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Clinical Implementation of a LowDose 4D CT Acquisition Protocol

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Title: Clinical Implementation of a LowDose 4D CT Acquisition Protocol


1
Clinical Implementation of a Low-Dose 4D CT
Acquisition Protocol
  • L Xing, T Li, E Schreibmann, B Thorndyke, G
    Tillman, A Boyer, A Koong, K Goodman

Department of Radiation Oncology Stanford
University
2
Abstract
Four-dimensional (4D) CT scans, acquired
synchronously with a respiratory signal, provide
not only the 3D spatial information, but also
temporal changes of the anatomy as a function of
the respiratory phase during the imaging, and can
therefore be employed in 4D treatment planning to
explicitly account for the respiratory motion.
However, it usually delivers 1015 times more
radiation dose to the patient as compared to the
standard 3D CT, since multiple scans at each
couch position are required to obtain the
temporal information. In this work we propose a
statistic method to obtain high quality 4D CT
with low tube current, hence reducing the
radiation exposure of patients.
3
High Radiation Dose
  • Temporal information comes from the repeated
    scans of patients.
  • In a 4D acquisition, each slice is scanned for a
    complete respiration cycle, the radiation
    exposure is 1020 times higher than 3D CT.
  • Patient dose in conventional 3D CT 2 cGy for
    the chest or abdomen. In 4D acquisition, it could
    be up to 40 cGy in one chest exam.

4
Lower 4D CT Radiation Dose
  • We develop a novel method to enable the 4D scan
    to be performed at lower x-ray tube current
    without much loss of the image quality, hence
    reducing the patient radiation dose.

5
Major issue lower current causing more
statistical noise
100 mA 4D scan
10 mA 4D scan
Phase 0
Phase 20
Phase 40
Phase 60
Phase 80
6
Solution
  • If the object is stationary, each phase is then
    an independent repeated scan. Stacking them
    together by simple average will result in an
    improved image that is equivalent to a high-mA
    scan CT image.
  • (Ideally, image by averaging five 10-mA data is
    equivalent to a 50-mA scan)
  • When motion exists in the object, registration is
    needed to bring different phases to the same time
    point before stacking can be taken.

7
Deformable Registration
  • Checkerboard display of two superimposed images
    of the inhale and exhale phases

before registration
after registration
8
Registration Errors
  • Ideally, if the images are registered perfectly
    to one phase, then each of them can be considered
    a repeated scan for this phase. Therefore, it is
    natural to average them to get an improved image.
    In reality, simple averaging will often lead to
    blurring in the image, due to errors in
    registration, resulting in suboptimal solution.

9
Registration Errors
  • Ideally, if the images are registered perfectly
    to one phase, then each of them can be considered
    a repeated scan for this phase. Therefore, it is
    natural to average them to get an improved image.
    In reality, simple averaging will often lead to
    blurring in the image, due to errors in
    registration, resulting in suboptimal solution.

10
Statistic Stacking
  • We developed a statistic method to incorporate
    the available information into a penalized
    weighted least square (PWLS) objective function
    to achieve the optimal estimation of the true
    image at each phase (4D-PWLS method).

11
PWLS Solution
  • Iterative algorithm


The weights of temporal neighbors are
proportional to the normalized cross-correlation
12
Low-Dose 4D CT Results Phantom (1)
10 mA after processing
10 mA
100 mA
Phase 0
Phase 20
Phase 40
Phase 60
Phase 80
13
Low-Dose 4D CT Results Phantom (2)
10 mA after processing
10 mA
window width / level 200/80
window width/ level 1500/150
14
(No Transcript)
15
Low-Dose 4D CT Results Patient
  • End-inspiration phase
  • SNR increased 2.22 times.

Original
Processed
16
Low-Dose 4D CT Results Patient
  • End-expiration phase
  • SNR increased 2.07 times.

Original
Processed
17
Conclusions
  • A novel technique to reduce the radiation dose in
    4D CT has been developed.
  • Improvements in image quality have been observed
    in both phantom and patient studies.
  • The proposed method is being applied to 4D PET
    imaging and 4D treatment planning.

18
Acknowledgement This research is supported in
part by Varian Medical Systems, Department of
Defense (DAMD17-03-1-0023) and the National
Cancer Institute (1R01 CA98523-01).
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