Generating an estimate of patient radiation dose from medical imaging scans
Patient radiation exposure during computerized tomography (CT) scans is estimated. More specifically, efficient approaches for generating a suitable patient model which may be used for estimating the radiation dose absorbed by a patient receiving a CT scan, for estimating a patient dose by interpolating the results of multiple simulations, and for a service provider to host a dose estimation service made available to multiple CT scan providers.
1. A computer-implemented method for determining an estimate of radiation dose absorbed by an individual in receiving an imaging scan, the method comprising:
receiving a set of parameters describing the imaging scan and an image scanning apparatus being used to perform the imaging scan;
receiving a deformed imaging phantom corresponding to the individual;
evaluating a plurality of previously completed simulations estimating radiation dose absorption;
upon determining, based on the evaluation, that two or more of the plurality of previously completed simulations match the received set of parameters and the received deformed imaging phantom within a specified tolerance measure, interpolating the estimates of radiation dose in the two or more simulations to determine the estimate of radiation dose absorbed by the individual in receiving the imaging scan; and
upon determining, based on the evaluation, that the plurality of simulations do not include at least two simulations matching the received set of parameters and the received deformed imaging phantom within the specified tolerance measure:
performing a simulation of the imaging scan using the received deformed imaging phantom and the received set of parameters;
estimating, based on the simulation, amounts of radiation absorbed by the individual as a result of performing the imaging scan; and
adding the performed simulation to the plurality of simulations.
2. The method of claim 1 , wherein the imaging scan is a computerized tomography (CT) scan.
3. The method of claim 1 , wherein the interpolation is a multivariate scatter interpolation.
4. The method of claim 1 , wherein the simulation is a Monte Carlo simulation.
5. The method of claim 1 , wherein the received deformed imaging phantom is selected based on an age and a gender of the individual.
6. The method of claim 5 , wherein the received deformed imaging phantom is deformed by determining, via an image registration process, a transformation between at least one localizer image associated with an initial imaging phantom and at least one scout image of the individual.
7. The method of claim 5 , wherein the received deformed imaging phantom is deformed by:
segmenting a reference CT scan associated with the individual to identify a three-dimensional (3D) position of a plurality of anatomical landmarks of the individual present in the reference CT scan;
matching one or more of the identified anatomical landmarks in the segmented reference CT scan to corresponding anatomical landmarks in an initial imaging phantom;
determining a three dimensional (3D) displacement map from the matched anatomical landmarks;
voxelizing the initial imaging phantom; and
transforming the voxelized imaging phantom to match the displacement map.
8. A non-transitory computer-readable storage medium storing one or more application programs, which, when executed by a processor performs an operation for determining an estimate of radiation dose absorbed by an individual in receiving an imaging scan, the operation comprising:
receiving a set of parameters describing the imaging scan and an image scanning apparatus being used to perform the imaging scan;
receiving a deformed imaging phantom corresponding to the individual;
evaluating a plurality of previously completed simulations estimating radiation dose absorption;
upon determining, based on the evaluation, that two or more of the plurality of previously completed simulations match the received set of parameters and the received deformed imaging phantom within a specified tolerance measure, interpolating the estimates of radiation dose in the two or more simulations to determine the estimate of radiation dose absorbed by the individual in receiving the imaging scan; and
upon determining, based on the evaluation, that the plurality of simulations do not include at least two simulations matching the received set of parameters and the received deformed imaging phantom within the specified tolerance measure:
performing a simulation of the imaging scan using the received deformed imaging phantom and the received set of parameters;
estimating, based on the simulation, amounts of radiation absorbed by the individual as a result of performing the imaging scan; and
adding the performed simulation to the plurality of simulations.
9. The computer-readable storage medium of claim 8 , wherein the imaging scan is a computerized tomography (CT) scan.
10. The computer-readable storage medium of claim 8 , wherein the interpolation is a multivariate scatter interpolation.
11. The computer-readable storage medium of claim 8 , wherein the simulation is a Monte Carlo simulation.
12. The computer-readable storage medium of claim 8 , wherein the received deformed imaging phantom is selected based on an age and a gender of the individual.
13. The computer-readable storage medium of claim 12 , wherein the received deformed imaging phantom is deformed by determining, via an image registration process, a transformation between at least one localizer image associated with an initial imaging phantom and at least one scout image of the individual.
14. The computer-readable storage medium of claim 12 , wherein the received deformed imaging phantom is deformed by:
segmenting a reference CT scan associated with the individual to identify a three-dimensional (3D) position of a plurality of anatomical landmarks of the individual present in the reference CT scan;
matching one or more of the identified anatomical landmarks in the segmented reference CT scan to corresponding anatomical landmarks in an initial imaging phantom;
determining a three dimensional (3D) displacement map from the matched anatomical landmarks;
voxelizing the initial imaging phantom; and
transforming the voxelized imaging phantom to match the displacement map.
15. A system, comprising:
a processor; and
a memory storing an application program configured to perform an operation for determining an estimate of radiation dose absorbed by an individual in receiving an imaging scan, the operation comprising:
receiving a set of parameters describing the imaging scan and an image scanning apparatus being used to perform the imaging scan,
receiving a deformed imaging phantom corresponding to the individual,
evaluating a plurality of previously completed simulations estimating radiation dose absorption,
upon determining, based on the evaluation, that two or more of the plurality of previously completed simulations match the received set of parameters and the received deformed imaging phantom within a specified tolerance measure, interpolating the estimates of radiation dose in the two or more simulations to determine the estimate of radiation dose absorbed by the individual in receiving the imaging scan, and
upon determining, based on evaluation, that the plurality of simulations do not include at least two simulations matching the received set of parameters and the received deformed imaging phantom within the specified tolerance measure:
performing a simulation of the imaging scan using the received deformed imaging phantom and the received set of parameters;
estimating, based on the simulation, amounts of radiation absorbed by the individual as a result of performing the imaging scan; and
adding the performed simulation to the plurality of simulations.
16. The system of claim 15 , wherein the imaging scan is a computerized tomography (CT) scan.
17. The system of claim 15 , wherein the interpolation is a multivariate scatter interpolation.
18. The system of claim 15 , wherein the simulation is a Monte Carlo simulation.
19. The system of claim 15 , wherein the received deformed imaging phantom is selected based on an age and a gender of the individual.
20. The system of claim 19 , wherein the received deformed imaging phantom is deformed by determining, via an image registration process, a transformation between at least one localizer image associated with an initial imaging phantom and at least one scout image of the individual.
21. The system of claim 19 , wherein the received deformed imaging phantom is deformed by:
segmenting a reference CT scan associated with the individual to identify a three-dimensional (3D) position of a plurality of anatomical landmarks of the individual present in the reference CT scan;
matching one or more of the identified anatomical landmarks in the segmented reference CT scan to corresponding anatomical landmarks in an initial imaging phantom;
determining a three dimensional (3D) displacement map from the matched anatomical landmarks;
voxelizing the initial imaging phantom; and
transforming the voxelized imaging phantom to match the displacement map.