Purpose: Digital x-ray tomosynthesis (DTS) has the potential to provide 3D information about the knee joint in a load-bearing posture, which may improve diagnosis and monitoring of knee osteoarthritis compared with projection radiography, the current standard of care. Manually quantifying and visualizing the joint space width (JSW) from 3D tomosynthesis datasets may be challenging. This work developed a semiautomated algorithm for quantifying the 3D tibiofemoral JSW from reconstructed DTS images. The algorithm was validated through anthropomorphic phantom experiments and applied to three clinical datasets. Methods: A user-selected volume of interest within the reconstructed DTS volume was enhanced with 1D multiscale gradient kernels. The edge-enhanced volumes were divided by polarity into tibial and femoral edge maps and combined across kernel scales. A 2D connected components algorithm was performed to determine candidate tibial and femoral edges. A 2D joint space width map (JSW) was constructed to represent the 3D tibiofemoral joint space. To quantify the algorithm accuracy, an adjustable knee phantom was constructed, and eleven posterior-anterior (PA) and lateral DTS scans were acquired with the medial minimum JSW of the phantom set to 0-5 mm in 0.5 mm increments (VolumeRad (TM), GE Healthcare, Chalfont St. Giles, United Kingdom). The accuracy of the algorithm was quantified by comparing the minimum JSW in a region of interest in the medial compartment of the JSW map to the measured phantom setting for each trial. In addition, the algorithm was applied to DTS scans of a static knee phantom and the JSW map compared to values estimated from a manually segmented computed tomography (CT) dataset. The algorithm was also applied to three clinical DTS datasets of osteoarthritic patients. Results: The algorithm segmented the JSW and generated a JSW map for all phantom and clinical datasets. For the adjustable phantom, the estimated minimum JSW values were plotted against the measured values for all trials. A linear fit estimated a slope of 0.887 (R-2 = 0.962) and a mean error across all trials of 0.34 mm for the PA phantom data. The estimated minimum JSW values for the lateral adjustable phantom acquisitions were found to have low correlation to the measured values (R-2 = 0.377), with a mean error of 2.13 mm. The error in the lateral adjustable-phantom datasets appeared to be caused by artifacts due to unrealistic features in the phantom bones. JSW maps generated by DTS and CT varied by a mean of 0.6 mm and 0.8 mm across the knee joint, for PA and lateral scans. The tibial and femoral edges were successfully segmented and JSW maps determined for PA and lateral clinical DTS datasets. Conclusions: A semiautomated method is presented for quantifying the 3D joint space in a 2D JSW map using tomosynthesis images. The proposed algorithm quantified the JSW across the knee joint to sub-millimeter accuracy for PA tomosynthesis acquisitions. Overall, the results suggest that x-ray tomosynthesis may be beneficial for diagnosing and monitoring disease progression or treatment of osteoarthritis by providing quantitative images of JSW in the load-bearing knee. (C) 2011 American Association of Physicists in Medicine. [DOI: 10.1118/1.3662891]
机构:
Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Dobbins, James T.
McAdams, H. Page
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Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
McAdams, H. Page
Song, Jae-Woo
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Song, Jae-Woo
Li, Christina M.
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Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Li, Christina M.
Godfrey, Devon J.
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Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Biomed Engn, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Godfrey, Devon J.
DeLong, David M.
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Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
DeLong, David M.
Paik, Sang-Hyun
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Paik, Sang-Hyun
Martinez-Jimenez, Santiago
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
机构:
Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Durham, NC 27710 USA
Duke Univ, Dept Biomed Engn, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Dobbins, James T., III
McAdams, H. Page
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
McAdams, H. Page
Godfrey, Devon J.
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Duke Univ, Med Ctr, Dept Radiat Oncol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Godfrey, Devon J.
Li, Christina M.
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Duke Univ, Dept Biomed Engn, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
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Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA
Duryea, J
Dobbins, JT
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机构:Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA
Dobbins, JT
Lynch, JA
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机构:Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA
机构:
Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Dobbins, James T.
McAdams, H. Page
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Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
McAdams, H. Page
Song, Jae-Woo
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Song, Jae-Woo
Li, Christina M.
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Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Li, Christina M.
Godfrey, Devon J.
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h-index: 0
机构:
Duke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Biomed Engn, Durham, NC 27705 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Godfrey, Devon J.
DeLong, David M.
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h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
DeLong, David M.
Paik, Sang-Hyun
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机构:
Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
Paik, Sang-Hyun
Martinez-Jimenez, Santiago
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机构:
Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Duke Adv Imaging Labs, Dept Radiol, Durham, NC 27705 USA
机构:
Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Durham, NC 27710 USA
Duke Univ, Dept Biomed Engn, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Dobbins, James T., III
McAdams, H. Page
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h-index: 0
机构:
Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
McAdams, H. Page
Godfrey, Devon J.
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h-index: 0
机构:
Duke Univ, Med Ctr, Dept Radiat Oncol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
Godfrey, Devon J.
Li, Christina M.
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h-index: 0
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Duke Univ, Dept Biomed Engn, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USA
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Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA
Duryea, J
Dobbins, JT
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机构:Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA
Dobbins, JT
Lynch, JA
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机构:Univ Calif San Francisco, Dept Radiol, Osteoporosis & Arthrit Res Grp, San Francisco, CA 94143 USA