Trial Outcomes & Findings for Fuzzy Logic Automated Insulin Regulation (NCT NCT03040414)
NCT ID: NCT03040414
Last Updated: 2021-04-20
Results Overview
Glucose levels based on sensor glucose data
COMPLETED
NA
126 participants
12 weeks for each arm of the crossover
2021-04-20
Participant Flow
13 participants were not randomized from the 126 enrolled due to ineligibility or lost to follow up.
Participant milestones
| Measure |
PID Algorithm First, Then PID + Fuzzy Logic Algorithm
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm First, Then PID Algorithm
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
|
Overall Study
STARTED
|
57
|
56
|
|
Overall Study
Completed Period 1
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56
|
55
|
|
Overall Study
Started Period 2
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56
|
55
|
|
Overall Study
COMPLETED
|
56
|
55
|
|
Overall Study
NOT COMPLETED
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1
|
1
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Reasons for withdrawal
Withdrawal data not reported
Baseline Characteristics
Fuzzy Logic Automated Insulin Regulation
Baseline characteristics by cohort
| Measure |
PID Algorithm First, Then PID + Fuzzy Logic Algorithm
n=57 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm First, Then PID Algorithm
n=56 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
Total
n=113 Participants
Total of all reporting groups
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|---|---|---|---|
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Age, Continuous
|
20 years
STANDARD_DEVIATION 4 • n=5 Participants
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19 years
STANDARD_DEVIATION 4 • n=7 Participants
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19 years
STANDARD_DEVIATION 4 • n=5 Participants
|
|
Sex/Gender, Customized
Female
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35 Participants
n=5 Participants
|
35 Participants
n=7 Participants
|
70 Participants
n=5 Participants
|
|
Sex/Gender, Customized
Male
|
22 Participants
n=5 Participants
|
21 Participants
n=7 Participants
|
43 Participants
n=5 Participants
|
|
Race/Ethnicity, Customized
White
|
52 Participants
n=5 Participants
|
52 Participants
n=7 Participants
|
104 Participants
n=5 Participants
|
|
Race/Ethnicity, Customized
Black/ African American
|
2 Participants
n=5 Participants
|
1 Participants
n=7 Participants
|
3 Participants
n=5 Participants
|
|
Race/Ethnicity, Customized
Hispanic or Latino
|
3 Participants
n=5 Participants
|
2 Participants
n=7 Participants
|
5 Participants
n=5 Participants
|
|
Race/Ethnicity, Customized
More than One Race
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0 Participants
n=5 Participants
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1 Participants
n=7 Participants
|
1 Participants
n=5 Participants
|
PRIMARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Glucose levels based on sensor glucose data
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
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Percentage of Time Glucose Levels Were > 180 mg/dL (10.0 mmol/L) From 6 AM to 11:59 PM
|
37 percentage of time
Standard Deviation 9
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34 percentage of time
Standard Deviation 9
|
PRIMARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Glucose levels based on sensor glucose data
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Non-inferiority for Percent of Time <54 mg/dL (3.0 mmol/L) During the Entire 24-hour Period.
|
.50 percentage of time
Standard Deviation .35
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.46 percentage of time
Standard Deviation .33
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SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Continuous Glucose Monitoring derived indices over the first 84 days of each treatment period for 24 hours (excluding time before auto mode is turned on). Glucose levels based on sensor glucose data for Mean glucose.
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Efficacy: CGM Derived Indices: Mean Glucose Only
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166 mg/dL
Standard Deviation 13
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159 mg/dL
Standard Deviation 13
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SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
CGM derived indices over the first 84 days of each treatment period for 24 hours. Glucose levels based on sensor glucose data for coefficient of variation; percentage of sensor glucose readings in the range of 70 to 180 mg/dL (3.9-10.0 mmol/L) and 70 to 140 mg/dL (3.9 to 7.8 mmol/L); percentage of sensor glucose readings \>180 mg/dL (daytime is a co-primary outcome) and \>250 mg/dL (10.0 and 13.9 mmol/L, respectively)
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
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Efficacy: CGM Derived Indices
Percentage of Sensor Glucose Readings in the Range of 70-180 mg/dL (3·9-10·0 mmol/L)
|
63 percentage of sensor glucose readings
Standard Deviation 8
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67 percentage of sensor glucose readings
Standard Deviation 8
|
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Efficacy: CGM Derived Indices
Percentage of Sensor Glucose Readings in the Range of 70 to 140 mg/dL (3.9 to 7.8 mmol/L)
|
40 percentage of sensor glucose readings
Standard Deviation 7
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44 percentage of sensor glucose readings
Standard Deviation 7
|
|
Efficacy: CGM Derived Indices
Percentage of Sensor Glucose Readings >180 mg/dL (10.0 mmol/L)
|
34 percentage of sensor glucose readings
Standard Deviation 8
|
31 percentage of sensor glucose readings
Standard Deviation 8
|
|
Efficacy: CGM Derived Indices
Percentage of Sensor Glucose Readings >250 mg/dL (13.9 mmol/L)
|
10 percentage of sensor glucose readings
Standard Deviation 6
|
9 percentage of sensor glucose readings
Standard Deviation 5
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SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Amount of total, basal, and bolus daily insulin over the first 84 days of each treatment period (excluding time before auto mode is turned on) for 24 hours. Glucose levels based on sensor glucose data. Sum of daytime and nighttime values may not equal total daily values due to rounding.
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Insulin Units for 24 Hours
|
50 insulin units
Standard Deviation 21
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55 insulin units
Standard Deviation 22
|
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Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Insulin Units for Daytime
|
42 insulin units
Standard Deviation 18
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47 insulin units
Standard Deviation 18
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Insulin Units for Nighttime
|
8 insulin units
Standard Deviation 4
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10 insulin units
Standard Deviation 4
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Basal Insulin Units for 24 Hours
|
25 insulin units
Standard Deviation 11
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20 insulin units
Standard Deviation 8
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Basal Insulin Units for Daytime
|
19 insulin units
Standard Deviation 9
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14 insulin units
Standard Deviation 6
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Basal Insulin Units for Nighttime
|
7 insulin units
Standard Deviation 3
|
6 insulin units
Standard Deviation 2
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Bolus Insulin Units for 24 Hours
|
25 insulin units
Standard Deviation 12
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36 insulin units
Standard Deviation 15
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Bolus Insulin Units for Daytime
|
24 insulin units
Standard Deviation 11
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32 insulin units
Standard Deviation 13
|
|
Efficacy: Amount of Total, Basal and Bolus Daily Insulin Over the First 84 Days of Each Treatment Period
Total Bolus Insulin Units for Nighttime
|
1 insulin units
Standard Deviation 2
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4 insulin units
Standard Deviation 3
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SECONDARY outcome
Timeframe: Time Frame: End of crossover period 1 (Week 14 through 20, depending); and end of crossover period 2 (Week 26-32, depending)Population: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Glycated hemoglobin (HbA1c) was measured at a central laboratory (Advanced Research and Diagnostic Laboratory University of Minnesota, MN, USA) at randomization and at the end of each period by use of an International Federation of Clinical Chemistry and Laboratory Medicine aligned method (Tosoh HPLC Glycohemoglobin Analyzer, Tosoh Medics, San Francisco, CA, USA; coefficient of variation range 1.4 1.9%).
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Efficacy: HbA1c
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7.6 percentage of HbA1c
Standard Deviation 0.6
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7.4 percentage of HbA1c
Standard Deviation 0.8
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SECONDARY outcome
Timeframe: Time Frame: Screening visit, at initiation (Day 0); randomization (Week 2 through 8, depending); end of crossover period 1 (Week 14 through 20, depending); and end of crossover period 2 (Week 26-32, depending)Population: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both were included in the analysis for the partial period they completed. An additional two participants from the PID Algorithm group and an additional three participants from the PID + Fuzzy Logic Algorithm group were not included in this outcome due to missing data. Separate BMI outcomes were reported for participants age ≥18 years and age \<18 years due to differing units of measure.
Height and weight. Body mass index (BMI) is a person's weight in kilograms divided by the square of height in meters. BMI is interpreted using standard weight status categories. These categories are the same for men and women of all body types and ages. Below 18.5 : Underweight; 18.5 - 24.9: Normal or Healthy Weight; 25.0 - 29.9: Overweight; 30.0 and Above: Obese.
Outcome measures
| Measure |
PID Algorithm
n=66 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=66 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Efficacy: BMI for Participants Age ≥18 Years
Body Mass Index (Age ≥18 years) End of Period 1
|
26 kg/m^2
Standard Deviation 5
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27 kg/m^2
Standard Deviation 5
|
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Efficacy: BMI for Participants Age ≥18 Years
Body Mass Index (Age ≥18 years) End of Period 2
|
27 kg/m^2
Standard Deviation 5
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26 kg/m^2
Standard Deviation 5
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SECONDARY outcome
Timeframe: Time Frame: Screening visit, at initiation (Day 0); randomization (Week 2 through 8, depending); end of crossover period 1 (Week 14 through 20, depending); and end of crossover period 2 (Week 26-32, depending)Population: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both were included in the analysis for the partial period they completed. An additional two participants from the PID Algorithm group and an additional three participants from the PID + Fuzzy Logic Algorithm group were not included in this outcome due to missing data. Separate BMI outcomes were reported for participants age ≥18 years and age \<18 years due to differing units of measure.
Height and weight based on CDC standards of measurement. Age and gender adjusted.
Outcome measures
| Measure |
PID Algorithm
n=44 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=43 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Efficacy: BMI Percentile for Participants Age <18 Years
Body Mass Index Percentile (Age <18 years) End of Period 1
|
73 BMI percentile
Standard Deviation 19
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73 BMI percentile
Standard Deviation 21
|
|
Efficacy: BMI Percentile for Participants Age <18 Years
Body Mass Index Percentile (Age <18 years) End of Period 2
|
71 BMI percentile
Standard Deviation 22
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74 BMI percentile
Standard Deviation 21
|
SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Glucose levels based on sensor glucose data
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
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Key Safety Outcome 1) Percentage of Time Sensor Glucose Readings Were <54 mg/dL and <70 mg/dL (3.0 and 3.9 mmol/L, Respectively
Percentage of Time <54 mg/dL
|
.50 percentage of time
Standard Deviation .35
|
.46 percentage of time
Standard Deviation .33
|
|
Key Safety Outcome 1) Percentage of Time Sensor Glucose Readings Were <54 mg/dL and <70 mg/dL (3.0 and 3.9 mmol/L, Respectively
Percentage of Time <70 mg/dL
|
2.1 percentage of time
Standard Deviation 1.4
|
2.1 percentage of time
Standard Deviation 1.2
|
SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
DKA as defined by the Diabetes Control and Complications Trial (DCCT) and described below: * Symptoms such as polyuria, polydipsia, nausea, or vomiting; * Serum ketones \>1.5 mmol/L or large/moderate urine ketones; * Either arterial blood pH \<7.30 or venous pH \<7.24 or serum bicarbonate \<15; and * Treatment provided in a health care facility
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
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|---|---|---|
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Key Safety Outcome 2) Number of DKA Events
|
0 Events
|
0 Events
|
SECONDARY outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Severe hypoglycemia event as defined by the Diabetes Control and Complications Trial (DCCT) and described below: The event required assistance of another person due to altered consciousness, and required another person to actively administer carbohydrate, glucagon, or other resuscitative actions. This means that the participant was impaired cognitively to the point that he/she was unable to treat himself/herself, was unable to verbalize his/ her needs, was incoherent, disoriented, and/or combative, or experienced seizure or loss of consciousness.
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
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Key Safety Outcome 3) Number of Severe Hypoglycemia Events
|
0 Events
|
1 Events
|
OTHER_PRE_SPECIFIED outcome
Timeframe: 12 weeks for each arm of the crossoverPopulation: All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
Based on sensor glucose data
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
|
Amount of Total Insulin at Daytime, Nighttime and Post-meal
Post-Meal Total Insulin Delivery
|
29 insulin units
Standard Deviation 12
|
29 insulin units
Standard Deviation 12
|
|
Amount of Total Insulin at Daytime, Nighttime and Post-meal
Daytime Total Insulin Delivery
|
42 insulin units
Standard Deviation 18
|
47 insulin units
Standard Deviation 18
|
|
Amount of Total Insulin at Daytime, Nighttime and Post-meal
Nighttime Total Insulin Delivery
|
8 insulin units
Standard Deviation 4
|
10 insulin units
Standard Deviation 4
|
OTHER_PRE_SPECIFIED outcome
Timeframe: Time Frame: Screening visit, at initiation (Day 0); end of crossover period 1 (Week 14 through 20, depending); and end of crossover period 2 (Week 26-32, depending)Population: One participant in the PID Algorithm group and two participants in the PID + Fuzzy Logic Algorithm group did not complete the questionnaires. Questionnaire scores were calculated based on the ends of crossover periods 1 and 2.
Surveys completed by participants. The Glucose Monitoring Satisfaction Survey is 15 items on a 1-5 scale; Total score calculated as mean of all item scores; higher scores indicate greater satisfaction. The Diabetes Distress Scale is 17 items on a 1-6 scale; Total score calculated as mean of all item scores; higher score denotes more distress. The Hypoglycemia Confidence Survey is 8 items on a 1-4 scale; Total score calculated as mean of all item scores; higher score denotes more confidence. The Diabetes Technology Attitudes Survey is 5 items on a 0-4 scale; Total score calculated as sum of all item scores; higher score denotes more satisfaction with diabetes technology. The Adult INSPIRE Survey is 22 items on a 1-5 scale; Total score calculated as mean of all item scores; higher score denotes more satisfaction with AID. The Adolescent INSPIRE Survey is 17 items on a 1-5 scale; Total score calculated as mean of all item scores; higher score denotes more satisfaction with AID.
Outcome measures
| Measure |
PID Algorithm
n=112 Participants
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=111 Participants
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Glucose Monitoring Satisfaction Survey Mean Score - End of Period 1
|
2.63 score on a scale
Standard Deviation 0.58
|
2.89 score on a scale
Standard Deviation 0.54
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Glucose Monitoring Satisfaction Survey Mean Score - End of Period 2
|
2.67 score on a scale
Standard Deviation 0.69
|
2.70 score on a scale
Standard Deviation 0.54
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Diabetes Distress Scale Total Score - End of Period 1
|
1.62 score on a scale
Standard Deviation 0.71
|
1.65 score on a scale
Standard Deviation 0.68
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Diabetes Distress Scale Total Score - End of Period 2
|
1.55 score on a scale
Standard Deviation 0.56
|
1.63 score on a scale
Standard Deviation 0.82
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Hypoglycemia Confidence Survey Mean Score - End of Period 1
|
3.52 score on a scale
Standard Deviation 0.56
|
3.51 score on a scale
Standard Deviation 0.39
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Hypoglycemia Confidence Survey Mean Score - End of Period 2
|
3.53 score on a scale
Standard Deviation 0.39
|
3.57 score on a scale
Standard Deviation 0.45
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Diabetes Technology Attitudes Survey - End of Period 1
|
22.33 score on a scale
Standard Deviation 3.00
|
22.40 score on a scale
Standard Deviation 3.10
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
Diabetes Technology Attitudes Survey - End of Period 2
|
22.11 score on a scale
Standard Deviation 3.68
|
22.71 score on a scale
Standard Deviation 2.77
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
INSPIRE Survey Adult Version Total Score - End of Period 1
|
3.81 score on a scale
Standard Deviation 1.19
|
3.79 score on a scale
Standard Deviation 1.21
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
INSPIRE Survey Adult Version Total Score - End of Period 2
|
3.79 score on a scale
Standard Deviation 1.29
|
3.98 score on a scale
Standard Deviation 1.27
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
INSPIRE Survey Adolescent Version Total Score - End of Period 1
|
4.03 score on a scale
Standard Deviation 0.94
|
4.38 score on a scale
Standard Deviation 0.60
|
|
Human Factors and Diabetes Technology Attitude and Human Factors Questionnaires
INSPIRE Survey Adolescent Version Total Score - End of Period 2
|
4.45 score on a scale
Standard Deviation 0.55
|
4.27 score on a scale
Standard Deviation 0.60
|
Adverse Events
PID Algorithm
PID + Fuzzy Logic Algorithm
Serious adverse events
| Measure |
PID Algorithm
n=112 participants at risk
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 participants at risk
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
|
Metabolism and nutrition disorders
Severe Hypoglycemia
|
0.00%
0/112 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
|
Gastrointestinal disorders
Ruptured Appendix
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
0.00%
0/112 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
|
Psychiatric disorders
Suicidal Tendencies
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
0.00%
0/112 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
Other adverse events
| Measure |
PID Algorithm
n=112 participants at risk
Participants received insulin delivered by the Medtronic Minimed 670G 3.0 HCL system using a PID algorithm with Guardian Sensor (3) continuous glucose monitoring sensor.
MedtronicMinimed 670G 3.0 hybrid closed loop system: The components of the intervention are the insulin pump with insulin delivery algorithm (PID) and Guardian Sensor (3).
|
PID + Fuzzy Logic Algorithm
n=112 participants at risk
Participants received insulin delivered by the Medtronic advanced hybrid closed loop system (Minimed 670G 4.0 AHCL) with Guardian Sensor (3) continuous glucose monitoring sensor.
Medtronic Minimed 670G 4.0 AHCL with Guardian Sensor (3) continuous glucose monitoring sensor.: The components of the intervention are the insulin pump with insulin delivery algorithm (PID + Fuzzy Logic) and Guardian Sensor (3).
|
|---|---|---|
|
Metabolism and nutrition disorders
Hyperglycemia or Ketosis Related to Insulin Pump Problem (without diabetic ketoacidosis)
|
2.7%
3/112 • Number of events 3 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
1.8%
2/112 • Number of events 2 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
|
Metabolism and nutrition disorders
Hyperglycemia or Ketosis Events not Related to Insulin Pump Problem (without diabetic ketoacidosis)
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
0.00%
0/112 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
|
Skin and subcutaneous tissue disorders
Skin reactions
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
1.8%
2/112 • Number of events 2 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
|
Gastrointestinal disorders
Gastroenteritis
|
0.00%
0/112 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
0.89%
1/112 • Number of events 1 • Post-randomization through study completion, an average of 26-weeks
All 113 participants completed both arms except for two (one in each arm) who dropped out during period 1; both of whom were included in the analysis for the partial period they completed.
|
Additional Information
Amy Becker LaFrance, Sr. Manager, Research Project Management Office
HealthPartners Institute
Results disclosure agreements
- Principal investigator is a sponsor employee
- Publication restrictions are in place