Safety and Feasibility of a Machine-Learning Bolus Priming Added to Existing Control Algorithm
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 发起方
- 入组人数
- 19
- 试验地点
- 1
- 主要终点
- CGM-measured Time in Range (TIR, 70-180 mg/dL) During the 18-hour Hotel Sessions.
研究概览
简要总结
A randomized crossover trial assessing glycemic control using Reinforcement Learning trained Bolus Priming System (BPS_RL) added to the the Automated Insulin Delivery as Adaptive NETwork (AIDANET algorithm) compared to the original AIDANET algorithm.
详细描述
After receiving training on the study equipment, participants will use the AIDANET system at home for 7 days/6 nights to establish a baseline and initialize the control algorithm. Participants will then be studied at a hotel session for 3 days/2 nights. Participants will transition to home use of AIDANET+ BPS_RL for 7 days/6 nights.
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Crossover
- 主要目的
- Treatment
- 盲法
- None
入排标准
- 年龄范围
- 18 Years 至 —（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Age ≥18.0 years old at time of consent
- •Clinical diagnosis, based on investigator assessment, of Type 1 Diabetes for at least one year.
- •Having used an AID system equipped with Dexcom G6 or G7 CGM within the last three months (does not need to be continuous use if CGM was unavailable for instance).
- •Currently using insulin for at least six months.
- •Willingness to switch to use a commercially approved personal insulin (e.g., lispro or aspart, or biosimilar approved products) within the study pump as directed by the study team.
- •Has one or more supportive companions knowledgeable about emergency procedures for severe hypoglycemia and able to contact emergency services and study staff that either lives with participant or located within approximately 30 minutes of participant and able to locate participant in the event of an emergency.
- •Participant not currently known to be pregnant or breastfeeding.
- •If participant capable of becoming pregnant, must agree to use a form of contraception to prevent pregnancy while a participant in the study (e.g. hormonal contraception, abstinence from heterosexual intercourse). 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.
- •Willingness to use the study AIDANET system (CGM, pump, and phone) during the study period.
- •Willingness not to start any new non-insulin glucose-lowering agent during the course of the trial.
- •Willingness to participate in all study procedures including the house/hotel sessions.
- •Access to internet at home and willingness to upload data during the study as needed.
- •Investigator has confidence that the participant can successfully operate all study devices and is capable of adhering to the protocol.
- •Participant is proficient in reading and writing English.
排除标准
- •Plans to start a new non-insulin glucose-lowering agent (e.g., GLP-1 receptor agonists, Symlin, DPP-4 inhibitors, sulfonylureas). Participants may be on a stable dose of such an agent for at least the past month.
- •Current use of an SGLT-2 or SGLT-1/2 inhibitor due to risk of euglycemic DKA.
- •Hemophilia or any other bleeding disorder.
- •History of severe hypoglycemic events with seizure or loss of consciousness in the last 12 months.
- •History of DKA event in the last 12 months.
- •Stage 4 chronic renal disease or currently on peritoneal or hemodialysis.
- •Currently being treated for adrenal insufficiency.
- •Currently being treated for a seizure disorder.
- •Hypothyroidism or hyperthyroidism that is not adequately treated.
- •Use of oral or injectable steroids at the time of enrollment or within the last 4 weeks.
- •Planned surgery during the study period.
- •Known ongoing adhesive intolerance that is not well managed.
- •A condition, which in the opinion of the investigator or designee, would put the participant or study at risk.
- •Participation in another interventional trial at the time of enrollment.
- •Participant with a direct supervisor involved in the conduct of the trial.
研究组 & 干预措施
AIDANET→AIDANET+ BPS_RL
Group A: AIDANET followed by AIDANET+ BPS_RL during the hotel session
干预措施: Automated Insulin Delivery Adaptive NETwork (AIDANET) (Device)
AIDANET+ BPS_RL→AIDANET
Group B: AIDANET+BPS_RL followed by AIDANET during the hotel session
干预措施: AIDANET+ BPS_RL→AIDANET (Device)
结局指标
主要结局
CGM-measured Time in Range (TIR, 70-180 mg/dL) During the 18-hour Hotel Sessions.
时间窗: 36 hours total (18 hours for Group A and 18 hours for Group B)
CGM-measured time in range (TIR, 70-180 mg/dL) during the 18-hour hotel sessions on AIDANET or AIDANET+BPS\_RL. The time periods begin at 6 PM and end at noon on the next day, thereby covering two meals - dinner and breakfast.
次要结局
- CGM-measured Time Below Range <70mg/dL During Hotel Session(18 hours)
- CGM-measured Time in Range (70-180 mg/dL) for At-home(7 days)
- CGM-measured Time Below Range 70 mg/dL for At-home(1 week)
研究者
Sue Brown
Principal Investigator
University of Virginia