PLoS ONE (Jan 2014)

Prediction of glycated hemoglobin levels at 3 months after metabolic surgery based on the 7-day plasma metabolic profile.

  • Hyuk Nam Kwon,
  • Yeon Ji Lee,
  • Ju-Hee Kang,
  • Ji-Ho Choi,
  • Yong Jin An,
  • Sunmi Kang,
  • Dae Hyun Lee,
  • Young Ju Suh,
  • Yoonseok Heo,
  • Sunghyouk Park

DOI
https://doi.org/10.1371/journal.pone.0109609
Journal volume & issue
Vol. 9, no. 11
p. e109609

Abstract

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Metabolic surgery has been shown to provide better glycemic control for type 2 diabetes than conventional therapies. Still, the outcomes of the surgery are variable, and prognostic markers reflecting the metabolic changes by the surgery are yet to be established. NMR-based plasma metabolomics followed by multivariate regression was used to test the correlation between the metabolomic profile at 7-days after surgery and glycated hemoglobin (HbA1c) levels at 3-months (and up to 12 months with less patients), and to identify the relevant markers. Metabolomic profiles at 7-days could differentiate the patients according to the HbA1c improvement status at 3-months. The HbA1c values were predicted based on the metabolomics profile with partial least square regression, and found to be correlated with the observed values. Metabolite analysis suggested that 3-Hydroxybutyrate (3-HB) and glucose contributes to this prediction, and the [3-HB]/[glucose] exhibited a modest to good correlation with the HbA1c level at 3-months. The prediction of 3-month HbA1c using 7-day metabolomic profile and the suggested new criterion [3-HB]/[glucose] could augment current prognostic modalities and help clinicians decide if drug therapy is necessary.