HbA1c as a Continuous Marker of Microvascular Vulnerability: Development of a Non-Linear Risk Framework in a Real-World Cohort

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Authors: Mihaela Simona Popoviciu, A Pop, Timea Claudia Ghitea, Florica Ramona Dorobanțu, Carmen Pantiș, Nicolae Ovidiu Pop, Roxana Daniela Brata
Cited by: 2
References: 27

Abstract

BACKGROUND: Glycated hemoglobin (HbA1c) is widely used for the diagnosis and monitoring of diabetes mellitus; however, its interpretation is largely based on fixed diagnostic thresholds. This study moves beyond describing a glycemic continuum by translating the non-linear HbA1c-microvascular relationship into an individualized risk estimation framework. METHODS: In this cross-sectional observational study, adult subjects from a real-world clinical cohort were analyzed using HbA1c as a continuous variable. Associations between HbA1c and metabolic parameters were assessed using correlation analysis. Linear regression was applied to evaluate the relationship between HbA1c and cumulative diabetes-related complication burden. Non-linear associations between HbA1c and the risk of presenting at least one complication were explored using restricted cubic spline logistic regression models. Additional risk estimation analyses focused on the HbA1c gray zone (5.5-6.4%). RESULTS: = 0.009). Non-linear modeling revealed a progressive increase in complication risk beginning below the diagnostic threshold for diabetes, with an inflection of the risk curve within the HbA1c gray zone. Individuals within this interval exhibited a higher prevalence and increased odds of presenting at least one complication compared with lower HbA1c values, although some estimates did not reach statistical significance. CONCLUSIONS: HbA1c acts as a continuous and non-linear marker of metabolic stress, with potentially biologically meaningful increases in complication risk emerging below traditional diagnostic thresholds. We demonstrate a non-linear acceleration of microvascular risk within the 5.5-6.4% interval, rather than a simple linear gradient. These findings support the concept of a glycemic risk continuum and highlight the clinical relevance of the HbA1c sub-diagnostic interval for early risk stratification and preventive strategies.

Fields of Study & Subjects

Diabetes Cardiovascular Risks and Lipoproteins Hyperglycemia and glycemic control in critically ill and hospitalized patients Diabetes Treatment and Management

Publication details

Journal / source
Metabolites
Publisher
MDPI AG
Volume
16
Issue
3
Pages
197–197
Publication date
16 March 2026
Language
EN