Related Experiment Video
Updated: Jun 14, 2026

A Model of Chronic Nutrient Infusion in the Rat
Published on: August 14, 2013
Characterization of cardiovascular outcomes in a type 2 diabetes glucose supply and insulin demand model
Scott V Monte1, Jerome J Schentag, Martin H Adelman
1CPL Associates, LLC, Amherst, New York 14226 , USA. smonte@cplassociates.com
Background:
The nonsignificant reduction in macrovascular outcomes observed in Action to Control Cardiovascular Risk in Diabetes; Action in Diabetes and Vascular Disease: Preterax and Diamicron Modified Release Controlled Evaluation; and the Veterans Affairs Diabetes Trial have collectively created uncertainty with respect toward the proper extent of blood glucose reduction and also the optimal therapeutic choice to attain the reduction. In the article entitled "Glucose Supply and Insulin Demand Dynamics of Antidiabetic Agents" in this issue of Journal of Diabetes Science and Technology, we presented data for a pharmacokinetic/pharmacodynamic model that characterizes the effect of conventional antidiabetic therapies on the glucose supply and insulin demand dynamic. Here, it is our objective to test the hypothesis that, in conjunction with hemoglobin A1c (HbA1c), patients managed on the glucose supply side of the model would have fewer cardiovascular events versus those managed on the insulin demand side.
Methods:
To test this hypothesis, the electronic medical records of a group model health maintenance organization were queried to compile a population of patients meeting the following inclusion criteria: (1) type 2 diabetes mellitus (T2DM), (2) known date of T2DM diagnosis; (3) ICD-9 or CPT code identification and chart review confirmation of a first major cardiovascular event (myocardial infarction, coronary artery bypass graft, or angioplasty),(4) five years of continuous eligibility, and (5) on antidiabetic therapy at the beginning of the 5-year observation period. These patients were subsequently matched (1:1) to T2DM patients meeting the same criteria who had not experienced an event and were analyzed for differences in glucose control (HbA1C), the glucose supply:insulin demand dynamic (SD ratio), and categorical combinations of both parameters.
Results:
Fifty cardiovascular event patients met inclusion criteria and were matched to controls. No difference was observed for the average HbA1c or SD ratio between patients experiencing an event and controls (7.5 +/- 1.0% versus 7.3 +/- 0.9%, p = .275, and 1.2 +/- 0.3 versus 1.3 +/- 0.3, p = .205, respectively). Likewise, for categorical representations, there were no differences in event rate at the pre-identified breakpoints (HbA1c >or=7% versus <7%; 72% versus 64%, p = .391, and SD ratio >or=1 versus <1; 68% versus 76%, p = .373, >or=1.25 versus <1.25; 42% versus 56%, p = .161, >or=1.5 versus <1.5; 22% versus 30%, p = .362, respectively). Analyzing the combined effect of glucose control and the SD dynamic, patients managed at higher glucose values and on the insulin demand side of the model (HbA1c >or=7% and SD ratio <1.25) tended to have greater cardiovascular risk than those managed at an HbA1c <7%, or HbA1c >or=7% with an SD ratio >or=1.25 (61% versus 39%; p = .096).
Conclusion:
Independently, more aggressive HbA1c reduction and higher SD ratio values were not independently associated with a reduction in cardiovascular outcomes. Combining the parameters, it would appear that patients managed at higher glucose values and on the insulin demand side of the model may have increased cardiovascular risk. Based on these findings, it is pertinent to conduct subsequent works to refine SD ratio estimates and apply the model to larger, long-term T2DM cardiovascular outcome trials. J Diabetes Sci Technol 2010;4(2):382-390.
Insights
Managing type 2 diabetes requires balancing glucose control and insulin demand. Patients with higher glucose and on the insulin demand side may face increased cardiovascular risk, suggesting a need for refined treatment strategies.
Area of Science:
- Endocrinology
- Cardiovascular Medicine
- Pharmacodynamics
Background:
- Uncertainty exists regarding optimal blood glucose reduction and therapeutic choices for cardiovascular risk in type 2 diabetes.
- Previous research highlighted the need for models characterizing antidiabetic agent effects on glucose supply and insulin demand dynamics.
- This study investigates a model to predict cardiovascular events based on glucose control and supply-demand ratios.
Purpose of the Study:
- To test the hypothesis that managing patients on the glucose supply side of a model reduces cardiovascular events compared to the insulin demand side.
- To evaluate the association between hemoglobin A1c (HbA1c), glucose supply:insulin demand (SD) ratio, and cardiovascular events in type 2 diabetes mellitus (T2DM).
Main Methods:
- Retrospective analysis of electronic medical records from a health maintenance organization.
- Inclusion criteria: T2DM diagnosis, cardiovascular event, 5-year eligibility, and antidiabetic therapy.
- Patients were matched (1:1) based on cardiovascular event status and analyzed for HbA1c, SD ratio, and combined parameters.
Main Results:
- No significant differences in average HbA1c or SD ratio were found between patients with and without cardiovascular events.
- No differences in event rates were observed based on categorical HbA1c or SD ratio thresholds independently.
- A trend indicated higher cardiovascular risk in patients with higher glucose (HbA1c ≥7%) and on the insulin demand side (SD ratio <1.25).
Conclusions:
- Neither aggressive HbA1c reduction nor higher SD ratio independently reduced cardiovascular outcomes.
- Combined analysis suggests increased cardiovascular risk for T2DM patients with higher glucose and on the insulin demand side.
- Further research is needed to refine SD ratio estimates and validate findings in large-scale T2DM cardiovascular outcome trials.
Related Concept Videos
Diabetes Mellitus: Type 2 and Gestational
Type II Diabetes II: Pathophysiology
Carbohydrate Metabolism
Starch accounts for approximately 60% of the carbohydrates consumed by humans. Since amylase enzymes cannot function in the stomach's acidic environment, starch can only be digested in the mouth and small intestine. Simple sugars are found naturally in milk and fruits in the...
Diabetes Mellitus: Overview and Type I Subtype
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
Type II Diabetes I: Introduction
Type I Diabetes II: Pathophysiology