Type 2 DiabetesiNCDSS-3NCT04642378
Study to Assess the Efficacy and Safety of iNCDSS in Type 2 Diabetes Mellitus Patients
A study testing iNCDSS based insulin regime and routine insulin treatment regime in people with Type 2 Diabetes, run by Shanghai Zhongshan Hospital at 1 site in China.
Trial summary
This is a multi-center, single-blind, parallel group, randomized controlled trial to access the effect and safety of the Artificial Intelligence Assisted Insulin Titration System (iNCDSS) in patients with Type 2 Diabetes Mellitus. Read more about this study
- Who is it for?
- Ages 18 years and older
- Conditions the study is for
- Type 2 Diabetes
- What is being tested?
- iNCDSS based insulin regime and routine insulin treatment regime
- Could I receive a placebo?
- No, everyone receives an active treatment
- How many people
- 149 participants
- Where
- 1 siteChina
- Study dates
- 1 Oct 2021to 8 Sep 2022
- Phase
- Interventional
- Are there results?
- None posted in the registry
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 years and older
- All sexes
- No healthy volunteers
- Adult, Older adult
Who may be able to join
- Men or women aged 18 and above years old;
- Subjects who had been diagnosed with type 2 diabetes;
- Subjects who are on diabetes treatment for at least 3 months;
- HbA1c: 7.0%-11.0%.
Who cannot join
- Subjects with acute complications of diabetes such as ketoacidosis or hyperglycemic hyperosmolar state;
- Subjects who change the insulin regimens during hospitalization;
- BMI ≥ 45kg/m2;
- Women who are pregnant or nursing;
- Subjects with severe cardiac, hepatic, renal or general diseases;
- Subjects with psychiatric disorders or impaired cognitive function;
Show all 9Show fewer
- Subjects with severe edema, infections or peripheral circulation disorders;
- Patients treated with surgery during hospitalization;
- Subjects that are, in the judgement of the investigator, unlikely to comply with the protocol.
Trial locations and contacts
1 site in 1 country.
About this study
Official title: Study to Assess the Efficacy and Safety of iNCDSS Assisted Insulin Dosage Titration System on Glucose Control in Type 2 Diabetes Mellitus Patients : a Muticenter, Single-blind, Randomized Controlled Study
This is a multi-center, single-blind, parallel group, randomized controlled trial to access the effect and safety of the Artificial Intelligence Assisted Insulin Titration System (iNCDSS) in patients with Type 2 Diabetes Mellitus.
Read the 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 indicated the efficacy and safety of iNCDSS in glycemic management in patients with type 2 diabetes.
This multi-center study enrolls 142 patients with Type 2 Diabetes from three sites who are on treatment of diabetes for at least 3 months. They will be randomly allocated into 2 groups at a ratio of 1:1 after screening for the inclusion and exclusion criteria. Patients in the Intervention group (iNCDSS group) receive insulin regimen set by iNCDSS and patients in Regular treatment regime group receive insulin regimen recommended by endocrinologists.
This study will be conducted in the Department of Endocrinology in Shanghai Zhongshan Hospital, Shanghai fifth People's Hospital, Shanghai Xuhui Central Hospital, and will consist of a 5-day intervention period. Patient allocation will be stratified by HbA1c and sites. The primary endpoint is the time in target glucose range during the trial period.
- Conditions
- Type 2 Diabetes
- Being tested
- iNCDSS based insulin regime, routine insulin treatment regime
- Keywords
- iNCDSS, T2D, AI
- Medical subject headings
- Diabetes Mellitus, Type 2
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
iNCDSS based insulin regimeDrug
Patients of this group will receive the insulin regime set by the AI assisted insulin titration system (iNCDSS).
routine insulin treatment regimeDrug
Patients of this group will receive the insulin regime recommended by professional endocrinologists.
| Study group | Role | What they receive |
|---|---|---|
| iNCDSS group | Experimental | Artificial intelligence assisted insulin titration system group Receives: Drug: iNCDSS based insulin regime |
| Routine treatment group | Active comparator | Physician decided insulin titration group Receives: Drug: routine insulin treatment regime |
What is being measured
The primary outcome is the main question the study is designed to answer.
Time in target glucose range
The well-controlled blood glucose level is defined as the time of sensor glucose measurements in targeted range (3.9-10 mmol/L)
Measured: During 5-day intervention
Secondary outcomes (3)
Proportion of time in which the blood glucose level is over 10 mmol/L
The poor control of blood glucose level is defined as greater than 10 mmol/L
Measured: During 5-day intervention
Proportion of hypoglycemia
The hypoglycemia is defined as blood glucose level less than 3.0mmol/L
Measured: During 5-day intervention
Daily insulin dose
The daily insulin dose is defined as daily total insulin dose
Measured: During 5-day intervention
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted24 Nov 2020
- Study start1 Oct 2021
- Primary completion8 Sep 2022
- Study completion8 Sep 2022
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (12)Papers the sponsor has linked to this study.
- Other trials for Type 2 DiabetesStudies of the same condition, open and under way.
- More trials run by Shanghai Zhongshan HospitalThe sponsor's other registered studies.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Interventional
- Phase
- Phase N/A
- Primary purpose
- Supportive care
- Allocation
- Randomised
- Intervention model
- Parallel groups
- Model description
- The intervention group will receive iNCDSS assisted recommendation for insulin dose titration. The control group will receive insulin dose titrated by senior attending physicians.
- Masking
- Single blind
- Who is masked
- Participant
- Enrolment
- 149 participants (actual)
Sponsor and investigators
- Lead sponsor
- Shanghai Zhongshan Hospital
- Sponsor type
- University, hospital or other
- Collaborators
- Fudan University, Xuhui Central Hospital, Shanghai
- Responsible party
- Principal investigator, Xiaoying Li, Shanghai Zhongshan Hospital
- Investigators
- Xiaoying Li, MD, Principal investigator, Shanghai Zhongshan Hospital
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT04642378
- Sponsor's protocol ID
- ZSE-202011
- Acronym
- iNCDSS-3
- Status last verified
- Apr 2024
- First submitted
- 22 Nov 2020
- Last updated
- 16 Apr 2024
- Results posted
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
- Individual data sharing
- No
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.
PubMed 24002281Wang 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.
PubMed 25848699Ji LN, Lu JM, Guo XH, Yang WY, Weng JP, Jia WP, Zou DJ, Zhou ZG, Yu DM, Liu J, Shan ZY, Yang YZ, Hu RM, Zhu DL, Yang LY, Chen L, Zhao ZG, Li QF, Tian HM, Ji QH, Liu J, Ge JP, Shi LX, Xu YC. Glycemic control among patients in China with type 2 diabetes mellitus receiving oral drugs or injectables. BMC Public Health. 2013 Jun 21;13:602. doi: 10.1186/1471-2458-13-602.
PubMed 23800082Davies M, Storms F, Shutler S, Bianchi-Biscay M, Gomis R; ATLANTUS Study Group. Improvement of glycemic control in subjects with poorly controlled type 2 diabetes: comparison of two treatment algorithms using insulin glargine. Diabetes Care. 2005 Jun;28(6):1282-8. doi: 10.2337/diacare.28.6.1282.
PubMed 15920040Oyer DS, Shepherd MD, Coulter FC, Bhargava A, Brett J, Chu PL, Trippe BS; INITIATEplus Study Group. A(1c) control in a primary care setting: self-titrating an insulin analog pre-mix (INITIATEplus trial). Am J Med. 2009 Nov;122(11):1043-9. doi: 10.1016/j.amjmed.2008.12.026.
PubMed 19854333Yang W, Zhu L, Meng B, Liu Y, Wang W, Ye S, Sun L, Miao H, Guo L, Wang Z, Lv X, Li Q, Ji Q, Zhao W, Yang G. Subject-driven titration of biphasic insulin aspart 30 twice daily is non-inferior to investigator-driven titration in Chinese patients with type 2 diabetes inadequately controlled with premixed human insulin: A randomized, open-label, parallel-group, multicenter trial. J Diabetes Investig. 2016 Jan;7(1):85-93. doi: 10.1111/jdi.12364. Epub 2015 May 25.
PubMed 26816605Harris S, Yale JF, Dempsey E, Gerstein H. Can family physicians help patients initiate basal insulin therapy successfully?: randomized trial of patient-titrated insulin glargine compared with standard oral therapy: lessons for family practice from the Canadian INSIGHT trial. Can Fam Physician. 2008 Apr;54(4):550-8.
PubMed 18411384Rigla M, Garcia-Saez G, Pons B, Hernando ME. Artificial Intelligence Methodologies and Their Application to Diabetes. J Diabetes Sci Technol. 2018 Mar;12(2):303-310. doi: 10.1177/1932296817710475. Epub 2017 May 25.
PubMed 28539087Ashrafzadeh S, Hamdy O. Patient-Driven Diabetes Care of the Future in the Technology Era. Cell Metab. 2019 Mar 5;29(3):564-575. doi: 10.1016/j.cmet.2018.09.005. Epub 2018 Sep 27.
PubMed 30269984Thabit H, Hartnell S, Allen JM, Lake A, Wilinska ME, Ruan Y, Evans ML, Coll AP, Hovorka R. Closed-loop insulin delivery in inpatients with type 2 diabetes: a randomised, parallel-group trial. Lancet Diabetes Endocrinol. 2017 Feb;5(2):117-124. doi: 10.1016/S2213-8587(16)30280-7. Epub 2016 Nov 9.
PubMed 27836235Bally L, Thabit H, Hartnell S, Andereggen E, Ruan Y, Wilinska ME, Evans ML, Wertli MM, Coll AP, Stettler C, Hovorka R. Closed-Loop Insulin Delivery for Glycemic Control in Noncritical Care. N Engl J Med. 2018 Aug 9;379(6):547-556. doi: 10.1056/NEJMoa1805233. Epub 2018 Jun 25.
PubMed 29940126Ying Z, Fan Y, Chen C, Liu Y, Tang Q, Chen Z, Yang Q, Yan H, Wu L, Lu J, Liu Z, Liu J, Li X, Chen Y. Real-Time AI-Assisted Insulin Titration System for Glucose Control in Patients With Type 2 Diabetes: A Randomized Clinical Trial. JAMA Netw Open. 2025 May 1;8(5):e258910. doi: 10.1001/jamanetworkopen.2025.8910.
PubMed 40332936
Study at a glance
From the registry record, last updated by the sponsor on 16 Apr 2024. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Study to Assess the Efficacy and Safety of iNCDSS Assisted Insulin Dosage Titration System on Glucose Control in Type 2 Diabetes Mellitus Patients : a Muticenter, Single-blind, Randomized Controlled Study
- ClinicalTrials.gov ID
- NCT04642378
- Acronym / sponsor ID
- iNCDSS-3 / ZSE-202011
- Conditions
- Type 2 Diabetes
- Keywords
- iNCDSS, T2D, AI
- Study type
- Interventional
- Recruitment status
- Completed
- Enrolment
- 149 participants (actual)
- Lead sponsor
- Shanghai Zhongshan HospitalUniversity, hospital or other
- Collaborators
- Fudan University, Xuhui Central Hospital, Shanghai
- Study start
- 1 Oct 2021 (actual)
- Primary completion
- 8 Sep 2022 (actual)
- Study completion
- 8 Sep 2022 (actual)
- First posted
- 24 Nov 2020 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
This is a multi-center, single-blind, parallel group, randomized controlled trial to access the effect and safety of the Artificial Intelligence Assisted Insulin Titration System (iNCDSS) in patients with Type 2 Diabetes Mellitus.
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 indicated the efficacy and safety of iNCDSS in glycemic management in patients with type 2 diabetes.
This multi-center study enrolls 142 patients with Type 2 Diabetes from three sites who are on treatment of diabetes for at least 3 months. They will be randomly allocated into 2 groups at a ratio of 1:1 after screening for the inclusion and exclusion criteria. Patients in the Intervention group (iNCDSS group) receive insulin regimen set by iNCDSS and patients in Regular treatment regime group receive insulin regimen recommended by endocrinologists.
This study will be conducted in the Department of Endocrinology in Shanghai Zhongshan Hospital, Shanghai fifth People's Hospital, Shanghai Xuhui Central Hospital, and will consist of a 5-day intervention period. Patient allocation will be stratified by HbA1c and sites. The primary endpoint is the time in target glucose range during the trial period.
Study design
- Primary purpose
- Supportive care
- Allocation
- Randomised
- Intervention model
- Parallel groups
- Masking
- Single blind (participant)
- Number of arms
- 2
- Model description
- The intervention group will receive iNCDSS assisted recommendation for insulin dose titration. The control group will receive insulin dose titrated by senior attending physicians.
| Arm | Type | Receives |
|---|---|---|
| iNCDSS group | Experimental | Drug: iNCDSS based insulin regimeArtificial intelligence assisted insulin titration system group |
| Routine treatment group | Active comparator | Drug: routine insulin treatment regimePhysician decided insulin titration group |
Who may qualify
- Ages
- 18 years and older
- Sex
- All
- Healthy volunteers
- Not accepted
- Age groups
- Adult, Older adult
Key inclusion criteria (4 listed)
- Men or women aged 18 and above years old;
- Subjects who had been diagnosed with type 2 diabetes;
- Subjects who are on diabetes treatment for at least 3 months;
- HbA1c: 7.0%-11.0%.
Key exclusion criteria (9 listed)
- Subjects with acute complications of diabetes such as ketoacidosis or hyperglycemic hyperosmolar state;
- Subjects who change the insulin regimens during hospitalization;
- BMI ≥ 45kg/m2;
- Women who are pregnant or nursing;
- Subjects with severe cardiac, hepatic, renal or general diseases;
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Interventions
| Intervention | Type | Arms |
|---|---|---|
| iNCDSS based insulin regimePatients of this group will receive the insulin regime set by the AI assisted insulin titration system (iNCDSS). | Drug | iNCDSS group |
| routine insulin treatment regimePatients of this group will receive the insulin regime recommended by professional endocrinologists. | Drug | Routine treatment group |
Primary outcome
Time in target glucose range
Time frame: During 5-day intervention
The well-controlled blood glucose level is defined as the time of sensor glucose measurements in targeted range (3.9-10 mmol/L)
3 secondary outcomes
Proportion of time in which the blood glucose level is over 10 mmol/L
Time frame: During 5-day intervention
Proportion of hypoglycemia
Time frame: During 5-day intervention
Daily insulin dose
Time frame: During 5-day intervention
Results and safety
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 16 Apr 2024.
- Background: PubMed 24002281Xu 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.
- Background: PubMed 25848699Wang 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.
- Background: PubMed 23800082Ji LN, Lu JM, Guo XH, Yang WY, Weng JP, Jia WP, Zou DJ, Zhou ZG, Yu DM, Liu J, Shan ZY, Yang YZ, Hu RM, Zhu DL, Yang LY, Chen L, Zhao ZG, Li QF, Tian HM, Ji QH, Liu J, Ge JP, Shi LX, Xu YC. Glycemic control among patients in China with type 2 diabetes mellitus receiving oral drugs or injectables. BMC Public Health. 2013 Jun 21;13:602. doi: 10.1186/1471-2458-13-602.
- Background: PubMed 15920040Davies M, Storms F, Shutler S, Bianchi-Biscay M, Gomis R; ATLANTUS Study Group. Improvement of glycemic control in subjects with poorly controlled type 2 diabetes: comparison of two treatment algorithms using insulin glargine. Diabetes Care. 2005 Jun;28(6):1282-8. doi: 10.2337/diacare.28.6.1282.
- Background: PubMed 19854333Oyer DS, Shepherd MD, Coulter FC, Bhargava A, Brett J, Chu PL, Trippe BS; INITIATEplus Study Group. A(1c) control in a primary care setting: self-titrating an insulin analog pre-mix (INITIATEplus trial). Am J Med. 2009 Nov;122(11):1043-9. doi: 10.1016/j.amjmed.2008.12.026.
- Background: PubMed 26816605Yang W, Zhu L, Meng B, Liu Y, Wang W, Ye S, Sun L, Miao H, Guo L, Wang Z, Lv X, Li Q, Ji Q, Zhao W, Yang G. Subject-driven titration of biphasic insulin aspart 30 twice daily is non-inferior to investigator-driven titration in Chinese patients with type 2 diabetes inadequately controlled with premixed human insulin: A randomized, open-label, parallel-group, multicenter trial. J Diabetes Investig. 2016 Jan;7(1):85-93. doi: 10.1111/jdi.12364. Epub 2015 May 25.
- Background: PubMed 18411384Harris S, Yale JF, Dempsey E, Gerstein H. Can family physicians help patients initiate basal insulin therapy successfully?: randomized trial of patient-titrated insulin glargine compared with standard oral therapy: lessons for family practice from the Canadian INSIGHT trial. Can Fam Physician. 2008 Apr;54(4):550-8.
- Background: PubMed 28539087Rigla M, Garcia-Saez G, Pons B, Hernando ME. Artificial Intelligence Methodologies and Their Application to Diabetes. J Diabetes Sci Technol. 2018 Mar;12(2):303-310. doi: 10.1177/1932296817710475. Epub 2017 May 25.
- Background: PubMed 30269984Ashrafzadeh S, Hamdy O. Patient-Driven Diabetes Care of the Future in the Technology Era. Cell Metab. 2019 Mar 5;29(3):564-575. doi: 10.1016/j.cmet.2018.09.005. Epub 2018 Sep 27.
- Background: PubMed 27836235Thabit H, Hartnell S, Allen JM, Lake A, Wilinska ME, Ruan Y, Evans ML, Coll AP, Hovorka R. Closed-loop insulin delivery in inpatients with type 2 diabetes: a randomised, parallel-group trial. Lancet Diabetes Endocrinol. 2017 Feb;5(2):117-124. doi: 10.1016/S2213-8587(16)30280-7. Epub 2016 Nov 9.
- Background: PubMed 29940126Bally L, Thabit H, Hartnell S, Andereggen E, Ruan Y, Wilinska ME, Evans ML, Wertli MM, Coll AP, Stettler C, Hovorka R. Closed-Loop Insulin Delivery for Glycemic Control in Noncritical Care. N Engl J Med. 2018 Aug 9;379(6):547-556. doi: 10.1056/NEJMoa1805233. Epub 2018 Jun 25.
- Derived from this study: PubMed 40332936Ying Z, Fan Y, Chen C, Liu Y, Tang Q, Chen Z, Yang Q, Yan H, Wu L, Lu J, Liu Z, Liu J, Li X, Chen Y. Real-Time AI-Assisted Insulin Titration System for Glucose Control in Patients With Type 2 Diabetes: A Randomized Clinical Trial. JAMA Netw Open. 2025 May 1;8(5):e258910. doi: 10.1001/jamanetworkopen.2025.8910.
- Individual participant dataSharing planned: No
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Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part. This study is not recruiting at the moment.
Xiaoying Li, MD principal investigator
Shanghai Zhongshan Hospital
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
A study testing iNCDSS based insulin regime and routine insulin treatment regime in people with Type 2 Diabetes, run by Shanghai Zhongshan Hospital at 1 site in China.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 4 inclusion and 9 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: finished, as of the sponsor's last update on 16 Apr 2024. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 1 site in China. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
How can a doctor refer a patient or contact the research team?
The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
Time in target glucose range (time frame: During 5-day intervention). It is what the study was designed to measure, not a finding.
Where can I read the original study information?
On the ClinicalTrials.gov record for NCT04642378, which also lists 12 linked publications.
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 16 Apr 2024.