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An Assessment of HbA1c in Diabetes Mellitus and Pre-diabetes Diagnosis: a Multi-centered Data Mining Study
Muhittin A Serdar1, Mustafa Serteser2, Yasemin Ucal2
1Department of Medical Biochemistry and Acibadem Labmed Laboratories, Acibadem Mehmet Ali Aydinlar University School of Medicine, Istanbul, Turkey. muhittin.serdar@acibadem.edu.tr.
Insights
The HbA1c test shows limited diagnostic effectiveness for diabetes mellitus (DM) and pre-diabetes, especially compared to fasting plasma glucose (FPG). Further research is needed to clarify its role in DM diagnosis and management.
Area of Science:
- Clinical diagnostics
- Endocrinology
- Biochemistry
Background:
- Glycemic control in diabetes mellitus (DM) is commonly evaluated using the HbA1c test.
- Controversial findings exist regarding the diagnostic utility of HbA1c for DM.
- This study addresses the diagnostic effectiveness of HbA1c in a large patient cohort.
Purpose of the Study:
- To investigate the diagnostic effectiveness of the HbA1c test in identifying diabetes mellitus (DM) and pre-diabetes.
- To compare the diagnostic performance of HbA1c with fasting plasma glucose (FPG).
- To evaluate the impact of age and gender on HbA1c diagnostic accuracy.
Main Methods:
- Retrospective analysis of HbA1c and oral glucose tolerance test (OGTT) results from 6551 patients across 12 Turkish medical centers (2010-2016).
- HbA1c measurements were performed using immunoturbidimetric methods on Roche systems.
- Receiver Operating Characteristic (ROC) curve analysis was employed to determine diagnostic sensitivity, specificity, and Area Under the Curve (AUC).
Main Results:
- For DM diagnosis, HbA1c at a cut-off of 41 mmol/mol (5.9%) showed 74.5% sensitivity, 87.1% specificity, and 0.866 AUC. At the universal cut-off of 48 mmol/mol (6.5%), sensitivity dropped to 32.4% with 99.9% specificity.
- Fasting plasma glucose (FPG) demonstrated diagnostic performance with 71.3% sensitivity, 85.3% specificity, and 0.853 AUC.
- HbA1c exhibited lower diagnostic accuracy for pre-diabetes (45.7% sensitivity, 76.4% specificity, 0.641 AUC at 39 mmol/mol or 5.7%).
- Age and gender did not significantly impact HbA1c diagnostic values.
Conclusions:
- HbA1c measurements present challenges in definitively diagnosing diabetes mellitus and show particularly low sensitivity for pre-diabetes detection.
- The diagnostic contribution of HbA1c to FPG measurements remains questionable.
- Further multi-center studies using diverse methodologies are recommended to establish the definitive role of HbA1c in diabetes diagnosis.
Abstract:
HbA1c test has been widely used to evaluate glycemic control in patients with diabetes. However, there are controversial results regarding the value of HbA1c in the diagnosis of diabetes mellitus (DM). The present study investigates the diagnostic effectiveness of HbA1c in a large patient group. The oral glucose tolerance test and HbA1c results of 6551 patients (4704 healthy, 1345 pre-diabetes, 502 DM) in 12 different medical centers in Turkey between 2010 and 2016 were examined to understand the effectiveness of HbA1c in the diagnosis of DM. Different Roche systems were used for measuring HbA1c via the immunoturbidimetric method. The DM ROC curves revealed the diagnostic sensitivity, specificity, and AUC of 74.5%, 87.1%, and 0.866 (CI 95% 0.858-0.875), respectively, for HbA1c (at the cut-off 41 mmol/mol, 5.9%). For HbA1c at the universal diagnostic decision value of 48 mmol/mol (6.5%), the sensitivity and specificity were determined as 32.4% and 99.9%, respectively. The ROC curves for fasting plasma glucose (FPG) revealed the diagnostic sensitivity, specificity, and AUC of 71.3%, 85.3%, and 0.853 (CI 95% 0.844-0.861), respectively. However, the ROC curve results for pre-diabetes (HbA1c at the cut-off value of 39 mmol/mol, 5.7%) revealed the diagnostic sensitivity, specificity, and AUC of 45.7%, 76.4%, and 0.641, respectively. Furthermore, it was shown that the changes in HbA1c values due to gender and age had no clinical effect on the diagnosis. According to our results, it remains challenging to suggest HbA1c measurements can have a significant contribution to the FPG measurements. It was found that the sensitivity is specifically low in the assessment of the pre-diabetes data. Additionally, considering the problems associated with Hb1Ac measurements, further studies conducted in different regions by using different methods are required.
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