Insulin Titration System Based on Deep Learning
Study Details
Study Description
Brief Summary
This is an open-labeled, one-arm intervention trial to access the effect and safety of the Insulin Titration System Based on Deep Learning in patients with Type 2 Diabetes Mellitus.
| Condition or Disease | Intervention/Treatment | Phase |
|---|---|---|
|
N/A |
Detailed Description
The study enrolls 13 patients with Type 2 Diabetes in Zhongshan Hospital who are on treatment with insulin. After screening for the inclusion and exclusion criteria, eligible patients will receive insulin dosage titration set by the Insulin Titration System Based on Deep Learning in the intervention trial. The goal of insulin therapy was to achieve preprandial capillary blood glucose between 5.6-7.8 mmol/L and postprandial capillary glucose less than 10.0mmol/L. All patients are studied for 5 consecutive days or untill hospital discharge. For each patient, capillary glucose concentration was measured at 7 time points of fasting, after breakfast, before and after lunch, before and after dinner, and before bedtime a day using Glucometer (Glupad, Sinomedisite, China). Capillary glucose measurements were performed by the nurse staff according to standard procedures with a point-of-care testing device, which is integrated into the HIS system. And continuous glucose monitoring (CGM) was performed using flash glucose monitoring (Abbott Freestyle Libre, USA) placed on the upper left arm. This study will be conducted in the Department of Endocrinology, Zhongshan Hospital,Fudan University.
Study Design
Arms and Interventions
| Arm | Intervention/Treatment |
|---|---|
| Experimental: AI Insulin Titration System Based on Deep Learning |
Device: Insulin Titration System
A noval insulin titration system, which is based on deep learning
|
Outcome Measures
Primary Outcome Measures
- mean daily blood glucose concentration [5 days]
For each patient, capillary glucose concentration was measured at 7 time points of fasting, after breakfast, before and after lunch, before and after dinner, and before bedtime a day using Glucometer (Glupad, Sinomedisite, China). Capillary glucose measurements were performed by the nurse staff according to standard procedures with a point-of-care testing device, which is integrated into the HIS system. The primary outcome is the difference in glycemia control as measured by mean daily blood glucose concentration during the intervention period.
Secondary Outcome Measures
- glucose concentration in target range (TIR) of 3.9-10.0 mmol/L [5 days]
TIR measured by CGM and Capillary glucose measurements, respectively
- glucose concentration above range (10.1-13.9 mmol/L or >13.9 mmol/L) [5 days]
TAR measured by CGM and Capillary glucose measurements, respectively
- glucose concentration below range (3.0-3.8 mmol/L or <3.0 mmol/L) [5 days]
TBR measured by CGM and Capillary glucose measurements, respectively
- glycemic variability [5 days]
glycemic variability measured by CGM and Capillary glucose measurements, respectively
Eligibility Criteria
Criteria
Inclusion Criteria:
-
type 2 diabetes
-
age of 18-75 years
-
HbA1c between 7.0% and 11.0%.
Exclusion Criteria:
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subjects with acute complications of diabetes, such as ketoacidosis or hyperglycemic hyperosmolar state;
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BMI ≥ 45kg/m2;
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women who are pregnant or breast-feeding;
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subjects with severe cardiac, hepatic, renal diseases; subjects with any psychiatric or psychological diseases;
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subjects with severe edema, infections or peripheral circulation disorders, receiving surgery during hospitalization;
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subjects who could not comply with the protocol
Contacts and Locations
Locations
| Site | City | State | Country | Postal Code | |
|---|---|---|---|---|---|
| 1 | Department of Endocrinology, Zhongshan Hospital Fudan University | Shanghai | China |
Sponsors and Collaborators
- Shanghai Zhongshan Hospital
Investigators
- Principal Investigator: Xiaoying Li, Shanghai Zhongshan Hospital
Study Documents (Full-Text)
None provided.More Information
Publications
None provided.- ZSE-202205