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Aurélien Thomas

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Open access Jul 2026

Urinary heavy metal and trace element mixtures in chronic kidney disease: associations and implications for potential reverse causality

It is suggested that urinary elements in CKD reflect not only exposure but also disease-related alterations in renal excretory function, and the potential for reverse causality when interpreting urinary elements as biomarkers or predictors of kidney outcomes is highlighted.

S. Xie, Julien Vaucher, M. Perrais et al. · 0 citations

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