Method and device to monitor patients with kidney disease
A medical monitoring device for monitoring electrical signals from the body of a subject is described. The medical monitoring device monitors electrical signals originating from a cardiac cycle of the subject and associates each cardiac cycle with a time index. The medical monitoring device applies a forward computational procedure to generate a risk score indicative of hyperkalemia, hypokalemia or arrhythmia of the subject. The medical monitoring device can adjust the forward computational procedure based upon clinical data obtained from the subject.
1. An implantable medical device, wherein the implantable medical device is programmed to:
observe cardiac cycles of a subject;
calculate one or more of a first risk score and a second risk score based upon a plurality of features of the cardiac cycle, the cycle associated with a time index and a risk score, wherein the risk score is calculated using a forward computational procedure;
send an alert when at least one risk score exceeds a threshold for a defined time period, for a number of time indices, or for a certain fraction or number of time indices within a defined time period;
calculate the first risk score by comparing one or more features selected from P-IR interval, QRS width, Q-T interval, QT-dispersion, P-wave amplitude, P-wave peak, S-T segment depression, T-wave inversion, U-wave amplitude, T-wave peak amplitude, and heart rate variability to corresponding value criteria, and
calculate the second risk score by comparing one or more features selected from QRS width, Q-T interval, P-wave amplitude, P-wave peak and T-wave amplitude to corresponding value criteria;
wherein at least one of the first risk score and the second risk score is calculated based upon assigning values to one or more selected from feature scores P1, P2, P3, P4, P5, P6, P7, P8, P9, and P10, wherein the values are assigned as follows:
P1 based upon a comparison with the feature P-R interval in time units,
P2 based upon a comparison with the feature QRS width in time units,
P3 based upon a comparison with the feature Q-T interval in time units,
P4 based upon a comparison with the feature P-wave amplitude in potential units per time unit,
P5 based upon a comparison with the feature P-wave peak in potential units
P6 based upon a comparison with the feature of depression of the S-T segment,
P7 based upon a comparison with the feature of inversion of the T-wave,
P8 based upon a comparison with the feature of U-wave amplitude in potential units,
P9 based upon a comparison with the feature of T-wave amplitude in potential units, and
P10 based upon a comparison with the feature of heart rate variation in time units; and
wherein the implantable medical device is programmed to make a modification to a dialysis treatment received by the subject based upon a result of the forward computational procedure.
2. The implantable medical device of claim 1 , wherein the implantable medical device is a pacemaker.
3. The implantable medical device of claim 1 , wherein the implantable medical device is a defibrillator.
4. The implantable medical device of claim 1 , wherein the implantable medical device is a cardiac resynchronization device.
5. The implantable medical device of claim 1 , wherein the threshold is determined based upon a baseline risk score value of the subject.
6. The implantable medical device of claim 1 , wherein the values are assigned a non-zero value based on the following:
P1 assigned a non-zero value if P-R interval is greater than 200 msec,
P2 assigned a non-zero value if QRS width is greater than 130 msec,
P3 assigned a non-zero value if Q-T interval is greater than 200 msec,
P4 assigned a non-zero value if P-wave amplitude is less than 1 mV,
P5 assigned a non-zero value if P-wave peak is greater than 1 mV/msec,
P6 assigned a non-zero value if S-T segment is depressed,
P7 assigned a non-zero value if T-wave is inverted,
P8 assigned a non-zero value if U-wave amplitude is greater than 2 mV,
P9 assigned a non-zero value if T-wave amplitude is greater than 3 mV, and
P10 assigned a non-zero value if heart rate variation is less than 50 msec.
7. The implantable medical device of claim 6 , wherein the implantable medical device is programmed to determine the first risk score by a non-weighted or weighted sum of P1, P6, P7, P8 and P10.
8. The implantable medical device of claim 6 , wherein the implantable medical device is programmed to determine the second risk score by a non-weighted or weighted sum of P2, P3, P4, P5 and P9.
9. The implantable medical device of claim 1 , wherein the implantable medical device is programmed to determine the first risk score by a non-weighted or weighted sum of P1, P6, P7, P8 and P10.
10. The implantable medical device of claim 1 , wherein the implantable medical device is programmed to determine the second risk score by a non-weighted or weighted sum of P2, P3, P4, P5, P9 and P10.
11. The implantable medical device of claim 1 , wherein the implantable medical device is further programmed to incrementally increase a risk counter for each consecutive time index that a risk score of the at least one risk score exceeds the threshold value.
12. The implantable medical device of claim 11 , wherein the threshold is determined based upon a baseline risk score value of the subject.
13. The implantable medical device of claim 1 , wherein the implantable medical device is further programmed to incrementally increase a risk counter for each time index within a defined time period that a risk score of the at least one risk score exceeds the threshold value.
14. The implantable medical device of claim 13 , wherein the threshold is determined based upon a baseline risk score value of the subject.
15. The implantable medical device of claim 1 , wherein the implantable medical device is programmed to modify dialysis treatment to occur at a more frequent basis compared to a prior dialysis treatment if blood serum potassium concentration of the patient is determined to be high by the forward computational procedure.
16. The implantable medical device of claim 1 , wherein the implantable medical device is programmed to modify dialysis treatment to use a dialysate with a non-constant concentration of a potassium over the course of the dialysis treatment if blood serum potassium concentration of the patient is determined to be high by the forward computational procedure.
17. The implantable medical device of claim 1 , wherein the implantable medical device is programmed to modify dialysis treatment to a longer period of time compared to a prior dialysis treatment if blood serum potassium concentration of the patient is determined to be high by the forward computational procedure.
18. The implantable medical device of claim 1 , wherein if blood serum potassium concentration of the patient is determined to be low by the forward computational procedure, the implantable medical device is programmed to modify dialysis treatment to use a dialysate having a higher concentration of a potassium salt compared to a prior dialysis treatment and/or the dialysis treatment is modified to a shorter period of time compared to a prior dialysis treatment.
19. The implantable medical device of claim 1 , further comprising a pulse generator configured to contact a tissue of the subject and a sensor configured to detect a response of the tissue.
20. The implantable medical device of claim 19 , the implantable medical device programmed to determine a concentration of potassium ions in an extracellular fluid of the subject.