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Research ArticleImaging

Pilot Study: Texture Analysis of PET Imaging Demonstrates Changes in 18F-FDG Uptake of the Brain After Prophylactic Cranial Irradiation

David M. Sawyer, Travis W. Sawyer, Naghmehossadat Eshghi, Charles Hsu, Russell J. Hamilton, Linda L. Garland and Phillip H. Kuo
Journal of Nuclear Medicine Technology March 2021, 49 (1) 34-38; DOI: https://doi.org/10.2967/jnmt.120.248393
David M. Sawyer
1Department of Medical Imaging, University of Arizona, Tucson, Arizona
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Travis W. Sawyer
2College of Optical Sciences, University of Arizona, Tucson, Arizona
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Naghmehossadat Eshghi
1Department of Medical Imaging, University of Arizona, Tucson, Arizona
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Charles Hsu
3Department of Radiation Oncology, University of Arizona, Tucson, Arizona
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Russell J. Hamilton
3Department of Radiation Oncology, University of Arizona, Tucson, Arizona
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Linda L. Garland
4Department of Medicine, University of Arizona; University of Arizona Cancer Center, Tucson, Arizona; and
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Phillip H. Kuo
1Department of Medical Imaging, University of Arizona, Tucson, Arizona
4Department of Medicine, University of Arizona; University of Arizona Cancer Center, Tucson, Arizona; and
5Department of Biomedical Engineering, University of Arizona, Tucson, Arizona
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Article Figures & Data

Tables

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    TABLE 1

    Texture Analysis of Whole-Brain–Segmented 18F-FDG PET Datasets

    Texture featureP
    Angular second moment0.100
    Contrast0.043
    Correlation0.992
    Sum of squares: variance0.035
    Inverse difference moment0.168
    Sum average0.963
    Sum variance0.042
    Sum entropy0.396
    Entropy0.229
    Difference variance0.233
    Difference entropy0.039
    Information on measurement of correlation 10.239
    Information on measurement of correlation 20.247
    • P values refer to probability of statistically significant difference in each texture feature, when comparing pre- and post-PCI image sets.

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    TABLE 2

    Texture Analysis of Regionally Segmented Datasets

    Texture featureR frontalR parietalR temporalL frontalL parietalL temporal
    Angular second moment0.2920.2120.1730.4490.1760.335
    Contrast0.7200.7570.4720.8330.6370.763
    Correlation0.8210.2320.5570.9840.6090.989
    Sum of squares: variance0.6510.6300.4830.8500.3840.740
    Inverse difference moment0.2140.4000.4300.9220.3320.328
    Sum average0.1330.0100.8920.2210.0470.501
    Sum variance0.6180.4160.5570.8840.3510.760
    Sum entropy0.4780.2050.5760.8460.7440.296
    Entropy0.3220.2720.1970.4510.1450.254
    Difference variance0.2860.2380.8420.8520.5500.351
    Difference entropy0.4520.4370.7900.9530.7850.574
    Information on measurement of correlation 10.4650.4480.7900.4780.1380.409
    Information on measurement of correlation 20.9210.9800.0610.4970.0340.109
    • Values refer to probability of statistically significant difference in each texture feature (P value), when comparing pre- and post-PCI image sets.

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    TABLE 3

    Relevant GLCM Texture Features, Originally Described by Haralick et al. (10)

    Feature nameFormula
    ContrastEmbedded Image
    Sum of squares: varianceEmbedded Image
    Sum varianceEmbedded Image
    Difference entropyEmbedded Image
    • Embedded Imageθ) corresponds to entry in GLCM, designating probability of pixel with gray-level of i being distance d pixels away from neighboring pixel with gray-level of j in θ direction. In this study, we fixed d at 1 pixel and averaged over available directions for θ. Ng represents number of gray levels. x and y are row and column indices of GLCM, and Embedded Imageis probability of 2 indices summing to Embedded Image, whereas Embedded Imageis probability that difference 2 indices is Embedded Image; μ is mean of p.

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Journal of Nuclear Medicine Technology: 49 (1)
Journal of Nuclear Medicine Technology
Vol. 49, Issue 1
March 1, 2021
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Pilot Study: Texture Analysis of PET Imaging Demonstrates Changes in 18F-FDG Uptake of the Brain After Prophylactic Cranial Irradiation
David M. Sawyer, Travis W. Sawyer, Naghmehossadat Eshghi, Charles Hsu, Russell J. Hamilton, Linda L. Garland, Phillip H. Kuo
Journal of Nuclear Medicine Technology Mar 2021, 49 (1) 34-38; DOI: 10.2967/jnmt.120.248393
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Keywords

  • texture analysis
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  • prophylactic cranial irradiation
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Pilot Study: Texture Analysis of PET Imaging Demonstrates Changes in 18F-FDG Uptake of the Brain After Prophylactic Cranial Irradiation
David M. Sawyer, Travis W. Sawyer, Naghmehossadat Eshghi, Charles Hsu, Russell J. Hamilton, Linda L. Garland, Phillip H. Kuo
Journal of Nuclear Medicine Technology Mar 2021, 49 (1) 34-38; DOI: 10.2967/jnmt.120.248393

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