Cited by 18Diabetes Management and ResearchDiabetes Treatment and ManagementDiabetes, Cardiovascular Risks, and Lipoproteins

Sensitivity of Traditional and Risk-Based Glycemic Variability Measures to the Effect of Glucose-Lowering Treatment in Type 2 Diabetes Mellitus

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Kovatchev, Boris, Umpierrez, Guillermo, DiGenio, Andres, Zhou, Rong, Inzucchi, Silvio E.·2015·Journal of Diabetes Science and Technology

Abstract

Background: Here we assess associations between glycemic variability (GV) measures and outcomes from glucose-lowering therapy in patients with type 2 diabetes (T2DM) to identify the metrics most sensitive to treatment response. Methods: Data from 1699 patients in 6 previously reported studies in adults with T2DM treated with basal insulin and/or oral glucose-lowering drugs were included in a post hoc meta-analysis. Using 7-point blood glucose (BG) profiles we compared the GV metrics standard deviation (SD), mean amplitude of glycemic excursion (MAGE), mean absolute glucose (MAG), low and high BG risk indices (LBGI, HBGI), and average daily risk range (ADRR). Treatment-related changes in GV and risk status and associations between end-of-trial GV/risk metrics with treatment outcomes (end-of-trial glycated hemoglobin A1c[A1C] level ≥7.0%, hypoglycemia, and composite outcome of A1C <7.0% and no hypoglycemia), were evaluated. Results: Significant changes from baseline to end of treatment were observed in all measures (all P < .0001), with the largest reduction following treatment for HBGI (–65.5%) and ADRR (–43.3%). The baseline risk classification for hyperglycemia based on the risk categories of HBGI improved for 66.8%, remained unchanged for 29.8%, and deteriorated for 3.3% of patients (chi-square P < .0001), while the risk for hypoglycemia did not change. HBGI showed the strongest association with A1C ≥7.0% at the end of treatment, and LBGI showed the strongest association with symptomatic hypoglycemia. Conclusions: During glucose-lowering therapy in T2DM, HBGI and LBGI offer insights into hyperglycemia and trends toward hypoglycemia, respectively; ADRR may be the optimal GV measure responsive to hypo- and hyperglycemic treatment effects.

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Crossref · 10.1177/1932296815587014

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  • In a pooled analysis of six randomized controlled trials of 1699 insulin-treated adult patients with type 2 diabetes, all measures of glycemic variability were significantly associated with on-trial development of hypoglycemia.

    “In a pooled analysis of six randomized controlled trials of 1699 insulin-treated adult patients with T2D, all measures of GV were significantly associated with on-trial development of hypoglycemia.45”

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References 34 · Cited by 18

Authors
Kovatchev, B., Umpierrez, G., DiGenio, A., Zhou, R., & Inzucchi, S. E.
Affiliations
  • University of Virginia Health System (US)
  • Emory University (US)
  • Ionis Pharmaceuticals (United States) (US)
  • Medpace (United States) (US)
  • Yale University (US)
Corresponding author
Kovatchev, Boris
Venue
Journal of Diabetes Science and Technology
Published
2015-06-15
Volume
9
Issue
6
Pages
1227-1235
ISSN
1932-2968 (ISSN-L)
OpenAlex
W2266436034
Cited by
18
References
34
Citations by year
2026: 2 · 2025: 2 · 2021: 3 · 2020: 3 · 2019: 3 · 2018: 1 · 2017: 2 · 2016: 1 · 2015: 1
FWCI
1.45
Type
journal article
Language
en
Open access
Locations
  • Journal of Diabetes Science and Technology (publishedVersion)
  • Europe PMC (PubMed Central) (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
Keywords
glycemic variability, type 2 diabetes, glucose-lowering therapy, low blood glucose index, mean amplitude of glycemic excursions, HbA1c, hypoglycemia, basal insulin, oral glucose-lowering agents
MeSH terms
Administration, Oral, Aged, Blood Glucose, Diabetes Mellitus, Type 2, Female, Glycated Hemoglobin, Humans, Hypoglycemia, Hypoglycemic Agents, Injections, Insulin, Male, Middle Aged, Predictive Value of Tests, Risk Factors, Time Factors, Biomarkers, Odds Ratio, Randomized Controlled Trials as Topic, Treatment Outcome, Risk Assessment

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