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Published on: May 2, 2025
Urinary metabolites associated with the long-term risk for chronic kidney disease incidence and progression in
1Center for Clinical and Epidemiologic Research, Beijing Anzhen Hospital, Capital Medical University, Beijing Institute of Heart, Lung and Blood Vessel Diseases, National Clinical Research Center for Cardiovascular Diseases, Ministry of Education, Beijing Municipal Key Laboratory of Clinical Epidemiology, No. 2 Anzhen Road, Chaoyang District, Beijing, 100029, China.
Insights
Four key metabolites, including L-theanine and cysteine-s-sulfate, show inverse associations with chronic kidney disease (CKD) incidence and progression in hypertensive individuals. Lower levels of these metabolites indicate higher CKD risk.
Area of Science:
- Nephrology
- Metabolomics
- Hypertension Research
Background:
- Hypertension is a primary driver of chronic kidney disease (CKD).
- Metabolic pathways linking hypertension to CKD pathogenesis are not fully understood.
- Untargeted metabolomics offers a novel approach to investigate these links.
Purpose of the Study:
- To identify specific metabolites associated with CKD incidence and progression in hypertensive patients.
- To explore the potential of these metabolites as early biomarkers for CKD risk.
- To elucidate metabolic mechanisms underlying hypertension-related kidney damage.
Main Methods:
- Prospective cohort study design.
- Untargeted metabolomic profiling of patient samples.
- Application of logistic regression, LASSO regression, and random forest models for metabolite identification.
- Modified Poisson regression to assess metabolite-kidney outcome associations.
Main Results:
- Distinct metabolite profiles differentiated hypertensive patients with and without CKD.
- Four metabolites (L-theanine, cysteine-s-sulfate, mesaconic acid, 2-aminoadipic acid) showed inverse associations with CKD.
- L-theanine and cysteine-s-sulfate correlated with decreased eGFR and increased UACR.
- Mesaconic acid linked to increased UACR; 2-aminoadipic acid linked to decreased eGFR.
- Lower metabolite levels were observed in patients with higher CKD progression risk.
Conclusions:
- L-theanine, cysteine-s-sulfate, mesaconic acid, and 2-aminoadipic acid may serve as potential biomarkers for CKD risk in hypertensive populations.
- These findings highlight the role of specific metabolites in hypertension-induced kidney disease.
- Further research is needed to validate these biomarkers and explore therapeutic strategies.
Background:
Hypertension is a leading risk factor for chronic kidney disease (CKD), yet the metabolic mechanisms linking hypertension to CKD remain unclear. This study aimed to identify metabolites associated with CKD incidence and progression in hypertensive patients using untargeted metabolomics analysis.
Methods:
A prospective cohort study was conducted to identify metabolites associated with the incidence and progression of CKD in hypertensive patients. Untargeted metabolomic profiling was conducted, and three statistical models-logistic regression, lasso regression, and random forest-were utilized to identify metabolites associated with CKD. Modified Poisson regression was used to assess the associations between metabolites and kidney-related outcomes.
Results:
Untargeted metabolomic profiling identified distinct metabolite patterns distinguishing hypertensive patients with CKD from those without. These metabolites were identified across the three statistical models, with 94 showing significance in at least two. Four metabolites-L-theanine, cysteine-s-sulfate, mesaconic acid, and 2-aminoadipic acid-were inversely associated with CKD incidence and progression. L-theanine and cysteine-s-sulfate were both associated with decreased estimated glomerular filtration rate (eGFR) and increased urinary albumin-to-creatinine ratio (UACR). In contrast, mesaconic acid was linked to increased UACR, and 2-aminoadipic acid was associated with decreased eGFR. Patients at higher risk of CKD progression exhibited significantly lower levels of these metabolites.
Conclusion:
L-theanine, cysteine-s-sulfate, mesaconic acid, and 2-aminoadipic acid show an inverse association with CKD incidence and progression in hypertensive patients, suggesting their potential as biomarkers for CKD risk. Further studies are warranted to validate these findings and investigate their therapeutic implications.
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