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 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 2 diabetes in a clinical research center (CRC) setting. 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 a YSI 2900 glucose analyzer and 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. In addition, both the average glucose value used by the FUSION system and each individual CGM system will be compared to the YSI glucose analyzer for correlation between systems using the Surveillance Error grid.
Study Type
INTERVENTIONAL
Allocation
NA
Purpose
DEVICE_FEASIBILITY
Masking
NONE
Enrollment
3
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
Percent of All Glucose Values Within Glucose Range < 70 mg/dL
Calculated by dividing the number of glucose values \< 70 mg/dl by the total number of all glucose values and then multiplying times 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
Percent of All Glucose Values Within Glucose Range 70-180 mg/dL
Calculated by dividing the number of glucose values in the 70-180 mg/dl range by the total number of all glucose values and then multiplying times 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
Percent of All Glucose Values Within Glucose Range < 54 mg/dL
Calculated by dividing the number of glucose values \< 54 mg/dl by the total number of all glucose values and then multiplying times 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
Percent of All Glucose Values Within Glucose Range > 180 mg/dL
Calculated by dividing the number of glucose values \> 180 mg/dl by the total number of all glucose values and then multiplying times 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
Percentage of Coefficient of Variation
The glucose percentage of coefficient of variation is calculated by dividing the average glucose values standard deviation in mg/dL by the average glucose value in mg/dL, then multiplying times 100 to achieve a unitless percent value
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 of All Glucose Values Within Glucose Range > 250 mg/dL
Calculated by dividing the number of glucose values \> 250 mg/dl by the total number of all glucose values and then multiplying times 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