Automatic ultrasound titration of continuous positive airway pressure (CPAP) treatment for sleep apnea
Techniques for automated titration of CPAP device for a subject include receiving multiple ultrasound images representing a cross section of an airway in a neck of the subject at corresponding different times. Multiple different positive pressure values imposed by a device on the airway of the subject are also received at each of the corresponding times. For each of the ultrasound images, a mask of pixels associated with an air-tissue interface is automatically formed, and a value of a statistic of pixels within the mask is automatically determined. A titration pressure for a continuous positive airway pressure (CPAP) device is automatically determined based on the positive pressures and the value of the statistic for each of the ultrasound images. Output data that indicates the titration pressure for the CPAP device is presented on a display device, such as by operating the CPAP device itself at the titration pressure.
1. A method implemented on a processor comprising:
automatically receiving a plurality of ultrasound images representing a cross section of an airway in a neck of a subject obtained by an ultrasound transducer array directed toward the subject at a corresponding plurality of different times;
automatically receiving a plurality of different positive pressure values imposed by a device on the airway of the subject at the corresponding plurality of different times;
for each of the plurality of ultrasound images, automatically forming a mask of pixels associated with an air-tissue interface;
for each of the plurality of ultrasound images, automatically determining a value of a statistic of pixels within the mask;
automatically determining a titration pressure for a continuous positive airway pressure (CPAP) device based on the plurality of positive pressures and the value of the statistic for each of the plurality of ultrasound images;
presenting on a display device output data that indicates the titration pressure for the CPAP device; and
operating the CPAP device at the titration pressure based on the displayed output data.
2. A method as recited in claim 1 , wherein determining the titration pressure comprises determining the titration pressure based on one or more pressures of the plurality of different positive pressures which occur at one or more times of the corresponding plurality of different times when the value of the statistic of pixels within the mask is above a threshold value.
3. A method as recited in claim 1 , wherein the statistic is mean intensity value within the mask.
4. A method as recited in claim 1 , wherein the statistic is a number of pixels within the mask.
5. A method as recited in claim 1 , wherein the statistic is a number of pixels having an intensity above a minimum intensity within the mask.
6. A method as recited in claim 2 , further comprising determining the threshold value based on operating a CPAP machine at one or more positive pressure values of the plurality of different positive pressure values until a clinical target is achieved.
7. A method as recited in claim 1 , further comprising reducing the titration pressure if the titration pressure before reduction interferes with sleep of the subject.
8. A computer-readable medium carrying one or more sequences of instructions, wherein execution of the one or more sequences of instructions by one or more processors causes the one or more processors to perform the steps of:
automatically receiving a plurality of ultrasound images representing a cross section of an airway in a neck of a subject obtained by an ultrasound transducer array directed toward the subject at a corresponding plurality of different times;
automatically receiving a plurality of different positive pressure values imposed by a device on the airway of the subject at each of the corresponding plurality of different times;
for each of the plurality of ultrasound images, automatically forming a mask of pixels associated with an air-tissue interface;
for each of the plurality of ultrasound images, automatically determining a value of a statistic of pixels within the mask;
automatically determining a titration pressure for a continuous positive airway pressure (CPAP) device based on the plurality of positive pressures and the value of the statistic for each of the plurality of ultrasound images;
presenting on a display device output data that indicates the titration pressure for the CPAP device; and
operating the CPAP device at the titration pressure based on the displayed output data.
9. A system comprising:
an ultrasound transducer array configured to be disposed adjacent to a neck of a subject;
a continuous positive airway pressure (CPAP) device;
at least one processor; and
at least one computer-readable medium including one or more sequences of instructions,
the at least one computer-readable medium and the one or more sequences of instructions configured to, with the at least one processor, cause the system to perform at least the following,
automatically receiving a plurality of ultrasound images representing a cross section of an airway in a neck of the subject obtained by the ultrasound transducer array directed toward the subject at a corresponding plurality of different times;
automatically receiving a plurality of different positive pressure values imposed by the CPAP device on the airway of the subject at the corresponding plurality of different times;
for each of the plurality of ultrasound images, automatically forming a mask of pixels associated with an air-tissue interface;
for each of the plurality of ultrasound images, automatically determining a value of a statistic of pixels within the mask;
automatically determining a titration pressure for the CPAP device based on the plurality of positive pressures and the value of the statistic for each of the plurality of ultrasound images; and
operating the CPAP device at the titration pressure.