Related Experiment Video
Updated: Jun 9, 2025

Improving IV Insulin Administration in a Community Hospital
Published on: June 11, 2012
Unveiling the Spectrum of Glucose Variability: A Novel Perspective on FreeStyle Libre Monitoring Data
Adrian H Heald1,2,3, Mike Stedman4, John Warner-Levy5
1The School of Medicine and Manchester Academic Health Sciences Centre, Manchester University, Manchester, UK. adrian.heald@manchester.ac.uk.
Continuous glucose monitoring data reveals that glucose levels and fluctuations in type 1 diabetes increase in the afternoon and evening. Focusing on these times can improve metabolic control and reduce diabetes complications.
Area of Science:
- Endocrinology
- Metabolic Diseases
- Diabetes Management
Background:
- Type 1 diabetes (T1D) is associated with long-term microvascular and macrovascular complications.
- Continuous glucose monitoring (CGM) generates vast data, offering opportunities to study and mitigate diabetes complications.
Purpose of the Study:
- To analyze CGM data to identify patterns in glucose levels, fluctuations, and time-above-threshold.
- To investigate the potential for improving metabolic control by targeting specific times of day.
Main Methods:
- Downloaded CGM data from 89 T1D individuals over 18 months.
- Calculated Glucose Management Index (GMI), Average Glucose Fluctuation (AGF), and % Above Critical Threshold (ACT).
- Analyzed % Average Value Over Time of Day (%AVTD) for GMI, AGF, and ACT.
Main Results:
- A strong correlation (r²=0.82) was found between GMI and HbA1c.
- Elevated %ACT was observed even at lower GMI levels in some patients.
- %AVTD analysis showed increased GMI and ACT in the afternoon/evening, peaking at 22:00.
Conclusions:
- Percentage of glucose results above 18 mmol/l increases exponentially above 54 mmol/mol HbA1c.
- %AVTD is a valuable measure for assessing daily glycemic patterns.
- Metabolic control improvements should focus on afternoon and evening periods due to higher GMI, AGF, and ACT risks.
More Related Videos
Related Concept Videos
Glucose Homeostasis: Regulation of Blood Glucose
During fasting, when blood glucose levels are low, the pancreas secretes glucagon. it...
Variability: Analysis
The range is a simple measure of variability, indicating the difference between the highest and...
Hypoglycemia and Glucagon
Diabetes Mellitus: Type 2 and Gestational
Pulse rhythm
Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
Glucose Transporters
Facilitated diffusion-glucose transporters (GLUTs) are encoded by the solute-linked carrier (SLC) family 2, subfamily A gene family, or SLC2A. The 14 GLUT protein members are distributed into three classes:

