NCT04642378

Brief 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.

Trial Health

87
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
149

participants targeted

Target at P50-P75 for not_applicable type-2-diabetes

Timeline
Completed

Started Oct 2021

Shorter than P25 for not_applicable type-2-diabetes

Geographic Reach
1 country

1 active site

Status
completed

Health score is calculated from publicly available data and should be used for screening purposes only.

Trial Relationships

Click on a node to explore related trials.

Study Timeline

Key milestones and dates

First Submitted

Initial submission to the registry

November 22, 2020

Completed
2 days until next milestone

First Posted

Study publicly available on registry

November 24, 2020

Completed
10 months until next milestone

Study Start

First participant enrolled

October 1, 2021

Completed
11 months until next milestone

Primary Completion

Last participant's last visit for primary outcome

September 8, 2022

Completed
Same day until next milestone

Study Completion

Last participant's last visit for all outcomes

September 8, 2022

Completed
Last Updated

April 16, 2024

Status Verified

April 1, 2024

Enrollment Period

11 months

First QC Date

November 22, 2020

Last Update Submit

April 14, 2024

Conditions

Keywords

iNCDSST2DAI

Outcome Measures

Primary Outcomes (1)

  • 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)

    During 5-day intervention

Secondary Outcomes (3)

  • Proportion of time in which the blood glucose level is over 10 mmol/L

    During 5-day intervention

  • Proportion of hypoglycemia

    During 5-day intervention

  • Daily insulin dose

    During 5-day intervention

Study Arms (2)

iNCDSS group

EXPERIMENTAL

Artificial intelligence assisted insulin titration system group

Drug: iNCDSS based insulin regime

Routine treatment group

ACTIVE COMPARATOR

Physician decided insulin titration group

Drug: routine insulin treatment regime

Interventions

Patients of this group will receive the insulin regime set by the AI assisted insulin titration system (iNCDSS).

iNCDSS group

Patients of this group will receive the insulin regime recommended by professional endocrinologists.

Routine treatment group

Eligibility Criteria

Age18 Years+
Sexall
Healthy VolunteersNo
Age GroupsAdult (18-64), Older Adult (65+)

You may qualify if:

  • 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%.

You may not qualify if:

  • 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;
  • 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.

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

180 Fenglin Road

Shanghai, 200032, China

Location

Related Publications (12)

  • 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.

    PMID: 24002281BACKGROUND
  • 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.

    PMID: 25848699BACKGROUND
  • Ji 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.

    PMID: 23800082BACKGROUND
  • Davies 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.

    PMID: 15920040BACKGROUND
  • Oyer 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.

    PMID: 19854333BACKGROUND
  • Yang 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.

    PMID: 26816605BACKGROUND
  • Harris 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.

    PMID: 18411384BACKGROUND
  • Rigla 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.

    PMID: 28539087BACKGROUND
  • Ashrafzadeh 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.

    PMID: 30269984BACKGROUND
  • Thabit 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.

    PMID: 27836235BACKGROUND
  • Bally 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.

    PMID: 29940126BACKGROUND
  • Ying 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.

MeSH Terms

Conditions

Diabetes Mellitus, Type 2

Condition Hierarchy (Ancestors)

Diabetes MellitusGlucose Metabolism DisordersMetabolic DiseasesNutritional and Metabolic DiseasesEndocrine System Diseases

Study Officials

  • Xiaoying Li, MD

    Shanghai Zhongshan Hospital

    PRINCIPAL INVESTIGATOR

Study Design

Study Type
interventional
Phase
not applicable
Allocation
RANDOMIZED
Masking
SINGLE
Who Masked
PARTICIPANT
Purpose
SUPPORTIVE CARE
Intervention Model
PARALLEL
Model Details: The intervention group will receive iNCDSS assisted recommendation for insulin dose titration. The control group will receive insulin dose titrated by senior attending physicians.
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
Director

Study Record Dates

First Submitted

November 22, 2020

First Posted

November 24, 2020

Study Start

October 1, 2021

Primary Completion

September 8, 2022

Study Completion

September 8, 2022

Last Updated

April 16, 2024

Record last verified: 2024-04

Data Sharing

IPD Sharing
Will not share

Locations