Closed loop dialysis treatment using adaptive ultrafiltration rates
A method of performing closed-loop dialysis treatment during hemodialysis is provided. The method involves determining an initial ultrafiltration rate and setting an ultrafiltration pump of a dialysis system to the determined ultrafiltration rate. A series of measurements and calculations are made to ensure that a rate of change of blood volume during treatment follows a specified profile. A threshold may be used to keep the rate of change of blood volume tracking the profile. Patient fluid dynamics may be measured in real-time and used to determine the ultrafiltration pump rate.
1. A method for performing closed loop dialysis treatment comprising:
(a) determining an ultrafiltration rate;
(b) setting an ultrafiltration pump to the determined ultrafiltration rate for an active duration;
(c) measuring a total change in blood volume;
(d) setting the ultrafiltration pump to a minimum pump rate for a rebound duration;
(e) measuring a rebound change in blood volume;
repeating steps (b)-(e) a first number of times to obtain a regression set, the regression set comprising a number of pairwise values, wherein each pairwise value is a measurement of the total change in blood volume and a measurement of the rebound change in blood volume;
(f) updating the ultrafiltration rate using the regression set;
(g) updating the regression set by repeating steps (b)-(e); and
repeating steps (f) and (g) a second number of times, wherein a total duration of one plus the first number of times and one plus the second number of times is a treatment period.
2. The method according to claim 1 , wherein repeating steps (b)-(e) the first number of times to obtain the regression set comprises:
repeating steps (b)-(e) two times to obtain the regression set.
3. The method according to claim 1 , wherein step (a) comprises determining the ultrafiltration rate from:
a total fluid volume to be removed during the dialysis treatment;
a past patient treatment tolerance;
lab measurements;
physical examinations; and/or
weight at time of presenting for dialysis.
4. The method according to claim 1 , wherein step (a) comprises determining that the ultrafiltration rate is an initial ultrafiltration rate multiplied by a factor based on an amount of time that the ultrafiltration is expected to be at the minimum pump rate during the treatment period.
5. The method according to claim 1 , wherein the treatment period is 3 hours, the rebound duration is 5 minutes, and the active duration is 15 minutes.
6. The method according to claim 1 , wherein step (f) comprises:
regressing the pairwise values in the regression set to obtain a polynomial;
solving for an expected rebound change in blood volume at the end of the treatment period based on the polynomial; and
updating the ultrafiltration rate based on the expected rebound change in blood volume at the end of the treatment period.
7. The method according to claim 1 , wherein step (g) further comprises updating the regression set by dropping a least recent pairwise value from the regression set.
8. A method for performing closed loop dialysis treatment comprising:
(a) determining an ultrafiltration rate;
(b) setting an ultrafiltration pump to the determined ultrafiltration rate for an active duration;
(c) measuring a total change in blood volume during the active duration to determine when a blood volume waypoint is met;
(d) setting the ultrafiltration pump to a minimum pump rate for a rebound duration;
(e) measuring a rebound change in blood volume for the rebound duration;
(f) updating the blood volume waypoint;
repeating steps (b)-(f) a first number of times to obtain a regression set, the regression set comprising a number of pairwise values, wherein each pairwise value is a measurement of the total change in blood volume and a measurement of the rebound change in blood volume;
(g) determining a dry weight time to meet a dry weight goal using the regression set; and
(h) determining whether the treatment period is adequate to reaching the dry weight goal.
9. The method according to claim 8 , further comprising:
based on the treatment period being adequate to reaching the dry weight goal, dropping a least recent pairwise value in the regression set;
updating the regression set by repeating steps (b)-(f); and
repeating steps (g) and (h).
10. The method according to claim 8 , further comprising:
based on the treatment period not being adequate to reaching the dry weight goal, stopping the closed loop dialysis treatment.
11. The method according to claim 8 , further comprising:
based on the treatment period not being adequate to reaching the dry weight goal, dropping a least recent pairwise value in the regression set;
adjusting the ultrafiltration rate;
updating the regression set by repeating steps (b)-(f); and
repeating steps (g) and (h).
12. The method according to claim 8 , wherein determining the dry weight time to meet the dry weight goal using the regression set comprises:
regressing the pairwise values in the regression set to obtain a polynomial;
solving for an expected rebound change in blood volume at the end of the treatment period based on the polynomial; and
updating the dry weight time based on the expected rebound change in blood volume at the end of the treatment period.
13. The method according to claim 8 , wherein the treatment period is 3 hours and the rebound duration is 5 minutes.
14. The method according to claim 8 , wherein updating the blood volume waypoint comprises increasing the blood volume waypoint by a fixed percentage.