Automatic detection and quantification of the aorta from medical images
Systems and methods are provided for evaluating an aorta of a patient. A medical image of an aorta of a patient is received. The aorta is segmented from the medical image. One or more measurement planes are identified on the segmented aorta. At least one measurement is calculated at each of the one or more measurement planes. The aorta of the patient is evaluated based on the at least one measurement calculated at each of the one or more measurement planes.
1. A method for evaluating an aorta of a patient, comprising:
receiving a medical image of an aorta of a patient;
segmenting the aorta from the medical image by iteratively refining 1) an aortic mask of the aorta based on an aortic centerline of the aorta and 2) the aortic centerline based on the aortic mask;
identifying one or more measurement planes on the segmented aorta based on the aortic centerline;
calculating a maximum diameter of the segmented aorta and a diameter of the segmented aorta along a direction orthogonal to the maximum diameter at each of the one or more measurement planes; and
evaluating the aorta of the patient by comparing the maximum diameter and the diameter along the direction orthogonal to the maximum diameter calculated at each respective measurement plane of the one or more measurement planes with a patient-specific range of normal aortic diameters defined for the respective measurement plane.
2. The method of claim 1 , wherein identifying one or more measurement planes on the segmented aorta based on the aortic centerline comprises:
identifying the aortic centerline of the aorta; and
identifying one or more locations on the aortic centerline and corresponding plane normal vectors as the one or more measurement planes.
3. The method of claim 1 , further comprising
calculating at least one of a minimum diameter and an average diameter of the segmented aorta at each of the one or more measurement planes.
4. The method of claim 1 , further comprising:
generating an alert indicating results of the evaluating in response to the comparing.
5. The method of claim 1 , further comprising:
calculating a risk score in response to the comparing; and
causing a clinical treatment plan to be presented to a user based on the risk score.
6. The method of claim 1 , further comprising:
causing results of the calculating and/or the evaluating to be displayed on a display device.
7. An apparatus for evaluating an aorta of a patient, comprising:
means for receiving a medical image of an aorta of a patient;
means for segmenting the aorta from the medical image by iteratively refining 1) an aortic mask of the aorta based on an aortic centerline of the aorta and 2) the aortic centerline based on the aortic mask;
means for identifying one or more measurement planes on the segmented aorta based on the aortic centerline;
means for calculating a maximum diameter of the segmented aorta and a diameter of the segmented aorta along a direction orthogonal to the maximum diameter at each of the one or more measurement planes; and
means for evaluating the aorta of the patient by comparing the maximum diameter and the diameter along the direction orthogonal to the maximum diameter calculated at each respective measurement plane of the one or more measurement planes with a patient-specific range of normal aortic diameters defined for the respective measurement plane.
8. The apparatus of claim 7 , wherein the means for identifying one or more measurement planes on the segmented aorta based on the aortic centerline comprises:
means for identifying the aortic centerline of the aorta; and
means for identifying one or more locations on the aortic centerline and corresponding plane normal vectors as the one or more measurement planes.
9. The apparatus of claim 7 , further comprising
means for calculating at least one of a minimum diameter and an average diameter of the segmented aorta at each of the one or more measurement planes.
10. A non-transitory computer readable medium storing computer program instructions for evaluating an aorta of a patient, the computer program instructions when executed by a processor cause the processor to perform operations comprising:
receiving a medical image of an aorta of a patient;
segmenting the aorta from the medical image by iteratively refining 1) an aortic mask of the aorta based on an aortic centerline of the aorta and 2) the aortic centerline based on the aortic mask;
identifying one or more measurement planes on the segmented aorta based on the aortic centerline;
calculating a maximum diameter of the segmented aorta and a diameter of the segmented aorta along a direction orthogonal to the maximum diameter at each of the one or more measurement planes; and
evaluating the aorta of the patient by comparing the maximum diameter and the diameter along the direction orthogonal to the maximum diameter calculated at each respective measurement plane of the one or more measurement planes with a patient-specific range of normal aortic diameters defined for the respective measurement plane.
11. The non-transitory computer readable medium of claim 10 , wherein identifying one or more measurement planes on the segmented aorta based on the aortic centerline comprises:
identifying the aortic centerline of the aorta; and
identifying one or more locations on the aortic centerline and corresponding plane normal vectors as the one or more measurement planes.
12. The non-transitory computer readable medium of claim 10 , the operations further comprising:
generating an alert indicating results of the evaluating in response to the comparing.
13. The non-transitory computer readable medium of claim 10 , the operations further comprising:
calculating a risk score in response to the comparing; and
causing a clinical treatment plan to be presented to a user based on the risk score.
14. The non-transitory computer readable medium of claim 10 , the operations further comprising:
causing results of the calculating and/or the evaluating to be displayed on a display device.