This is a proof of concept safety study of an artificial intelligence based closed loop glucose control system designed for use in the intensive care unit setting. The type 1 and type 2 diabetic subjects in this study will have their glucose controlled to a range of 100-140 mg/dL by a novel artificial intelligence based closed loop glucose control system for a period of 24 hours. The subjects will consume three standardized meals during the 24 hour study period.
Tight glucose control in the intensive care unit (ICU) setting is difficult to achieve. The investigators hypothesize that a closed loop glucose control system based on artificial intelligence (AI) will improve upon the glucose control currently achieved by the current open loop manual methods, and that this improved glucose control may improve the outcomes of critically ill patients, including those with COVID-19. This Earl Feasibility Study will test the ability of a prototype artificial intelligence based closed loop glucose control system named FUSION, to provide safe and effective glucose control in subjects with type 1 and type 2 diabetes in a clinical research center (CRC) setting. Subjects with type 1 diabetes have been chosen as safe and effective glucose control is difficult to achieve in these subjects during meal challenges. Subjects with type 2 diabetes have been chosen as they are insulin resistant, which makes their insulin resistance profile similar to that of ICU patients. As this is the first in human study of a new medical device, the controlled environment of the CRC is preferable to the less controlled environment of an ICU setting. The prototype FUSION system to be used in this study will consist to two Dexcom G6 continuous glucose monitors (CGM), the AI-based glucose control software run on an all-in-one medical computer, and two syringe pumps. The prototype system is housed on a medical cart. Based on the average glucose value of the two Dexcom G6 CGM's, and the rules of the FUSION systems AI-based glucose control software, the FUSION system will make rate adjustments every 5-10 minutes to the intravenous infusion rates of short acting insulin (NovoLog) and dextrose (D10NS) under its control, in an attempt to keep the subjects glucose in the range of 100-140 mg/dL. The FUSION system only requires entry of the subjects study identification number and weight in kilograms to initiate the system. For safety reasons, the subjects will have their blood glucose independently measured every 10-60 minutes on the point of care Nova StatStrip system, throughout the 24 hour study period. The study has halting criteria to avoid recurrent instances of severe hypoglycemia (\< 54 mg/dL). The average of the two CGM's, that is used by the FUSION system for glucose control, will be used for statistical analysis.
Study Type
INTERVENTIONAL
Allocation
NA
Purpose
TREATMENT
Masking
NONE
Enrollment
7
The FUSION system will be used to control the subjects glucose to a range of 100-140 mg/dL. Data will be collected for up to 24 hours, or upon early termination of the study session.
Emory University
Atlanta, Georgia, United States
Primary Safety Outcome
Percent of All Glucose Values Within Glucose Range \< 70 mg/dL
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time up to 24 hours
Primary Efficacy Outcome
Percent of All Glucose Values Within Glucose Range 70-180 mg/dL
Time frame: From beginning of use of FUSION System to end of use of FUSION System, which will be a period of time of up to 24 hours
Percent of All Glucose Values Within Glucose Range < 54 mg/dL
The percentage of all glucose values that less than 54 mg/dL
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
Percent of All Glucose Values Within Glucose Range > 180 mg/dL
Percentage of all glucose values that are greater than 180 mg/dL
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
Percent of All Glucose Values Within Glucose Range > 250 mg/dL
The percentage of all glucose values that are greater than 250 mg/dL
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
Average Glucose Value in mg/dL
The average of all measured glucose values in mg/dL
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
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Percent Coefficient of Variation of Glucose
The percent coefficient of variation of glucose will be calculated by dividing the standard deviation of the average glucose value in mg/dL by the average glucose value in mg/dL, then multiplying this value by 100
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
Weight in Kilograms
Average weight in kilograms of the subjects
Time frame: From beginning of use of the FUSION System to end of use of the FUSION System, which will be a period of time of up to 24 hours
Body Mass Index
The body mass index was calculated by dividing the subjects weight in kilograms by their height in meters squared
Time frame: As measured at the start of the closed loop glucose control session
Total Daily Dose of Insulin in Units/Kilogram
The subjects total daily dose of insulin used prior to the start of the closed loop glucose control session was calculated by adding up all of the insulin doses used by the subjects (both short and long acting insulin) in units and dividing this value by the subjects weight in Kilograms
Time frame: As measured prior to the start of the closed loop glucose control session
Hemoglobin A1c Percentage Level
The subjects hemoglobin A1c measurement from a blood draw taken within 2 weeks of the start of the closed loop glucose control session
Time frame: As measured within 2 weeks of the start of the closed loop glucose control session
C-Peptide Level in ng/mL
C-Peptide level as measured from a blood draw
Time frame: As measured from a blood draw taken within 2 weeks of the start of the closed loop glucose control session