Techniques of deformation analysis for quantification of vascular enlargement
Thoracic aortic aneurysm is a common and lethal disease that requires regular imaging surveillance to determine timing of surgical repair and prevent major complications such as rupture. Current cross-sectional imaging surveillance techniques, largely based on computed tomography angiography (CTA) or magnetic resonance angiography (MRA), are focused on measurement of maximal aortic diameter, although this approach is limited to fixed anatomic positions and is prone to significant measurement error. The present techniques demonstrate novel approaches (generally termed herein “Vascular Deformation Mapping (VDM)”) for assessing changes in aortic dimensions. The present techniques quantify three-dimensional changes in the anatomic dimensions of a vessel through a process that involves non-rigid co-registration of serial imaging data and quantification of vascular deformation on a 3D surface model using some derivation of the spatial deformations resulting from the optimized spatial transform.
1. A method of quantifying enlargement of anatomic dimensions of a vessel, the method comprising:
obtaining a first volumetric imaging data for at least a segment of a vessel and determining a first 3-dimentional (3D) segmentation and model of the at least a segment of the vessel;
obtaining a second volumetric imaging data for the segment of the vessel;
registering the second volumetric imaging data to the first volumetric imaging data and determining a degree of vessel deformation resulting from the registration;
calculating a quantitative deformation metric using an optimized non-rigid transformation between the second volumetric imaging data and the first volumetric imaging data; and
mapping of the quantitative deformation metric to a 3D vessel surface model for display.
2. The method of claim 1 , wherein the quantitative deformation metric is a 3D spatial Jacobian determinant.
3. The method of claim 1 , wherein the quantitative deformation metric is a directional projection of the full spatial Jacobian matrix.
4. The method of claim 1 , wherein the quantitative deformation metric is determined by a normalized difference in triangulated surface area of the 3D vessel surface model.
5. The method of claim 1 , wherein registering the second volumetric imaging data to the first volumetric imaging data comprises applying a b-spline warping to one or both of the first 3D model and the second 3D model.
6. The method of claim 1 , wherein outputting the degree of change in the at least a segment of the vessel for display comprises generating a 3D model of the at least a segment of the vessel, color coding the generated 3D model to indicate various degrees of change in the vessel dimensions of the at least a segment of the vessel, and displaying the 3D model on a display screen.
7. The method of claim 1 , wherein outputting the degree of change in the vessel dimensions at least a segment of the vessel for display to a care professional comprises sending degree of change data for the at least a segment of the vessel to a 3D color printing system for color coding, within the 3D color printing system, a physical 3D model indicating, once printed, various degrees of change in the at least a segment of the vessel.
8. The method of claim 1 , wherein the degree of change in the at least a segment of the vessel comprises change in anatomic dimensions of at least a segment of the vessel.
9. An apparatus comprising one or more processors and a computer-readable memory storing non-transient instructions that when executed by the one or more processors cause the apparatus to:
obtain a first volumetric imaging data for at least a segment of a vessel and determine a first 3-dimentional (3D) segmentation and model of the at least a segment of the vessel;
obtain a second volumetric imaging data for the segment of the vessel;
register the second volumetric imaging data to the first volumetric imaging data and determine a degree of deformation of an anatomic dimension of a vessel resulting from the registration;
calculate a quantitative deformation metric using an optimized non-rigid transformation between the second volumetric imaging data and the first volumetric imaging data; and
map the quantitative deformation metric to a 3D vessel surface model for display.
10. The apparatus of claim 9 , wherein the quantitative deformation metric is a 3D spatial Jacobian determinant.
11. The apparatus of claim 9 , wherein the quantitative deformation metric is a directional projection of the full spatial Jacobian matrix.
12. The apparatus of claim 9 , wherein the computer-readable memory stores non-transient instructions that when executed by the one or more processors cause the apparatus to:
determine the quantitative deformation metric by determining a normalized difference in triangulated surface area of the 3D vessel surface model.
13. The apparatus of claim 9 , wherein the computer-readable memory stores non-transient instructions that when executed by the one or more processors cause the apparatus to:
register the second volumetric imaging data to the first volumetric imaging data by applying a b-spline warping to one or both of the first 3D model and the second 3D model.
14. The apparatus of claim 9 , wherein the computer-readable memory stores non-transient instructions that when executed by the one or more processors cause the apparatus to:
output the degree of change in the at least the segment of the vessel for display by generating a 3D model of the at least a segment of the vessel, color coding the generated 3D model to indicate various degrees of change in the vessel dimensions of the at least a segment of the vessel, and displaying the 3D model on a display screen.
15. The apparatus of claim 9 , wherein the computer-readable memory stores non-transient instructions that when executed by the one or more processors cause the apparatus to:
output the degree of change in the vessel dimensions of the at least a segment of the vessel for display to a care professional by sending degree of change data for the at least a segment of the vessel to a 3D color printing system for color coding, within the 3D color printing system, a physical 3D model indicating, once printed, various degrees of change in the at least a segment of the vessel.
16. The apparatus of claim 9 , wherein the degree of change in the at least a segment of the vessel comprises change in anatomic dimensions of the at least a segment of the vessel.
17. The method of claim 1 , wherein the anatomic dimensions of the vessel comprise dimensions indicative of at least one of:
aortic diameter;
luminal area; and
vessel segmental volume.
18. A system comprising:
an imaging device for generating volumetric imaging data,
one or more processors, and
a computer-readable memory storing non-transient instructions that when executed by the one or more processors cause the one or more processors to,
obtain a first volumetric imaging data for at least a segment of a vessel and determine a first 3-dimentional (3D) segmentation and model of the at least a segment of the vessel;
obtain a second volumetric imaging data for the segment of the vessel;
register the second volumetric imaging data to the first volumetric imaging data and determine a degree of deformation of an anatomic dimension of a vessel resulting from the registration;
calculate a quantitative deformation metric using an optimized non-rigid transformation between the second volumetric imaging data and the first volumetric imaging data; and
map the quantitative deformation metric to a 3D vessel surface model for display.
19. The system of claim 18 , wherein the quantitative deformation metric is a 3D spatial Jacobian determinant.
20. The system of claim 18 , wherein the computer-readable memory stores non-transient instructions that when executed by the one or more processors cause the one or more processors to:
output the degree of change in the at least the segment of the vessel for display by generating a 3D model of the at least a segment of the vessel, color coding the generated 3D model to indicate various degrees of change in the vessel dimensions of the at least a segment of the vessel, and displaying the 3D model on a display screen.