Literature DB >> 33960242

Accurate prediction of HbA1c by continuous glucose monitoring using a kinetic model with patient-specific parameters for red blood cell lifespan and glucose uptake.

Yongjin Xu1, Yushi Hirota2, Ramzi A Ajjan3, Akane Yamamoto2, Atsuko Matsuoka2, Wataru Ogawa2, Timothy C Dunn1.   

Abstract

BACKGROUND: A recent kinetic model proposed a new individualized glycaemic marker, calculated HbA1c (cHbA1c), based on kinetic parameters and glucose levels that are specific to each person. The aims of the current work were to validate the accuracy of this glucose metric for clinical use and evaluate data requirements for the estimation of personal kinetic factors.
METHODS: We retrieved HbA1c and glucose data from a group of 51 Japanese T1D patients under sensor-augmented pump (SAP) therapy. Two patient-specific kinetic parameters were identified by data sections, defined as continuous glucose data between two laboratory HbA1c measurements. The cHbA1c was prospectively validated employing subsequent HbA1c data that were not originally used to determine personal kinetic parameters.
RESULTS: Compared to estimated HbA1c (eHbA1c) and glucose management indicator (GMI), cHbA1c showed clinically relevant accuracy improvement, with 20% or more within ±0.5% (±5.5 mmol/mol) of laboratory HbA1c. The mean absolute deviation of the cHbA1c calculation was 0.11% (1.2 mmol/mol), substantially less than for eHbA1c and GMI at 0.54% (5.9 mmol/mol) and 0.47% (5.1 mmol/mol), respectively.
CONCLUSION: Our study shows superior performance of cHbA1c compared with eHbA1c and GMI at reflecting laboratory HbA1c, making it a credible glucose metric for routine clinical use.

Entities:  

Keywords:  Glycated hemoglobin; continuous glucose monitoring; kinetic modeling; red blood cell glucose uptake; red blood cell lifespan; red blood cell turnover

Year:  2021        PMID: 33960242     DOI: 10.1177/14791641211013734

Source DB:  PubMed          Journal:  Diab Vasc Dis Res        ISSN: 1479-1641            Impact factor:   3.291


  2 in total

1.  The relative contribution of diurnal and nocturnal glucose exposures to HbA1c in type 1 diabetes males: a pooled analysis.

Authors:  Matthew D Campbell; Daniel J West; Lauren L O'Mahoney; Sam Pearson; Noppadol Kietsiriroje; Mel Holmes; Ramzi A Ajjan
Journal:  J Diabetes Metab Disord       Date:  2022-03-31

2.  Interindividual variability in average glucose-glycated haemoglobin relationship in type 1 diabetes and implications for clinical practice.

Authors:  Yongjin Xu; Richard M Bergenstal; Timothy C Dunn; Yashesvini Ram; Ramzi A Ajjan
Journal:  Diabetes Obes Metab       Date:  2022-06-02       Impact factor: 6.408

  2 in total

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