NMR-based metabolomic urinalysis: a rapid screening test for urinary tract infection

Clin Chim Acta. 2014 Sep 25:436:217-23. doi: 10.1016/j.cca.2014.05.014. Epub 2014 Jun 6.

Abstract

Background: Urinary tract infection (UTI) is one of the most common bacterial infections in humans; however, there is no accurate and fast quantitative test to detect UTI. Dipstick urinalysis is semi-quantitative with a limited diagnostic accuracy, while urine culture is accurate but takes time. We described a quantitative biochemical method for the diagnosis of bacteriuria using a single marker.

Methods: We compared the urine metabolomes from 88 patients with bacterial UTI and 61 controls using (1)H NMR spectroscopy followed by principal component analysis (PCA) and orthogonal partial least squares-discriminant analysis (OPLS-DA). The biomarker identified was subsequently validated using independent samples.

Results: The urine acetic acid/creatinine (mmol/mmol) level was determined to be the most discriminatory marker for bacterial UTI with an area-under-receiver operating characteristic curve=0.97, sensitivity=91% and specificity=95% at the optimal cutoff 0.03 mmol/mmol. For validation, 60 samples were recruited prospectively. Using the optimal cutoff for acetic acid/creatinine, this method showed sensitivity=96%, specificity=94%, positive predictive value=92%, negative predictive value=97% and an overall accuracy=95%. The diagnostic performance was superior to dipstick urinalysis or microscopy. In addition, we also observed an increase of urinary trimethylamine (TMA) in patients with Escherichia coli-associated UTI. TMA is a mammalian-microbial co-metabolite and the high level of TMA generated is related to the bacterial enzyme, trimethylamine N-oxide (TMAO) reductase which reduces TMAO to TMA.

Conclusions: Urine acetic acid is a neglected metabolite that can be used for rapid diagnosis of UTI and TMA can be used for etiologic diagnosis of UTI. With the introduction of NMR-based clinical analyzers to clinical laboratories, NMR-based urinalysis can be translated for clinical use.

Keywords: Acetic acid; Bacteriuria; NMR-based urinalysis; Trimethylamine; Urinary tract infection.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Acetic Acid / urine
  • Adult
  • Aged
  • Aged, 80 and over
  • Algorithms
  • Bacteriuria / urine
  • Female
  • Humans
  • Magnetic Resonance Spectroscopy
  • Male
  • Metabolomics / methods*
  • Metabolomics / standards
  • Middle Aged
  • Reference Values
  • Time Factors
  • Urinalysis / methods*
  • Urinalysis / standards
  • Urinary Tract Infections / diagnosis*
  • Urinary Tract Infections / metabolism
  • Urinary Tract Infections / urine*

Substances

  • Acetic Acid