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Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study.

Publication ,  Journal Article
Kwan, B; Fuhrer, T; Zhang, J; Darshi, M; Van Espen, B; Montemayor, D; de Boer, IH; Dobre, M; Hsu, C-Y; Kelly, TN; Raj, DS; Rao, PS; Saraf, SL ...
Published in: Am J Kidney Dis
October 2020

RATIONALE & OBJECTIVE: Biomarkers 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 DESIGN: Prospective cohort. SETTING & PARTICIPANTS: 1,001 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. PREDICTORS: 13 urine metabolites, age, race, sex, smoked more than 100 cigarettes in lifetime, body mass index, hemoglobin A1c level, blood pressure, urinary albumin, and eGFR. OUTCOMES: Annual eGFR slope and time to incident kidney failure with replacement therapy (KFRT; ie, initiation of dialysis or receipt of transplant). ANALYTICAL APPROACH: Several 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. RESULTS: During 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]). LIMITATIONS: Subgroups for whom metabolite signatures may not be optimal, nontargeted metabolomics by flow-injection analysis, and 2-stage modeling approaches. CONCLUSIONS: Urine 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.

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Published In

Am J Kidney Dis

DOI

EISSN

1523-6838

Publication Date

October 2020

Volume

76

Issue

4

Start / End Page

511 / 520

Location

United States

Related Subject Headings

  • Urology & Nephrology
  • Renal Insufficiency, Chronic
  • Prospective Studies
  • Middle Aged
  • Metabolomics
  • Male
  • Humans
  • Glomerular Filtration Rate
  • Female
  • Disease Progression
 

Citation

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Kwan, B., Fuhrer, T., Zhang, J., Darshi, M., Van Espen, B., Montemayor, D., … CRIC Study Investigators, . (2020). Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study. Am J Kidney Dis, 76(4), 511–520. https://doi.org/10.1053/j.ajkd.2020.01.019
Kwan, Brian, Tobias Fuhrer, Jing Zhang, Manjula Darshi, Benjamin Van Espen, Daniel Montemayor, Ian H. de Boer, et al. “Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study.Am J Kidney Dis 76, no. 4 (October 2020): 511–20. https://doi.org/10.1053/j.ajkd.2020.01.019.
Kwan B, Fuhrer T, Zhang J, Darshi M, Van Espen B, Montemayor D, et al. Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study. Am J Kidney Dis. 2020 Oct;76(4):511–20.
Kwan, Brian, et al. “Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study.Am J Kidney Dis, vol. 76, no. 4, Oct. 2020, pp. 511–20. Pubmed, doi:10.1053/j.ajkd.2020.01.019.
Kwan B, Fuhrer T, Zhang J, Darshi M, Van Espen B, Montemayor D, de Boer IH, Dobre M, Hsu C-Y, Kelly TN, Raj DS, Rao PS, Saraf SL, Scialla J, Waikar SS, Sharma K, Natarajan L, CRIC Study Investigators. Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study. Am J Kidney Dis. 2020 Oct;76(4):511–520.
Journal cover image

Published In

Am J Kidney Dis

DOI

EISSN

1523-6838

Publication Date

October 2020

Volume

76

Issue

4

Start / End Page

511 / 520

Location

United States

Related Subject Headings

  • Urology & Nephrology
  • Renal Insufficiency, Chronic
  • Prospective Studies
  • Middle Aged
  • Metabolomics
  • Male
  • Humans
  • Glomerular Filtration Rate
  • Female
  • Disease Progression