Smart insulin dosage software based on trend arrows: an effective method for controlling hyperglycemia in hospitalized diabetic patients in non-endocrine departments (a randomized controlled trial)

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Authors: Lihua Zhou, Chenwei Wu, Chunhong Wang, Xia Yu, Duoduo Qu, Yaling Yang, Xinyue Xu, Jia Liu, Qin Zhu, Xinwei Liao, Xiaolong Zhao
Cited by: 0
References: 30

Abstract

PURPOSE: Artificial intelligence and real-time continuous glucose monitoring (rtCGM) are important inventions in the history of diabetes. The aim of this study was to compare the effectiveness of two methods of glycemic control (smart insulin dosage software and traditional physician’s experience). METHODS: 86 patients with type 2 diabetes (T2DM) who received multiple daily insulin injections were randomized 1:1 into the smart insulin group (App group) and the traditional physician group (Control group). The former calculates the insulin doses based on an application (which is equipped with trend arrows that reflect the magnitude and direction of glucose changes), while the latter calculates the insulin doses based on physician’s experience. During the study, all participants underwent rtCGM and capillary blood glucose (CBG) testing. The study duration was 5 to 7 days. We compared glucose profile of patients in both group after the intervention. RESULTS: Patients in the App group had lower mean CBG (mmol/L) before dinner (10.07 (8.70, 11.60) vs 11.42 (9.89, 14.86), P = 0.006) and at bedtime (9.93 (8.83, 11.33) vs 10.71 (9.62, 12.72), P = 0.039) compared to the control group. The results of rtCGM showed that patients in the App group had lower mean glucose (mmol/L) (9.01(8.04, 9.70) vs10.45 (8.78, 12.27), P = 0.003), higher glucose management index (7.81% (7.09%, 8.59%) vs 7.19%(6.77%, 7.49%), P = 0.003), higher time in range (64.0% (51.0%, 73.0%) vs 47.0% (29.5%, 67.0%), P = 0.001) and less time above of range (35.0% (23.0%, 47.0%) vs 52.0% (29.5.0%, 70.0%), P = 0.003). No significant difference was observed in time below of range (1.0% (0%, 2.0) % vs 0% (0%, 2.5%), P = 0.469). There was no difference in the incidence of hypoglycemia between the two groups of patients (14.0% vs 20.9%, P = 0.394). CONCLUSION: Among T2DM receiving insulin treatment, the smart insulin dosage software with trend arrows has more advantage on controlling hyperglycemia than the physician’s experience. Further research with larger samples and longer durations is needed to support our findings. The clinical trial registration number was NCT05389839.

Fields of Study & Subjects

Diabetes Management and Research Hyperglycemia and glycemic control in critically ill and hospitalized patients Diabetes Treatment and Management

Publication details

Journal / source
Endocrine
Volume
91
Issue
1
Pages
86–86
Publication date
16 February 2026
Language
EN