Detection of valve disease from analysis of doppler waveforms exploiting the echocardiography annotations
View Patent ↗Automatic detection of valve disease from analysis of Doppler waveforms exploiting the echocardiography annotations is provided. In various embodiments, a frame is selected from a medical video. The selected frame depicts a valve of interest. A Doppler envelope is extracted from the selected frame. Based on the frame and the Doppler envelope, one or more measurements indicative of a disease condition are extracted.
1. A method comprising:
selecting a frame from a medical video, the frame depicting a valve of interest, an envelope region comprising a Doppler envelope, and manual envelope annotations to the envelope region thereby defining a modified Doppler envelope;
extracting the modified Doppler envelope from the frame, wherein extracting the modified Doppler envelope comprises:
extracting the manual envelope annotations; and
combining the envelope region and the manual envelope annotations to generate the modified Doppler envelope;
based on the frame and the modified Doppler envelope, extracting one or more measurements indicative of a disease condition, wherein the one or more measurement comprises maximum jet velocity or mean pressure gradient.
2. The method of claim 1 , wherein the valve of interest is an aortic valve, tricuspid valve, pulmonary valve, or mitral valve.
3. The method of claim 1 , wherein the disease condition comprises stenosis.
4. The method of claim 1 , wherein extracting one or more measurement comprises applying optical character recognition to the selected frame to extract a calibration of a vertical axis of the frame.
5. The method of claim 4 , wherein extracting one or more measurement further comprises applying the calibration to the modified Doppler envelope to determine a velocity value.
6. The method of claim 1 , wherein extracting the modified Doppler envelope comprises extracting at least one echocardiographer's envelope annotation.
7. A computer program product for extraction of measurements from Doppler waveforms, the computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a processor to cause the processor to perform a method comprising:
selecting a frame from a medical video, the frame depicting a valve of interest, an envelope region comprising a Doppler envelope, and manual envelope annotations to the envelope region thereby defining a modified Doppler envelope;
extracting the modified Doppler envelope from the frame, wherein extracting the modified Doppler envelope comprises:
extracting the manual envelope annotations; and
combining the envelope region and the manual envelope annotations to generate the modified Doppler envelope;
based on the frame and the modified Doppler envelope, extracting one or more measurements indicative of a disease condition, wherein the one or more measurement comprises maximum jet velocity or mean pressure gradient.
8. The computer program product of claim 7 , wherein the valve of interest is an aortic valve, tricuspid valve, pulmonary valve, or mitral valve.
9. The computer program product of claim 7 , wherein the disease condition comprises stenosis.
10. The computer program product of claim 7 , wherein extracting one or more measurement comprises applying optical character recognition to the frame to extract a calibration of a vertical axis of the frame.
11. The computer program product of claim 10 , wherein extracting one or more measurement further comprises applying the calibration to the modified Doppler envelope to determine a velocity value.
12. The computer program product of claim 7 , wherein extracting the modified Doppler envelope comprises extracting at least one echocardiographer's envelope annotation.
13. A system comprising:
a picture archiving and communication system containing a medical video;
a computing node comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a processor of the computing node to cause the processor to perform a method comprising:
selecting a frame from the medical video, the frame depicting a valve of interest, an envelope region comprising a Doppler envelope, and manual envelope annotations to the envelope region thereby defining a modified Doppler envelope;
extracting the modified Doppler envelope from the frame, wherein extracting the modified Doppler envelope comprises:
extracting the manual envelope annotations; and
combining the envelope region and the manual envelope annotations to generate the modified Doppler envelope;
based on the frame and the modified Doppler envelope, extracting one or more measurements indicative of a disease condition, wherein the one or more measurement comprises maximum jet velocity or mean pressure gradient.
14. The system of claim 13 , wherein extracting one or more measurement comprises applying optical character recognition to the frame to extract a calibration of a vertical axis of the frame.
15. The system of claim 13 , wherein extracting one or more measurement further comprises applying the calibration to the modified Doppler envelope to determine a velocity value.