AI-Assisted Insulin Titration System on Inpatients Glucose Control
Study to Assess Artificial Intelligence-Assisted Insulin Titration System on Inpatients Glucose Control
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Detailed Description
As one of the most common treatments for diabetes inpatients, insulin regimens often vary due to different physicians. Since 2016, Zhongshan Hospital has set up the Internet-based glucose management system (iGMS) to monitor plasma glucose of diabetes patients, and further set up an Artificial Intelligence Assisted Insulin Titration System (iNCDSS) to recommend insulin regime in 2019. Previous single-center clinical trial (NCT04053959) have demonstrated the efficacy and safety of iNCDSS in glycemic management in patients with type 2 diabetes.
This multi-center study enrolls 120 patients with Type 2 Diabetes from 20 wards of Zhongshan Hospital who are on treatment with insulin for at least 3 months. They are randomly allocated into 2 groups at a ratio of 1:1 after screening for the inclusion and exclusion criteria. Patients in the Intervention group (AI group) receive insulin regimen set by iNCDSS and patients in Control group receive insulin regimen recommended by endocrinologists.
This study will be conducted in the Department of Endocrinology, Zhongshan Hospital,Fudan University and consist of a 7-day intervention period. Patient allocation will be stratified by HbA1c, BMI and previous total insulin doses. The primary endpoint is the fasting plasma glucose level after the 7-days trial period.
Study Type
Study Type
Enrollment (Anticipated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Hua Bian
- Phone Number: +8613681976102
- Email: bianhuaer@126.com
Study Locations
-
-
-
Shanghai, China
- Recruiting
- Zhongshan Hospital, Fudan University
-
Contact:
- Hua Bian
- Phone Number: +8613681976102
- Email: bianhuaer@126.com
-
-
Shanghai
-
Shanghai, Shanghai, China, 200032
- Recruiting
- Zhongshan Hospital
-
Contact:
- Hua Bian, chief physician
- Email: bianhuaer@126.com
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- Men or women aged 18-99 years old;
- Inpatients who had been diagnosed with type 2 diabetes;
- Subjects who are on treatment with insulin for at least 3 months;
- HbA1c: 7.0%-10.0%.
Exclusion Criteria:
- Patients who were diagnosed with T1D, gestational diabetes or other specific types of diabetes.
- Subjects with acute complications of diabetes such as ketoacidosis or hyperglycemic hyperosmolar state;
- Patients with severe cardiac, hepatic, renal or general diseases;
- Subjects that are, in the judgement of the investigator, unlikely to comply with the protocol.
- Absence of informed consent.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Treatment
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
|
Experimental: AI group
iGMS+iNCDSS group (Artificial intelligence assisted insulin titration system group)
|
Patients of this group will receive the insulin regime set by the AI assisted insulin titration system (iNCDSS).
Other Names:
|
|
Active Comparator: Control group
iGMS+routine treatment group (Physicians decided insulin titration group)
|
Patients of this group will receive the insulin regime recommended by professional endocrinologists.
Other Names:
|
What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Fasting plasma glucose of T2D patients
Time Frame: After 7-day intervention
|
Fasting plasma glucose of T2D patients by self-monitoring of bloodglucose (SMBG) in both groups
|
After 7-day intervention
|
Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Well-controlled rate of fasting blood glucose
Time Frame: During 7-day intervention
|
The well-controlled rate of blood glucose is defined as proportion of the time of sensor glucose measurements in targeted range
|
During 7-day intervention
|
|
Incidence of hypoglycemia
Time Frame: During 7-day intervention
|
The hypoglycemia is defined as blood glucose level less than 3.9mmol/L.
|
During 7-day intervention
|
|
Total insulin dose
Time Frame: During 7-day intervention
|
The total insulin dose is defined as daily insulin dose.
|
During 7-day intervention
|
Collaborators and Investigators
Sponsor
Sponsor
Investigators
Investigators
- Principal Investigator: Hua Bian, Shanghai Zhongshan Hospital
Publications and helpful links
General Publications
- Xu Y, Wang L, He J, Bi Y, Li M, Wang T, Wang L, Jiang Y, Dai M, Lu J, Xu M, Li Y, Hu N, Li J, Mi S, Chen CS, Li G, Mu Y, Zhao J, Kong L, Chen J, Lai S, Wang W, Zhao W, Ning G; 2010 China Noncommunicable Disease Surveillance Group. Prevalence and control of diabetes in Chinese adults. JAMA. 2013 Sep 4;310(9):948-59. doi: 10.1001/jama.2013.168118.
- Wang T, Xu Y, Xu M, Wang W, Bi Y, Lu J, Dai M, Zhang D, Ding L, Xu B, Sun J, Zhao W, Jiang Y, Wang L, Li Y, Zhang M, Lai S, Wang L, Ning G. Awareness, treatment and control of cardiometabolic disorders in Chinese adults with diabetes: a national representative population study. Cardiovasc Diabetol. 2015 Feb 26;14:28. doi: 10.1186/s12933-015-0191-6.
- Fox CS, Golden SH, Anderson C, Bray GA, Burke LE, de Boer IH, Deedwania P, Eckel RH, Ershow AG, Fradkin J, Inzucchi SE, Kosiborod M, Nelson RG, Patel MJ, Pignone M, Quinn L, Schauer PR, Selvin E, Vafiadis DK; American Heart Association Diabetes Committee of the Council on Lifestyle and Cardiometabolic Health, Council on Clinical Cardiology, Council on Cardiovascular and Stroke Nursing, Council on Cardiovascular Surgery and Anesthesia, Council on Quality of Care and Outcomes Research, and the American Diabetes Association. Update on Prevention of Cardiovascular Disease in Adults With Type 2 Diabetes Mellitus in Light of Recent Evidence: A Scientific Statement From the American Heart Association and the American Diabetes Association. Circulation. 2015 Aug 25;132(8):691-718. doi: 10.1161/CIR.0000000000000230. Epub 2015 Aug 5.
- Rawshani A, Rawshani A, Gudbjornsdottir S. Mortality and Cardiovascular Disease in Type 1 and Type 2 Diabetes. N Engl J Med. 2017 Jul 20;377(3):300-301. doi: 10.1056/NEJMc1706292. No abstract available.
- Contreras I, Vehi J. Artificial Intelligence for Diabetes Management and Decision Support: Literature Review. J Med Internet Res. 2018 May 30;20(5):e10775. doi: 10.2196/10775.
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Anticipated)
Primary Completion
Study Completion (Anticipated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- iNCDSS-2
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.
Clinical Trials on Type 2 Diabetes
-
NCT07148713RecruitingType 2 Diabetes | Nutrition | Diabetes Type 2 | T2DM (Type 2 Diabetes Mellitus) | Diabetes Mellitis | T2DM | Diabetes Education
-
NCT06906653Enrolling by invitationType 2 Diabetes | Type 2 Diabetes Mellitus (T2DM) | Type 2 Diabetes (T2D)
-
NCT07197788Not yet recruitingDiabetes Mellitus, Type 2 | Diabetes | Type 2 Diabetes Mellitus | Type 2 Diabetes | Type2diabetes
-
NCT07622628Not yet recruitingType 2 Diabetes | Diabetes Mellitus Type 2
-
NCT06616779CompletedType 2 Diabetes | Type 2 Diabetes Mellitus (T2DM) | Type 2 Diabetes, Insulin Requiring
-
NCT07197775Not yet recruitingDiabetes Mellitus, Type 2 | Diabetes | Type 2 Diabetes | Type 2 Diabetes Mellitus (T2DM) | Type2Diabetes
-
NCT06856720Enrolling by invitationType 2 Diabetes Mellitus | Aging | Hyperglycemia Due to Type 2 Diabetes Mellitus
-
NCT07167004RecruitingType 2 Diabetes Mellitus | Type 2 Diabetes | Type II Diabetes Mellitus | Pre-diabetes | Pre-diabetic | Type II Diabetes | Type 2 Diabetes Mellitus (T2DM) | Type 2 Diabetes (T2DM) | Pre-diabetic State
-
NCT07493707Active, not recruiting
-
NCT07250789RecruitingDiabetes | Cognitive Impairment | Type 2 Diabetes | Diabetes Mellitus Type 2 | Cognitive Decline | Type 2 Diabetes Mellitus (T2DM)
Clinical Trials on iNCDSS based insulin regime
-
NCT04642378Completed
-
NCT04053959Completed
-
NCT05084079RecruitingGlucose Metabolism Disorders | Diabetes Mellitus, Type 2 | Diabetes Mellitus | Endocrine System Diseases | Metabolic Disease
-
NCT05229445CompletedDiabetes Mellitus, Type 2 | Diabetes Mellitus, Type 1
-
NCT06466382RecruitingFallopian Tube Neoplasms | Ovarian Neoplasm Epithelial | High-grade Serous Ovarian Carcinoma (HGSOC) | Ovarian Endometrioid Carcinoma
-
NCT00284232CompletedDiabetes Mellitus, Type 1
-
NCT01290250Completed