Trial Outcomes & Findings for Hybrid Closed-Loop Control With Smart Prandial Insulin Dosing in Type 1 Diabetes (NCT NCT04878120)

NCT ID: NCT04878120

Last Updated: 2024-05-30

Results Overview

LBGI computed from CGM collected in the four hours following the dinner meal. LBGI is a metric quantifying the risk for hypoglycemia (the higher the LBGI, the higher the exposure to/risk of hypoglycemia), calculated based on the following two steps: 1. Transforming each CGM reading in the time-series of length N into a hypoglycemia risk score (rL(i), i=1,...,N) by applying the following transformation: rL(i) = 10 x (1.509 x (log(CGM(i))\^1.084 - 5.381))\^2, if CGM(i) \<=112.5 mg/dL; rL(i) = 0, if CGM(i) \>112.5 mg/dL 2. Averaging the risk scores rL(i), i=1,...,N. The hypoglycemia risk score ranges from 0 for CGM readings \>112.5 mg/dL (no hypoglycemia risk) to 100 for CGM readings =20 mg/dL (maximum hypoglycemia risk); consequently, LBGI can theoretically assume values between 0 and 100 as well. Clinically relevant LBGI thresholds have been defined: 1. LBGI \<2.5: low hypoglycemia risk 2. LBGI in 2.5-5: moderate hypoglycemia risk 3. LBGI \>5: high hypoglycemia risk.

Recruitment status

COMPLETED

Study phase

NA

Target enrollment

25 participants

Primary outcome timeframe

4 hours (dinner postprandial period); the final metric for each intervention type is obtained as the average over two consecutive camp days (days 1-2 for the first intervention; days 3-4 for the second intervention)

Results posted on

2024-05-30

Participant Flow

Participant milestones

Participant milestones
Measure
Standard HCL System - HCL System With Smart Bolus Calculator
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity Standard HCL System: Standard HCL system (USS Virginia) HCL System with Smart Bolus Calculator: HCL system (USS Virginia) with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system Standard HCL System: Standard HCL system (USS Virginia) HCL System with Smart Bolus Calculator: HCL system (USS Virginia) with smart bolus calculator informed by insulin sensitivity
Overall Study
STARTED
13
12
Overall Study
COMPLETED
12
11
Overall Study
NOT COMPLETED
1
1

Reasons for withdrawal

Withdrawal data not reported

Baseline Characteristics

Hybrid Closed-Loop Control With Smart Prandial Insulin Dosing in Type 1 Diabetes

Baseline characteristics by cohort

Baseline characteristics by cohort
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Total
n=23 Participants
Total of all reporting groups
Age, Categorical
<=18 years
12 Participants
n=5 Participants
11 Participants
n=7 Participants
23 Participants
n=5 Participants
Age, Categorical
Between 18 and 65 years
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Age, Categorical
>=65 years
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Age, Continuous
13.8 years
STANDARD_DEVIATION 1.7 • n=5 Participants
14.6 years
STANDARD_DEVIATION 1.3 • n=7 Participants
14.2 years
STANDARD_DEVIATION 1.6 • n=5 Participants
Sex: Female, Male
Female
6 Participants
n=5 Participants
5 Participants
n=7 Participants
11 Participants
n=5 Participants
Sex: Female, Male
Male
6 Participants
n=5 Participants
6 Participants
n=7 Participants
12 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Hispanic or Latino
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
12 Participants
n=5 Participants
11 Participants
n=7 Participants
23 Participants
n=5 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
Asian
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Race (NIH/OMB)
Black or African American
0 Participants
n=5 Participants
1 Participants
n=7 Participants
1 Participants
n=5 Participants
Race (NIH/OMB)
White
11 Participants
n=5 Participants
9 Participants
n=7 Participants
20 Participants
n=5 Participants
Race (NIH/OMB)
More than one race
1 Participants
n=5 Participants
1 Participants
n=7 Participants
2 Participants
n=5 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants
n=5 Participants
0 Participants
n=7 Participants
0 Participants
n=5 Participants
Region of Enrollment
United States
12 Participants
n=5 Participants
11 Participants
n=7 Participants
23 Participants
n=5 Participants
Hemoglobin A1c
7.2 %
STANDARD_DEVIATION 0.4 • n=5 Participants
7.2 %
STANDARD_DEVIATION 0.8 • n=7 Participants
7.2 %
STANDARD_DEVIATION 0.6 • n=5 Participants

PRIMARY outcome

Timeframe: 4 hours (dinner postprandial period); the final metric for each intervention type is obtained as the average over two consecutive camp days (days 1-2 for the first intervention; days 3-4 for the second intervention)

LBGI computed from CGM collected in the four hours following the dinner meal. LBGI is a metric quantifying the risk for hypoglycemia (the higher the LBGI, the higher the exposure to/risk of hypoglycemia), calculated based on the following two steps: 1. Transforming each CGM reading in the time-series of length N into a hypoglycemia risk score (rL(i), i=1,...,N) by applying the following transformation: rL(i) = 10 x (1.509 x (log(CGM(i))\^1.084 - 5.381))\^2, if CGM(i) \<=112.5 mg/dL; rL(i) = 0, if CGM(i) \>112.5 mg/dL 2. Averaging the risk scores rL(i), i=1,...,N. The hypoglycemia risk score ranges from 0 for CGM readings \>112.5 mg/dL (no hypoglycemia risk) to 100 for CGM readings =20 mg/dL (maximum hypoglycemia risk); consequently, LBGI can theoretically assume values between 0 and 100 as well. Clinically relevant LBGI thresholds have been defined: 1. LBGI \<2.5: low hypoglycemia risk 2. LBGI in 2.5-5: moderate hypoglycemia risk 3. LBGI \>5: high hypoglycemia risk.

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Low Blood Glucose Index (LBGI)
Camp days 1-2
2.87 score on a scale
Standard Deviation 2.59
3.19 score on a scale
Standard Deviation 1.73
Low Blood Glucose Index (LBGI)
Camp days 3-4
1.1 score on a scale
Standard Deviation 0.78
1.70 score on a scale
Standard Deviation 0.79

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

Percentage of CGM readings in hypoglycemia below 70 mg/dL

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Percentage of Time Spent Below 70 mg/dL
Camp days 1-2
10.33 percentage of time spent below 70 mg/dL
Standard Deviation 14.55
12.08 percentage of time spent below 70 mg/dL
Standard Deviation 7.88
Percentage of Time Spent Below 70 mg/dL
Camp days 3-4
2.31 percentage of time spent below 70 mg/dL
Standard Deviation 3.16
5.00 percentage of time spent below 70 mg/dL
Standard Deviation 3.61

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

Percentage of CGM readings in normoglycemia between 70-180 mg/dL

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Percentage of Time Spent in 70-180 mg/dL
Camp days 1-2
83.16 percentage of time spent in 70-180 mg/dL
Standard Deviation 14.40
78.16 percentage of time spent in 70-180 mg/dL
Standard Deviation 20.98
Percentage of Time Spent in 70-180 mg/dL
Camp days 3-4
81.47 percentage of time spent in 70-180 mg/dL
Standard Deviation 15.30
85.44 percentage of time spent in 70-180 mg/dL
Standard Deviation 17.73

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

Percentage of CGM readings in hyperglycemia above 180 mg/dL

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Percentage of Time Spent Above 180 mg/dL
Camp days 1-2
6.51 percentage of time spent above 180 mg/dL
Standard Deviation 9.69
9.76 percentage of time spent above 180 mg/dL
Standard Deviation 21.25
Percentage of Time Spent Above 180 mg/dL
Camp days 3-4
16.22 percentage of time spent above 180 mg/dL
Standard Deviation 16.37
9.56 percentage of time spent above 180 mg/dL
Standard Deviation 17.63

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

HBGI computed from CGM collected in the four hours following the dinner meal. HBGI is a metric quantifying the risk for hyperglycemia (the higher the HBGI, the higher the exposure to/risk of hyperglycemia), calculated based on the following two steps: 1. Transforming each CGM reading in the time-series of length N into a hyperglycemia risk score (rH(i), i=1,...,N) by applying the following transformation: rH(i) = 10 x (1.509 x (log(CGM(i))\^1.084 - 5.381))\^2, if CGM(i) \>112.5 mg/dL; rH(i) = 0, if CGM(i) \<=112.5 mg/dL 2. Averaging the risk scores rH(i), i=1,...,N. The hyperglycemia risk score ranges from 0 for CGM readings \<=112.5 mg/dL (no hyperglycemia risk) to 100 for CGM readings =600 mg/dL (maximum hyperglycemia risk); consequently, HBGI can theoretically assume values between 0 and 100 as well. Clinically relevant HBGI thresholds have been defined: 1. HBGI \<4.5: low hyperglycemia risk 2. HBGI in 4.5-9: moderate hyperglycemia risk 3. HBGI \>9: high hyperglycemia risk.

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
High Blood Glucose Index (HBGI)
Camp days 1-2
1.64 score on a scale
Standard Deviation 1.73
3.51 score on a scale
Standard Deviation 8.45
High Blood Glucose Index (HBGI)
Camp days 3-4
4.10 score on a scale
Standard Deviation 4.74
1.85 score on a scale
Standard Deviation 2.60

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

CGM coefficient of variation as a measure of glucose variability

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
CGM Coefficient of Variation
Camp days 1-2
25.36 percent
Standard Deviation 5.81
25.74 percent
Standard Deviation 8.69
CGM Coefficient of Variation
Camp days 3-4
24.01 percent
Standard Deviation 5.14
21.74 percent
Standard Deviation 5.81

SECONDARY outcome

Timeframe: 4 hour (dinner postprandial period); average over two consecutive days for each intervention type, as described for primary outcome

Total amount of carbohydrate administered as rescue treatments per study protocol

Outcome measures

Outcome measures
Measure
Standard HCL Control - HCL Control With Smart Bolus Calculator
n=12 Participants
Use of standard HCL system followed by use of HCL system with smart bolus calculator informed by insulin sensitivity
HCL Control With Smart Bolus Calculator - Standard HCL Control
n=11 Participants
Use of HCL system with smart bolus calculator informed by insulin sensitivity followed by use of standard HCL system
Total Amount of Carbohydrate Administered as Rescue Treatments
Camp days 1-2
29.75 grams
Standard Deviation 25.11
37.45 grams
Standard Deviation 23.51
Total Amount of Carbohydrate Administered as Rescue Treatments
Camp days 3-4
11.54 grams
Standard Deviation 10.69
20.41 grams
Standard Deviation 14.56

Adverse Events

Standard HCL Control

Serious events: 0 serious events
Other events: 0 other events
Deaths: 0 deaths

HCL Control With Smart Bolus Calculator

Serious events: 0 serious events
Other events: 2 other events
Deaths: 0 deaths

Serious adverse events

Adverse event data not reported

Other adverse events

Other adverse events
Measure
Standard HCL Control
n=25 participants at risk
Use of standard HCL system
HCL Control With Smart Bolus Calculator
n=25 participants at risk
Use of HCL system with smart bolus calculator informed by insulin sensitivity
General disorders
Vomiting
0.00%
0/25 • About six months
4.0%
1/25 • About six months
General disorders
Sore Throat
0.00%
0/25 • About six months
4.0%
1/25 • About six months

Additional Information

Dr. Chiara Fabris

University of Virginia

Phone: 4344220240

Results disclosure agreements

  • Principal investigator is a sponsor employee
  • Publication restrictions are in place