Creating a vascular tree model
An apparatus for vascular modeling is disclosed. The apparatus receives medical images from an imaging device that include representations of a coronary vessel tree of a subject recorded at a different viewing angles. The apparatus determines, from a first of the medical images, a first centerline set and first vessel diameters for sample points along the first centerline set, and determines, from a second of the medical images, a second centerline set and second vessel diameters for sample points along the second centerline set. The apparatus determines a correspondence between the first centerline set and the second centerline set, and determines diameters for a combined centerline set based on the correspondence of sample points along the first and second centerline sets. The apparatus provides the combined centerline set for estimating blood flow resistance values of the coronary vessel tree of the subject to determine at least one potential stenosis.
1. A vascular modeling apparatus comprising:
a processor communicatively coupled to a medical imaging device; and
a memory storing non-transitory computer-readable instructions, which when executed, cause the processor to:
receive a first medical image from the medical imaging device, the first medical image including a first representation of a coronary vessel tree of a subject recorded at a first viewing angle,
receive a second medical image from the medical imaging device, the second medical image including a second representation of the coronary vessel tree of the subject recorded at a second viewing angle different from the first viewing angle,
determine, from the first medical image, a first centerline set and first vessel diameters for sample points along the first centerline set,
determine, from the second medical image, a second centerline set and second vessel diameters for sample points along the second centerline set,
determine a correspondence between the first centerline set and the second centerline set,
determine diameters for a combined centerline set by selecting the first vessel diameter or the second vessel diameter from corresponding sample points of the first centerline set and the second centerline set based on at least one of
(i) image intensity at the corresponding sample points of the first medical image and the second medical image,
(ii) vessel length in proximity to the sample points of the first centerline set and the second centerline set, and
(iii) an absence of a vessel crossing in proximity to the sample points of the first centerline set and the second centerline set, and
provide the combined centerline set for estimating blood flow resistance values of the coronary vessel tree of the subject to determine at least one potential stenosis.
2. The vascular modeling apparatus of claim 1 , wherein the medical imaging device is an X-ray machine and the first medical image and the second medical image are two-dimensional angiographic images.
3. The vascular modeling apparatus of claim 1 , wherein determining the first and second vessel diameters includes generating an orthogonal profile from the respective first and second medical images for each of the sample points of the respective first and second centerline sets and selecting a peak of a weighted sum of first and second derivatives of image intensity along the orthogonal profile.
4. The vascular modeling apparatus of claim 1 , wherein selecting the first or second vessel diameter based on (ii) includes selecting the longer vessel length in proximity to the sample points of the first centerline set and the second centerline set.
5. The vascular modeling apparatus of claim 1 , wherein the vessel length in proximity to the sample points of the first centerline set and the second centerline set is based on a vessel length between two vessel nodes.
6. The vascular modeling apparatus of claim 1 , wherein the memory stores additional non-transitory computer-readable instructions, which when executed, cause the processor to determine a circumference of the sample points of the first and second centerline sets by extrapolating the respective first and second vessel diameters.
7. The vascular modeling apparatus of claim 1 , wherein the memory stores additional non-transitory computer-readable instructions, which when executed, cause the processor to display the combined centerline set.
8. The vascular modeling apparatus of claim 1 , wherein the medical imaging device is a computerized tomography (CT) machine and the first medical image and the second medical image include a three-dimensional graphical representation of a CT scan.