System and methods for processing analyte sensor data for sensor calibration
Systems and methods for processing sensor analyte data are disclosed, including initiating calibration, updating calibration, evaluating clinical acceptability of reference and sensor analyte data, and evaluating the quality of sensor calibration. The sensor can be calibrated using a calibration set of one or more matched sensor and reference analyte data pairs. Reference data resulting from benchtop testing an analyte sensor prior to its insertion can be used to provide initial calibration of the sensor data. Reference data from a short term continuous analyte sensor implanted in a user can be used to initially calibrate or update sensor data from a long term continuous analyte sensor.
1. A method for processing data from an analyte sensor, the method comprising:
receiving, with an electronic system, sensor data from an analyte sensor, wherein the sensor data comprises at least one sensor data point;
receiving, with the electronic system, reference data, wherein the reference data comprises at least one reference data point;
matching, with the electronic system, a first reference data point to a substantially time corresponding first sensor data point to form a calibration set;
forming, with the electronic system, a conversion function based at least in part on the calibration set, wherein the conversion function comprises a first non-zero baseline and a first analyte sensitivity;
adjusting, with the electronic system, the conversion function using a second baseline determined at least in part by prior information; and
determining, with the electronic system, an analyte output value in substantially real-time by applying the adjusted conversion function to a sensor data point.
2. The method of claim 1 , wherein adjusting the conversion function comprises modifying the first analyte sensitivity.
3. The method of claim 1 , further comprising:
adjusting, with the electronic system, the adjusted conversion function using a third baseline determined at least in part by prior information; and
determining, with the electronic system, an analyte output value in substantially real-time by applying the twice-adjusted conversion function to a sensor data point.
4. The method of claim 3 , wherein adjusting the adjusted conversion function comprises modifying a second analyte sensitivity.
5. The method of claim 1 , wherein the first non-zero baseline is predetermined.
6. The method of claim 1 , further comprising:
determining, with the electronic system, whether at least one attribute of the conversion function is outside at least one predetermined range, wherein the at least one attribute of the conversion function is selected from the group consisting of a baseline, an analyte sensitivity, and combinations thereof; and
determining, with the electronic system, whether at least one attribute of the adjusted conversion function is outside the at least one predetermined range, wherein the at least one attribute of the adjusted conversion function is selected from the group consisting of a baseline, an analyte sensitivity, and combinations thereof;
wherein adjusting the conversion function is performed in response to a determination that the at least one attribute of the conversion function is outside the at least one predetermined range; and
wherein determining an analyte output value is performed in response to a determination that the at least one attribute of the adjusted conversion function is within the at least one predetermined range.
7. The method of claim 6 , wherein the at least one predetermined range is based on at least one of a baseline, an analyte sensitivity, or combinations thereof.
8. The method of claim 6 , wherein the at least one predetermined range is associated with a clinical acceptability, wherein the clinical acceptability is determined by an evaluation technique selected from the group consisting of a Clarke Error Grid, a mean absolute difference calculation, a consensus grid, and combinations thereof.
9. The method of claim 1 , wherein receiving sensor data comprises receiving sensor data from a continuous analyte sensor.
10. The method of claim 1 , wherein the analyte sensor is a continuous glucose sensor.
11. The method of claim 1 , wherein prior information is obtained from in vivo tests or in vitro tests.
12. A system for processing data from an analyte sensor, the system comprising:
a first receiver module configured to receive sensor data from an analyte sensor, wherein the sensor data comprises at least one sensor data point;
a second receiver module configured to receive reference data, wherein the reference data comprises at least one reference data point; and
a processor module configured to:
match a first reference data point to a substantially time corresponding first sensor data point to form a calibration set;
form a conversion function based at least in part on the calibration set, wherein the conversion function comprises a first non-zero baseline and a first analyte sensitivity;
adjust the conversion function using a second baseline determined at least in part by prior information; and
determine an analyte output value in substantially real-time by applying the adjusted conversion function to a sensor data point.
13. The system of claim 12 , wherein the processor module is further configured to adjust the conversion function by modifying the first analyte sensitivity.
14. The system of claim 12 , wherein the processor module is further configured to:
adjust the adjusted conversion function by using a third baseline determined at least in part by prior information; and
determine an analyte output value in substantially real-time by applying the twice-adjusted conversion function to a sensor data point.
15. The system of claim 14 , wherein the processor module is further configured to adjust the adjusted conversion function by modifying a second analyte sensitivity.
16. The system of claim 12 , wherein the first non-zero baseline is predetermined.
17. The system of claim 12 , wherein the processor module is further configured to:
determine whether at least one attribute of the conversion function is outside at least one predetermined range, wherein the at least one attribute of the conversion function is selected from the group consisting of a baseline, an analyte sensitivity, and combinations thereof; and
determine whether at least one attribute of the adjusted conversion function is outside the at least one predetermined range, wherein the at least one attribute of the adjusted conversion function is selected from the group consisting of a baseline, an analyte sensitivity, and combinations thereof;
wherein adjustment of the conversion function is performed in response to a determination that the at least one attribute of the conversion function is outside the at least one predetermined range; and
wherein determination of an analyte output value is performed in response to a determination that the at least one attribute of the adjusted conversion function is within the at least one predetermined range.
18. The system of claim 17 , wherein the at least one predetermined range is based on at least one of a baseline, an analyte sensitivity, or combinations thereof.
19. The system of claim 12 , wherein the analyte sensor is a continuous glucose sensor.
20. A system for processing data from an analyte sensor, the system comprising:
means for receiving sensor data from an analyte sensor, wherein the sensor data comprises at least one sensor data point;
means for receiving reference data, wherein the reference data comprises at least one reference data point;
means for matching a first reference data point to a substantially time corresponding first sensor data point to form a calibration set;
means for forming a conversion function based at least in part on the calibration set, wherein the conversion function comprises a first non-zero baseline and a first analyte sensitivity;
means for adjusting the conversion function using a second baseline determined at least in part by prior information; and
means for determining an analyte output value in substantially real-time by applying the adjusted conversion function to a sensor data point.