Sensitivity of Traditional and Risk-Based Glycemic Variability Measures to the Effect of Glucose-Lowering Treatment in Type 2 Diabetes Mellitus
Open accessAbstract
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.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
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”
From Glycemic variability and cardiovascular disease in patients with type 2 diabetes (2021) · cites this paper as [45]
The citation lists haven’t been fetched yet
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
- Publisher
- SAGE Publications
- Published
- 2015-06-15
- Volume
- 9
- Issue
- 6
- Pages
- 1227-1235
- ISSN
- 1932-2968 (ISSN-L)
- PMC
- PMC4667308
- 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
- green
- www.ncbi.nlm.nih.gov
- 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
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review