TY - JOUR
T1 - NMR-based metabolomic urinalysis
T2 - A rapid screening test for urinary tract infection
AU - Lam, Ching Wan
AU - Law, Chun Yiu
AU - To, Kelvin Kai Wang
AU - Cheung, Stanley Kwok Kuen
AU - Lee, Kim chung
AU - Sze, Kong Hung
AU - Leung, Ka Fai
AU - Yuen, Kwok Yung
PY - 2014/9/25
Y1 - 2014/9/25
N2 - 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 1H 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.
AB - 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 1H 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.
KW - Acetic acid
KW - Bacteriuria
KW - NMR-based urinalysis
KW - Trimethylamine
KW - Urinary tract infection
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U2 - 10.1016/j.cca.2014.05.014
DO - 10.1016/j.cca.2014.05.014
M3 - Article
C2 - 24909875
AN - SCOPUS:84904677366
SN - 0009-8981
VL - 436
SP - 217
EP - 223
JO - Clinica Chimica Acta
JF - Clinica Chimica Acta
ER -