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Published on: June 11, 2012
Dysglycemic Events after Initiation of Intermittently Scanned Continuous Glucose Monitoring in Patients with
Lisa K Gilliam1, Melissa M Parker2, Andrew J Karter2,3,4
1South San Francisco Medical Center, The Permanente Medical Group (TPMG) Diabetes Population Care, TPMG Regional Endocrinology, Kaiser Permanente, South San Francisco Medical Center, South San Francisco, California, USA.
Abstract:
Initiation of intermittently scanned continuous glucose monitors (isCGM) has been shown to reduce hemoglobin A1c (A1c) in patients with insulin-treated type 2 diabetes (T2D), but its effect on acute dysglycemic events (hypoglycemia and hyperglycemia) merits additional study. We conducted an observational, comparative effectiveness analysis of patients with insulin-treated T2D, comparing the efficacy of isCGM versus self-monitoring of blood glucose to improve glycemia and reduce acute dysglycemic events. We utilized a difference-in-differences framework to estimate pre-post changes in these outcomes, addressing confounding using overlap weighting based on propensity scores using rigorous causal analysis and machine learning. Initiating isCGM was associated with improved glycemia (reduced A1c, more patients with A1c <8% and <9%), but not the incidence of acute dysglycemic (hypoglycemic or hyperglycemic) events. This study on isCGM use is one of the largest to date and provides important information about the benefits of this technology in a population of patients with insulin-treated T2D.
Insights
Intermittently scanned continuous glucose monitors (isCGM) improve blood sugar control in type 2 diabetes but do not reduce acute hypoglycemia or hyperglycemia events. This large study offers insights into isCGM benefits for insulin-treated patients.
Area of Science:
- Endocrinology
- Diabetes Management
- Medical Technology
Background:
- Insulin-treated type 2 diabetes (T2D) management often involves monitoring blood glucose.
- Intermittently scanned continuous glucose monitors (isCGM) are increasingly used, showing potential for improving glycemic control.
- The impact of isCGM on acute dysglycemic events (hypoglycemia and hyperglycemia) requires further investigation.
Purpose of the Study:
- To compare the effectiveness of isCGM versus self-monitoring of blood glucose (SMBG) in patients with insulin-treated T2D.
- To evaluate the impact of isCGM initiation on glycemic control, specifically hemoglobin A1c (A1c).
- To assess whether isCGM reduces the incidence of acute hypoglycemic and hyperglycemic events.
Main Methods:
- Observational, comparative effectiveness analysis.
- Utilized a difference-in-differences framework with overlap weighting based on propensity scores.
- Employed rigorous causal analysis and machine learning techniques to address confounding.
Main Results:
- Initiation of isCGM was associated with improved glycemic control, evidenced by reduced A1c levels.
- A higher proportion of patients using isCGM achieved target A1c levels (<8% and <9%).
- No significant reduction in the incidence of acute hypoglycemic or hyperglycemic events was observed with isCGM initiation.
Conclusions:
- isCGM initiation improves glycemic control (A1c) in patients with insulin-treated T2D.
- isCGM does not appear to reduce the frequency of acute dysglycemic events in this population.
- This study, one of the largest of its kind, provides valuable data on isCGM utility in T2D management.
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