A multiple-metabolites model to predict preliminary renal injury induced by iodixanol based on UHPLC/Q-Orbitrap-MS and 1H-NMR

Metabolomics. 2022 Oct 28;18(11):85. doi: 10.1007/s11306-022-01942-3.

Abstract

Background & aims: There are some problems, such as unclear pathological mechanism, delayed diagnosis, and inaccurate therapeutic target of Contrast-induced acute kidney injury (CI-AKI). It is significantly important to find biomarkers and therapeutic targets that can indicate renal injury in the early stage of CI-AKI. This study aims to establish a multiple-metabolites model to predict preliminary renal injury induced by iodixanol and explore its pathogenesis.

Methods: Both UHPLC/Q-Orbitrap-MS and 1H-NMR methods were applied for urine metabolomics studies on two independent cohorts who suffered from a preliminary renal injury caused by iodixanol, and the multivariate statistical analysis and random forest (RF) algorithm were used to process the related date.

Results: In the discovery cohort (n = 169), 6 metabolic markers (leucine, indole, 5-hydroxy-L-tryptophan, N-acetylvaline, hydroxyhexanoycarnine, and kynurenic acid) were obtained by the cross-validation between the RF and liquid chromatography-mass spectrometry (LC-MS). Secondly, the 6 differential metabolites were confirmed by comparison of standard substance and structural identification of 1H-NMR. Subsequently, the multiple-metabolites model composed of the 6 biomarkers was validated in a validation cohort (n = 165).

Conclusions: The concentrations of leucine, indole, N-acetylvaline, 5-hydroxy-L-tryptophan, hydroxyhexanoycarnitine and kynurenic acid in urine were proven to be positively correlated with the degree of renal injury induced by iodixanol. The multiple-metabolites model based on these 6 biomarkers has a good predictive ability to predict early renal injury caused by iodixanol, provides treatment direction for injury intervention and a reference for reducing the incidence of clinical CI-AKI further.

Keywords: 1H-NMR; Contrast-induced acute kidney injury; Iodixanol; Metabonomics; UHPLC/Q-Orbitrap-MS; Urine.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Acute Kidney Injury* / chemically induced
  • Acute Kidney Injury* / diagnosis
  • Acute Kidney Injury* / metabolism
  • Biomarkers / metabolism
  • Chromatography, High Pressure Liquid / methods
  • Humans
  • Indoles / adverse effects
  • Indoles / metabolism
  • Kidney / metabolism
  • Kynurenic Acid / adverse effects
  • Kynurenic Acid / metabolism
  • Leucine / adverse effects
  • Leucine / metabolism
  • Metabolomics* / methods
  • Proton Magnetic Resonance Spectroscopy
  • Tryptophan / metabolism

Substances

  • iodixanol
  • Kynurenic Acid
  • Leucine
  • Tryptophan
  • Biomarkers
  • Indoles