The Effect of Personalized Intelligent Digital Systems for Self-care Training on Type II Diabetes: a Systematic Review and Meta-analysis of Clinical Trials
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Aims: Type 2 diabetes (T2D) is rising worldwide. Self-care prevents diabetic complications. Lack of knowledge is one reason patients fail at self-care. Intelligent digital health (IDH) solutions have a promising role in training self-care behaviors based on patients' needs. This study reviews the effects of RCTs offering individualized self-care training systems for T2D patients.
Methods: PubMed, Web of Science, Scopus, Cochrane Library, and Science Direct databases were searched. The included RCTs provided data-driven, individualized self-care training advice for T2D patients. Due to the repeated studies measurements, an all-time-points meta-analysis was conducted to analyze the trends over time. The revised Cochrane risk-of-bias tool (RoB 2.0) was used for quality assessment.
Results: In total, 22 trials met the inclusion criteria, and 19 studies with 3071 participants were included in the meta-analysis. IDH interventions led to a significant reduction of HbA1c level in the intervention group at short-term (in the third month: SMD = - 0.224 with 95% CI - 0.319 to - 0.129, p value < 0.0; in the sixth month: SMD = - 0.548 with 95% CI - 0.860 to - 0.237, p value < 0.05). The difference in HbA1c reduction between groups varied based on patients' age and technological forms of IDH services delivery. The descriptive results confirmed the impact of M-Health technologies in improving HbA1c levels.
Conclusions: IDH systems had significant and small effects on HbA1c reduction in T2D patients. IDH interventions' impact needs long-term RCTs. This review will help diabetic clinicians, self-care training system developers, and researchers interested in using IDH solutions to empower T2D patients.
Zarekar M, Al-Shehabi H, Dorner R, Weishaar H, Lennemann T, El Bcheraoui C EBioMedicine. 2024; 111():105520.
PMID: 39709769 PMC: 11732194. DOI: 10.1016/j.ebiom.2024.105520.
1. Improving Care and Promoting Health in Populations: Standards of Care in Diabetes-2025.
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Zamanillo-Campos R, Fiol-deRoque M, Serrano-Ripoll M, Llobera-Canaves J, Llobera J, Taltavull-Aparicio J Br J Gen Pract. 2024; .
PMID: 39362693 PMC: 11755587. DOI: 10.3399/BJGP.2024.0206.
Peimani M, Tanhapour M, Bandarian F, Nasli-Esfahani E, Ostovar A BMC Med Inform Decis Mak. 2024; 24(1):189.
PMID: 38970044 PMC: 11225123. DOI: 10.1186/s12911-024-02594-0.