1. Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study.
- Author
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Kwan, Brian, Fuhrer, Tobias, Zhang, Jing, Darshi, Manjula, Van Espen, Benjamin, Montemayor, Daniel, de Boer, Ian H, Dobre, Mirela, Hsu, Chi-Yuan, Kelly, Tanika N, Raj, Dominic S, Rao, Panduranga S, Saraf, Santosh L, Scialla, Julia, Waikar, Sushrut S, Sharma, Kumar, Natarajan, Loki, and CRIC Study Investigators
- Subjects
CRIC Study Investigators ,Humans ,Diabetic Nephropathies ,Disease Progression ,Glomerular Filtration Rate ,Cohort Studies ,Prospective Studies ,Aged ,Middle Aged ,Female ,Male ,Renal Insufficiency ,Chronic ,Metabolomics ,Biomarkers ,Biomarker ,Chronic Renal Insufficiency Cohort ,chronic kidney disease ,diabetes ,end-stage renal disease ,estimated glomerular filtration rate ,incident kidney failure ,kidney disease progression ,kidney function decline ,longitudinal study ,metabolomics ,multivariate model ,prediction ,prognosis ,risk factor ,Prevention ,Clinical Research ,Diabetes ,Kidney Disease ,4.1 Discovery and preclinical testing of markers and technologies ,Detection ,screening and diagnosis ,Renal and urogenital ,Metabolic and endocrine ,Good Health and Well Being ,Clinical Sciences ,Public Health and Health Services ,Urology & Nephrology - Abstract
Rationale & objectiveBiomarkers that provide reliable evidence of future diabetic kidney disease (DKD) are needed to improve disease management. In a cross-sectional study, we previously identified 13 urine metabolites that had levels reduced in DKD compared with healthy controls. We evaluated associations of these 13 metabolites with future DKD progression.Study designProspective cohort.Setting & participants1,001 Chronic Renal Insufficiency Cohort (CRIC) participants with diabetes with estimated glomerular filtration rates (eGFRs) between 20 and 70mL/min/1.73m2 were followed up prospectively for a median of 8 (range, 2-10) years.Predictors13 urine metabolites, age, race, sex, smoked more than 100 cigarettes in lifetime, body mass index, hemoglobin A1c level, blood pressure, urinary albumin, and eGFR.OutcomesAnnual eGFR slope and time to incident kidney failure with replacement therapy (KFRT; ie, initiation of dialysis or receipt of transplant).Analytical approachSeveral clinical metabolite models were developed for eGFR slope as the outcome using stepwise selection and penalized regression, and further tested on the time-to-KFRT outcome. A best cross-validated (final) prognostic model was selected based on high prediction accuracy for eGFR slope and high concordance statistic for incident KFRT.ResultsDuring follow-up, mean eGFR slope was-1.83±1.92 (SD) mL/min/1.73m2 per year; 359 (36%) participants experienced KFRT. Median time to KFRT was 7.45 years from the time of entry to the CRIC Study. In our final model, after adjusting for clinical variables, levels of metabolites 3-hydroxyisobutyrate (3-HIBA) and 3-methylcrotonyglycine had a significant negative association with eGFR slope, whereas citric and aconitic acid were positively associated. Further, 3-HIBA and aconitic acid levels were associated with higher and lower risk for KFRT, respectively (HRs of 2.34 [95% CI, 1.51-3.62] and 0.70 [95% CI, 0.51-0.95]).LimitationsSubgroups for whom metabolite signatures may not be optimal, nontargeted metabolomics by flow-injection analysis, and 2-stage modeling approaches.ConclusionsUrine metabolites may offer insights into DKD progression. If replicated in future studies, aconitic acid and 3-HIBA could identify individuals with diabetes at high risk for GFR decline, potentially leading to improved clinical care and targeted therapies.
- Published
- 2020