cBrazilian Institute of Neuroscience and Neurotechnology (BRAINN) (São Paulo Research Foundation) (T.A.S., C.E.B.M., C.B.S., M.S.O., M.C.F., G.C.), Campinas, São Paulo, Brazil.
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    Fig 1.

    Example of segmented ROIs in the center section of the MR imaging examination for a patient with FA. The region in red indicates the pons, and the region in green indicates the medulla oblongata.

Tables

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  • GLCM texture parameters, which were significantly different between patients with FA and controls for at least 1 comparison between groupsa

    GLCM Distance (pixel)ParameterGroup (Mean)Comparison (P Value, Bonferroni-Corrected, t Test)
    P1P2C1C2P1 × C1P1 × C2P2 × C1P2 × C2
    Medulla oblongata
        1Correlation0.27 ± 0.030.25 ± 0.050.45 ± 0.090.41 ± 0.10.000b.000b.000b.000b
        1Variance11.84 ± 3.3612.80 ± 4.1417.71 ± 5.1015.60 ± 4.83.008b.188.4131.00
        1Sum average86.25 ± 3.4586.18 ± 2.62110.75 ± 5.83103.48 ± 14.32.000b.002b.000b.002b
        1Sum variance32.55 ± 9.5234.61 ± 10.8650.24 ± 16.5243.56 ± 14.79.014b.103.4841.00
        1Entropy1.46 ± 0.151.47 ± 0.072.00 ± 0.081.86 ± 0.23.000b.000b.000b.000b
        1Sum entropy0.98 ± 0.080.99 ± 0.041.36 ± 0.061.25 ± 0.17.000b.000b.000b.000b
        1Difference entropy0.71 ± 0.040.72 ± 0.040.93 ± 0.050.86 ± 0.11.000b.000b.000b.002b
        1Homogeneity0.21 ± 0.050.20 ± 0.020.27 ± 0.030.27 ± 0.04.004b.165.000b.000b
        2Correlation0.05 ± 0.050.04 ± 0.060.18 ± 0.080.17 ± 0.10.000b.001b.000b.002b
        3Correlation0.04 ± 0.050.02 ± 0.050.13 ± 0.070.14 ± 0.08.002b.004b.000b.000b
        4Correlation−0.01 ± 0.04−0.03 ± 0.050.08 ± 0.070.08 ± 0.08.004b.013b.000b.001b
        5Correlation−0.02 ± 0.03−0.03 ± 0.050.06 ± 0.070.05 ± 0.07.006b.055.008b.049b
    Pons
        1Difference variance7.27 ± 2.247.56 ± 1.895.58 ± 1.455.38 ± 1.11.490.142.125.034b
    • ↵a Both patient acquisitions were compared with both control acquisitions.

    • ↵b Significant.

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American Journal of Neuroradiology: 36 (12)
American Journal of Neuroradiology
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T.A. Santos, C.E.B. Maistro, C.B. Silva, M.S. Oliveira, M.C. França, G. Castellano
MRI Texture Analysis Reveals Bulbar Abnormalities in Friedreich Ataxia
American Journal of Neuroradiology Dec 2015, 36 (12) 2214-2218; DOI: 10.3174/ajnr.A4455

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MRI Texture Analysis Reveals Bulbar Abnormalities in Friedreich Ataxia
T.A. Santos, C.E.B. Maistro, C.B. Silva, M.S. Oliveira, M.C. França, G. Castellano
American Journal of Neuroradiology Dec 2015, 36 (12) 2214-2218; DOI: 10.3174/ajnr.A4455
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