糖尿病患者肾功能下降的代谢组学标志物:来自慢性肾功能不全队列(CRIC)研究的证据。
Metabolomic Markers of Kidney Function Decline in Patients With Diabetes: Evidence From the Chronic Renal Insufficiency Cohort (CRIC) Study.
机构信息
Department of Family Medicine and Public Health, University of California, San Diego, La Jolla, CA; Moores Cancer Center, University of California, San Diego, La Jolla, CA.
Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.
出版信息
Am J Kidney Dis. 2020 Oct;76(4):511-520. doi: 10.1053/j.ajkd.2020.01.019. Epub 2020 May 5.
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/1.73m 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 A 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/1.73m 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.
背景与目的
需要能够为未来的糖尿病肾病(DKD)提供可靠证据的生物标志物来改善疾病管理。在一项横断面研究中,我们先前确定了 13 种尿液代谢物,与健康对照组相比,这些代谢物在 DKD 中的水平降低。我们评估了这 13 种代谢物与未来 DKD 进展的相关性。
研究设计
前瞻性队列研究。
地点和参与者
1001 名患有糖尿病的慢性肾功能不全队列(CRIC)参与者,估算肾小球滤过率(eGFR)在 20 至 70ml/min/1.73m 之间,前瞻性中位随访 8 年(范围为 2-10 年)。
预测因素
13 种尿液代谢物、年龄、种族、性别、一生中吸烟超过 100 支、体重指数、血红蛋白 A 水平、血压、尿白蛋白和 eGFR。
结局
每年 eGFR 斜率和发生肾脏替代治疗(KFRT;即开始透析或接受移植)的时间。
分析方法
使用逐步选择和惩罚回归为 eGFR 斜率作为结局建立了几个临床代谢物模型,并进一步在 KFRT 结局上进行了测试。根据 eGFR 斜率的高预测准确性和 KFRT 发生的高一致性统计量,选择了最佳的交叉验证(最终)预后模型。
结果
在随访期间,平均 eGFR 斜率为-1.83±1.92(SD)mL/min/1.73m/年;359 名(36%)参与者发生 KFRT。从进入 CRIC 研究开始到 KFRT 的中位时间为 7.45 年。在我们的最终模型中,在调整了临床变量后,代谢物 3-羟基异丁酸(3-HIBA)和 3-甲基戊烯二酸的水平与 eGFR 斜率呈显著负相关,而柠檬酸和顺乌头酸则呈正相关。此外,3-HIBA 和顺乌头酸水平与 KFRT 的风险增加和降低相关(HR 分别为 2.34 [95%CI,1.51-3.62]和 0.70 [95%CI,0.51-0.95])。
局限性
对于代谢物特征可能不理想的亚组、基于流动注射分析的非靶向代谢组学以及两阶段建模方法。
结论
尿液代谢物可能为 DKD 进展提供见解。如果在未来的研究中得到复制,顺乌头酸和 3-HIBA 可以识别出肾小球滤过率下降风险较高的糖尿病患者,可能会改善临床护理和靶向治疗。
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