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Research ArticleClinical Investigation

Comparison of Multiple Segmentation Methods for Volumetric Delineation of Primary Prostate Cancer with Prostate-Specific Membrane Antigen–Targeted 18F-DCFPyL PET/CT

Felicia Wang, Chen Liu, Igor Vidal, Margarita Mana-Ay, Andrew F. Voter, Lilja B. Solnes, Ashley E. Ross, Andrei Gafita, Edward M. Schaeffer, Trinity J. Bivalacqua, Kenneth J. Pienta, Martin G. Pomper, Martin A. Lodge, Daniel Y. Song, Jorge D. Oldan, Mohamad E. Allaf, Angelo M. De Marzo, Sara Sheikhbahaei, Michael A. Gorin and Steven P. Rowe
Journal of Nuclear Medicine January 2024, 65 (1) 87-93; DOI: https://doi.org/10.2967/jnumed.123.266005
Felicia Wang
1School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Chen Liu
2Key Laboratory of Carcinogenesis and Translational Research, Ministry of Education, Beijing, China;
3Department of Nuclear Medicine, Peking University Cancer Hospital and Institute, Beijing, China;
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Igor Vidal
4Department of Pathology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Margarita Mana-Ay
5Northwestern Medicine, Chicago, Illinois;
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Andrew F. Voter
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Lilja B. Solnes
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Ashley E. Ross
9Department of Urology, Feinberg School of Medicine, Northwestern Medicine, Chicago, Illinois;
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Andrei Gafita
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Edward M. Schaeffer
9Department of Urology, Feinberg School of Medicine, Northwestern Medicine, Chicago, Illinois;
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Trinity J. Bivalacqua
10Division of Urology, Perelman Center for Advanced Medicine, University of Pennsylvania, Philadelphia, Pennsylvania;
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Kenneth J. Pienta
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Martin G. Pomper
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Martin A. Lodge
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Daniel Y. Song
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
11Department of Radiation Oncology and Molecular Radiation Science, Sidney Kimmel Comprehensive Center, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Jorge D. Oldan
12Molecular Imaging and Therapeutics, University of North Carolina, Chapel Hill, North Carolina; and
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Mohamad E. Allaf
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Angelo M. De Marzo
4Department of Pathology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
7Brady Urological Institute, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
8Department of Urology, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Sara Sheikhbahaei
6Russell H. Morgan Department of Radiology and Radiological Science, School of Medicine, Johns Hopkins University, Baltimore, Maryland;
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Michael A. Gorin
13Milton and Carroll Petrie Department of Urology, Icahn School of Medicine at Mount Sinai, New York, New York
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Steven P. Rowe
12Molecular Imaging and Therapeutics, University of North Carolina, Chapel Hill, North Carolina; and
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  • FIGURE 1.
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    FIGURE 1.

    (A) Series of transparency tracings of histologic sections of prostate gland (blue outline) and tumor (red outline) from 1 patient in this study. Contours were drawn by hand from original histologic slides stained with hematoxylin and eosin. (B) Corresponding transparency tracings that have been transferred to 1-mm graph paper, with tumor demarcated by small black marks in each 1-mm square that corresponded to presence of tumor. Text is mirrored, because images were flipped to correspond to standard imaging display. Individual squares were determined by interpreting pathologist and confirmed by another pathologist. (C) Axial 18F-DCFPyL PET/CT representative images from same patient. High uptake in right-sided dominant tumor nodule in prostate, extending from base to apex, is similar to pathologic results. PET images were selected to show overall extent of abnormal uptake but do not specifically correspond in slice-dependent manner with histopathologic slides.

  • FIGURE 2.
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    FIGURE 2.

    Box plot of absolute differences between PET-derived tumor volume and TV-Histo across segmentation methods. Asterisk represents extreme values; circles are outlier values.

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    FIGURE 3.

    Box plot of relative differences between PET-derived tumor volume and TV-Histo across segmentation methods. Asterisks represent extreme values; circles are outlier values.

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    TABLE 1.

    Summary Patient Demographics

    CharacteristicData
    Age (y)61 (54.5–67)
    PSA (ng/mL)9.3 (5.7–19.7)
    Gleason score
     77 (28%)
     82 (8%)
     916 (64%)
    Staging
     pT2N03
     pT3aN010
     pT3aN15
     pT3bN05
     pT3bN12
    Race
     White18 (72%)
     African American5 (20%)
     Other2 (8%)
    Surgical margin
     Positive8 (32%)
     Negative17 (68%)
    Extraprostatic invasion
     Positive20 (80%)
     Negative5 (20%)
    Seminal vesicle invasion
     Positive7 (28%)
     Negative18 (72%)
    TV-Histo (cm3)2.03 (1.16–3.36)
    Prostate weight (g)40 (33.84–51.3)
    Prostate
     SUVmax2.07 (1.77–2.72)
     SUVmean1.65 (1.33–2.09)
     SUVpeak1.90 (1.64–2.38)
    Tumor
     SUVmax9.84 (6.62–22.61)
     SUVpeak7.10 (4.61–14.97)
    • PSA = prostate-specific antigen.

    • Continuous data are median and IQR, and categoric data are frequency (as number of patients) and percentage.

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    TABLE 2.

    Absolute and Relative Percentage Difference of PET-Derived Tumor Volume with Pathology Across Segmentation Methods

    Segmentation methodThresholdAbsolute differenceRelative difference (%)P
    SUVmaxSUV30%4.14 (0.92 to 13.50)142 (48 to 735)<0.001
    SUV40%0.3 (−0.48 to +3.46)40 (−24 to +257)0.09
    SUV50%−0.3 (−1.04 to +0.92)−25 (−60 to +78)0.53
    SUV60%−0.9 (−1.71 to −0.16)−57 (−73 to −4)<0.001
    SUV70%−1.43 (−2.55 to +0.55)−78 (−85 to −60)<0.001
    AdaptiveA30%2.14 (0.46 to 5.2)61.8 (0.41 to 419.7)0.001
    A40%0.19 (−0.71 to +2.01)7.6 (−30.4 to +164.5)0.23
    A50%−0.49 (−1.23 to +0.61)−28.3 (−61.2 to −35.6)0.056
    A60%−1.18 (−2.17 to −0.49)−61.1 (−76.5 to −32.1)<0.001
    A70%−1.64 (−2.69 to −1.64)−78 (−89.3 to −72.6)<0.001
    Manual2.49 (0.42 to 4.11)130 (25 to 216)
    • Data are median followed by IQR in parentheses.

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    TABLE 3.

    Comparison of Histopathologic and PET-Derived TPRs Across Segmentation Methods

    Derivation methodSegmentation methodThresholdTPRP
    Histopathologic0.04 (0.02–0.09)
    PETSUVmaxSUV30%0.21 (0.25–0.09)<0.001
    SUV40%0.07 (0.04–0.17)0.08
    SUV50%0.03 (0.02–0.08)0.40
    SUV60%0.02 (0.01–0.04)<0.001
    SUV70%0.01 (0.01–0.02)<0.001
    AdaptiveA30%0.11 (0.06–0.19)0.002
    A40%0.06 (0.03–0.11)0.29
    A50%0.03 (0.02–0.05)0.045
    A60%0.02 (0.01–0.03)<0.001
    A70%0.01 (0.00–0.01)<0.001
    Manual0.08 (0.04–0.20)<0.001
    • TPR data are median followed by IQR in parentheses.

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Journal of Nuclear Medicine: 65 (1)
Journal of Nuclear Medicine
Vol. 65, Issue 1
January 1, 2024
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Comparison of Multiple Segmentation Methods for Volumetric Delineation of Primary Prostate Cancer with Prostate-Specific Membrane Antigen–Targeted 18F-DCFPyL PET/CT
Felicia Wang, Chen Liu, Igor Vidal, Margarita Mana-Ay, Andrew F. Voter, Lilja B. Solnes, Ashley E. Ross, Andrei Gafita, Edward M. Schaeffer, Trinity J. Bivalacqua, Kenneth J. Pienta, Martin G. Pomper, Martin A. Lodge, Daniel Y. Song, Jorge D. Oldan, Mohamad E. Allaf, Angelo M. De Marzo, Sara Sheikhbahaei, Michael A. Gorin, Steven P. Rowe
Journal of Nuclear Medicine Jan 2024, 65 (1) 87-93; DOI: 10.2967/jnumed.123.266005

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Comparison of Multiple Segmentation Methods for Volumetric Delineation of Primary Prostate Cancer with Prostate-Specific Membrane Antigen–Targeted 18F-DCFPyL PET/CT
Felicia Wang, Chen Liu, Igor Vidal, Margarita Mana-Ay, Andrew F. Voter, Lilja B. Solnes, Ashley E. Ross, Andrei Gafita, Edward M. Schaeffer, Trinity J. Bivalacqua, Kenneth J. Pienta, Martin G. Pomper, Martin A. Lodge, Daniel Y. Song, Jorge D. Oldan, Mohamad E. Allaf, Angelo M. De Marzo, Sara Sheikhbahaei, Michael A. Gorin, Steven P. Rowe
Journal of Nuclear Medicine Jan 2024, 65 (1) 87-93; DOI: 10.2967/jnumed.123.266005
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