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Adaptive Biobehavioral Control (ABC) in a Closed-Loop System

Adaptive Biobehavioral Control (ABC) in a Closed-Loop System: A Randomized Crossover Clinical Trial

Status
Completed
Phases
Unknown
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05610111
Acronym
ABC-WIT
Enrollment
73
Registered
2022-11-09
Start date
2023-01-18
Completion date
2024-09-28
Last updated
2026-07-07

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Type 1 Diabetes

Keywords

Type 1 Diabetes, Closed-Loop Control (CLC), Continuous Glucose Monitoring (CGM), Artificial Pancreas (AP), Tandem t:slim Insulin Pump with Control-IQ Technology

Brief summary

This study is intended to test a Web-based Information Tool (WIT) software providing additional information regarding time in range, GMI, hypo- and hyperglycemia risks, variability tracker, daily glycemic profiles, and potential changes of insulin pump parameters, to users of a commercially available Closed-Loop Control (CLC) System (Control-IQ Technology).

Detailed description

This is a randomized two-arm crossover group trial in which both groups will use the CLC (Control-IQ) plus WIT. The difference between the two groups will be the order of the interventions. Each group will undergo screening and collection of baseline data from their personal AID system (Control-IQ) followed by randomization 1:1 into two groups. Both groups will have the same three interventions but will progress in the study in a different order allowing for crossover comparisons. The three interventions are: * Use of personal CLC system for 2 weeks * Use of personal CLC system and adding a behavioral adaptation module (BAM) for 4 weeks * Use of personal CLC system and adding the ABC which includes: BAM and PAM (which includes ATM and WST described below) for 16 weeks. The BAM will consist of modules in which information only is given to participants (e.g. time in range, Glucose Management Indicator (GMI), hyper-and hypoglycemic risks, daily glycemic profiles, and variability tracker). The PAM includes auto suggestions for titration of insulin pump parameters every two weeks (ATM) and is aided by a web simulation tool (WST) which can replay 'what if' scenarios for the participant based on various combinations of insulin pump parameter changes.

Interventions

DEVICECLC + BAM

Closed Loop Control with the Behavioral Adaption Module for 4 weeks

DEVICECLC + ABC

Closed Loop Control with Adaptive Biobehavioral Control for 16 weeks

Sponsors

Sue Brown
Lead SponsorOTHER
National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK)
CollaboratorNIH
Tandem Diabetes Care, Inc.
CollaboratorINDUSTRY

Study design

Allocation
RANDOMIZED
Intervention model
CROSSOVER
Primary purpose
TREATMENT
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
18 Years to 70 Years
Healthy volunteers
No

Inclusion criteria

1. Age ≥18.0 and ≤70 years old at time of consent 2. Clinical diagnosis, based on investigator assessment, of type 1 diabetes for at least one year 3. Currently using an insulin pump for at least six months 4. Currently using insulin for at least six months 5. Currently using the t:slim X2 insulin pump for at least two months 6. Currently using or anticipated to be using the t:slim X2 insulin pump with Control-IQ technology at randomization (Visit 3). 7. Using or willing to use insulin parameters such as carbohydrate ratio and correction factors consistently on their pump in order to dose insulin for meals or corrections 8. Access to internet and willingness to upload data during the study as needed 9. Willing to use an app on a smart phone during the study. 10. For females, not currently known to be pregnant or breastfeeding 11. If female, sexually active, and of childbearing potential, must agree to use a form of contraception to prevent pregnancy while a participant in the study. A negative serum or urine pregnancy test will be required for all females of childbearing potential. Participants who become pregnant will be discontinued from the study. Also, participants who during the study develop and express the intention to become pregnant within the timespan of the study will be discontinued. 12. Willingness to use only insulin analogs approved for use in the t:slim X2 pump such as lispro (Humalog) or as part (Novolog) and not use ultra-rapid acting insulin analogs (e.g., FiAsp) during the study 13. Total daily insulin dose (TDD) at least 10 units per day 14. Willingness not to start any new non-insulin glucose-lowering agent during the course of the trial (including metformin (biguanides), GLP-1 receptor agonists, pramlintide, DPP-4 inhibitors, SGLT-2 inhibitors, sulfonylureas) 15. An understanding and willingness to follow the protocol and signed informed consent

Exclusion criteria

1. Concurrent use of any non-insulin glucose-lowering agent other than metformin or GLP-1 receptor agonists following screening (including pramlintide, DPP-4 inhibitors, SGLT-2 inhibitors, sulfonylureas) 2. A condition, which in the opinion of the investigator or designee, would put the participant at risk or interfere with the completion of the protocol. 3. History of diabetic ketoacidosis (DKA) in the 12 months prior to enrollment 4. Severe hypoglycemia resulting in seizure or loss of consciousness in the 12 months prior to enrollment 5. Currently being treated for a seizure disorder 6. Hemophilia or any other bleeding disorder 7. Planned surgery during study duration 8. Participation in another pharmaceutical or device trial at the time of enrollment or during the study 9. Having a direct supervisor at place of employment who is also directly involved in conducting the clinical trial (e.g., study investigator, coordinator, etc.); or having a first-degree relative who is directly involved in conducting the clinical trial.

Design outcomes

Primary

MeasureTime frameDescription
CGM-measured Percent Time in Range 70-180 mg/dL2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCThe primary outcome for this study is CGM-measured percent time in range 70-180 mg/dL over the last 4-week periods on CLC+ABC versus 2 weeks of the current CLC system.

Secondary

MeasureTime frameDescription
CGM-measured Percent Above 180 mg/dL During the Day2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCA key secondary outcome is CGM-measured percent above 180mg/dL during the day comparing last 4 weeks of CLC+ABC to 2 weeks of the CLC system alone.
CGM-measured Percent Below 70 mg/dL During the Day2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCA key secondary outcome is CGM-measured percent below 70mg/dL during the day comparing last 4 weeks of CLC+ABC to 2 weeks of the CLC system alone.
CGM-measured Mean Glucose2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCA key secondary outcome is CGM-measured mean glucose comparing the last 4 weeks of CLC+ABC to 2 weeks of the CLC system alone.
CGM-measured Coefficient of Variation During the Day2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCA key secondary outcome is CGM-measured percent coefficient of variation during the day comparing last 4 weeks of CLC+ABC to 2 weeks of the CLC system alone.
Time in Range (70-140 mg/dL)2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCA key secondary outcome is CGM-measured time in range from 70-140 mg/dL comparing the last 4 weeks of CLC+ABC to 2 weeks of the CLC system alone.
TIR <60 mg/dL2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCTime below 60 mg/dL as measured by CGM.
Low Blood Glucose Index (LBGI)2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCThe low blood glucose index (LBGI) is based on a nonlinear transformation of blood glucose values that corrects for the asymmetry of the glucose scale. This transformation maps glucose values into a risk space (minimum risk = 0), where higher values correspond to higher risk. Values \<1 suggest low risk of hypoglycemia.
High Blood Glucose Index (HBGI)2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCThe high blood glucose index (HBGI) is based on a nonlinear transformation of blood glucose values that corrects for the asymmetry of the glucose scale. This transformation maps glucose values into a risk space (minimum risk = 0), where higher values correspond to higher risk. Values below 10 suggest low to moderate risk.
TIR >250 mg/dL2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCTime above 250 mg/dL as measured by CGM.
TIR >300 mg/dL2 weeks of CLC, 4 weeks of CLC+BAM, last 4 weeks of CLC+ABCTime above 300 mg/dL as measured by CGM.
HbA1c (%) at End of StudyLabs taken at the completion of study, approximately 6 months after enrollment; hence, results are stratified only by arm and not by intervention.The percentage of glycated hemoglobin. A higher percentage indicates a worse outcome.
Technology Expectations SurveyParticipant baselineThis questionnaire is rated on a 5-point Likert scale and is the baseline version of the Technology Acceptance Survey. Technology Expectations and Technology Experience Survey have identical items, except future tense is used in the Technology Expectations Survey (administered at randomization), while past tense is used in the Technology Experience Survey (administered at the end of each intervention). These surveys yield two subscale scores (burdens and benefits); the score of the items in the burden subscale are inverted before averaging the score of all the items to obtain the total technology acceptance reported here (range: 1-5, with 5 indicating higher acceptance).
Clarke's Hypoglycemia Awareness Scale22 weeksNumber of individuals with hypoglycemia awareness, reduced hypoglycemia awareness, and in between, based on Clarke's Hypoglycemia Awareness Scale.
Technology Experience SurveyAt participant completion, approximately 6 monthsThis questionnaire is rated on a 5-point Likert scale and is the endpoint version of the Technology Acceptance Survey. Technology Expectations and Technology Experience Survey have identical items, except future tense is used in the Technology Expectations Survey (administered at randomization), while past tense is used in the Technology Experience Survey (administered at the end of each intervention). These surveys yield two subscale scores (burdens and benefits); the score of the items in the burden subscale are inverted before averaging the score of all the items to obtain the total technology acceptance reported here (range: 1-5, with 5 indicating higher acceptance). The score is not reported for CLC only, as no technology was used during this intervention.
High Blood Glucose Levels Survey22 weeksThis questionnaire evaluates generalized avoidance of hyperglycemia across 4 subcategories using items rated on a 5-point Likert scale. Range is 1-5, with 5 indicating higher hyperglycemia avoidance and worry. The total score reported is obtained by averaging the scores of all the items in the survey.
Hypoglycemia Fear Survey22 weeksThis questionnaire evaluates Fear of Hypoglycemia and each item is rated on a 5-point Likert scale. Range is 1-5, with 5 indicating higher hypoglycemia fear and worry. The total score reported is obtained by averaging the scores of all the items in the survey.
Diabetes Distress Scale22 weeksA questionnaire evaluating different domains of diabetes-related distress. Each item is scored on a 6 point Likert scale. Range is 1-6- with scores of 2-2.9 indicating moderate distress and scores \> 3.0 indicating severe distress. The total score reported is obtained by averaging the scores of all the items in the survey.

Countries

United States

Contacts

PRINCIPAL_INVESTIGATORSue Brown, MD

University of Virginia Center for Diabetes Technology

Participant flow

Pre-assignment details

73 participants were randomized but 1 participant from the "CLC+ABC, then CLC+BAM, then CLC" arm did not complete the study. 72 participants completed.

Baseline characteristics

Characteristic
Age, Continuous42.8 years
STANDARD_DEVIATION 15.1
Ethnicity (NIH/OMB)
Hispanic or Latino
4 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
30 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants
Height (cm)168.0 cm
STANDARD_DEVIATION 9.4
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
Race (NIH/OMB)
Asian
0 Participants
Race (NIH/OMB)
Black or African American
2 Participants
Race (NIH/OMB)
More than one race
0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
Race (NIH/OMB)
Unknown or Not Reported
2 Participants
Race (NIH/OMB)
White
36 Participants
Screening glycated hemoglobin (%)6.8 percentage of glycated hemoglobin
STANDARD_DEVIATION 0.8
Sex/Gender, Customized
Female
39 Participants
Sex/Gender, Customized
Male
22 Participants
Sex/Gender, Customized
Not disclosed
0 Participants
Sex/Gender, Customized
Other
1 Participants
Weight (kg)82.7 kg
STANDARD_DEVIATION 18.9

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
EG002
affected / at risk
EG003
affected / at risk
EG004
affected / at risk
EG005
affected / at risk
deaths
Total, all-cause mortality
0 / 380 / 380 / 380 / 350 / 340 / 34
other
Total, other adverse events
0 / 380 / 380 / 380 / 350 / 340 / 34
serious
Total, serious adverse events
0 / 380 / 380 / 380 / 350 / 340 / 34

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Jul 8, 2026