A Metabolome-Wide Association Study of Kidney Function and Disease in the General Population

Peggy Sekula(University of Freiburg), Oemer-Necmi Goek(Pediatric Nephrology of Alabama), Lydia Quaye(King's College London), Clara Barrios(King's College London), Andrew S. Levey(Tufts Medical Center), Werner Römisch‐Margl(Institute of Bioinformatics), Cristina Menni(King's College London), İdil Yet(King's College London), Christian Gieger(Pediatric Nephrology of Alabama), Lesley A. Inker(Tufts Medical Center), Jerzy Adamski(University of Freiburg), Wolfram Gronwald(Tufts Medical Center), Thomas Illig(Medizinische Hochschule Hannover), Katja Dettmer(Tufts Medical Center), Jan Krumsiek(University of Freiburg), Peter J. Oefner(Tufts Medical Center), Ana M. Valdes(University of Nottingham), Christa Meisinger(Helmholtz Zentrum München), Josef Coresh(Tufts Medical Center), Tim D. Spector(King's College London), Robert P. Mohney(Metabolon (United States)), Karsten Suhre(Pediatric Nephrology of Alabama), Gabi Kastenmüller(University of Freiburg), Anna Köttgen(Helmholtz Association of German Research Centres)
Journal of the American Society of Nephrology
October 9, 2015
Cited by 203Open Access
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Abstract

Small molecules are extensively metabolized and cleared by the kidney. Changes in serum metabolite concentrations may result from impaired kidney function and can be used to estimate filtration (e.g., the established marker creatinine) or may precede and potentially contribute to CKD development. Here, we applied a nontargeted metabolomics approach using gas and liquid chromatography coupled to mass spectrometry to quantify 493 small molecules in human serum. The associations of these molecules with GFR estimated on the basis of creatinine (eGFRcr) and cystatin C levels were assessed in ≤1735 participants in the KORA F4 study, followed by replication in 1164 individuals in the TwinsUK registry. After correction for multiple testing, 54 replicated metabolites significantly associated with eGFRcr, and six of these showed pairwise correlation (r≥0.50) with established kidney function measures: C-mannosyltryptophan, pseudouridine, N-acetylalanine, erythronate, myo-inositol, and N-acetylcarnosine. Higher C-mannosyltryptophan, pseudouridine, and O-sulfo-L-tyrosine concentrations associated with incident CKD (eGFRcr <60 ml/min per 1.73 m(2)) in the KORA F4 study. In contrast with serum creatinine, C-mannosyltryptophan and pseudouridine concentrations showed little dependence on sex. Furthermore, correlation with measured GFR in 200 participants in the AASK study was 0.78 for both C-mannosyltryptophan and pseudouridine concentration, and highly significant associations of both metabolites with incident ESRD disappeared upon adjustment for measured GFR. Thus, these molecules may be alternative or complementary markers of kidney function. In conclusion, our study provides a comprehensive list of kidney function-associated metabolites and highlights potential novel filtration markers that may help to improve the estimation of GFR.


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