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儿童和成人中代谢物与测量的肾小球滤过率之间关联的一致性。

Consistency of metabolite associations with measured glomerular filtration rate in children and adults.

作者信息

Li Taibo, Grams Morgan E, Inker Lesley A, Chen Jingsha, Rhee Eugene P, Warady Bradley A, Levey Andrew S, Denburg Michelle R, Furth Susan L, Ramachandran Vasan S, Kimmel Paul L, Coresh Josef

机构信息

MD-PhD Program, Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD, USA.

Welch Center for Prevention, Epidemiology, and Clinical Research, Johns Hopkins University, Baltimore, MD, USA.

出版信息

Clin Kidney J. 2024 Apr 24;17(6):sfae108. doi: 10.1093/ckj/sfae108. eCollection 2024 Jun.

Abstract

BACKGROUND

There is interest in identifying novel filtration markers that lead to more accurate GFR estimates than current markers (creatinine and cystatin C) and are more consistent across demographic groups. We hypothesize that large-scale metabolomics can identify serum metabolites that are strongly influenced by glomerular filtration rate (GFR) and are more consistent across demographic variables than creatinine, which would be promising filtration markers for future investigation.

METHODS

We evaluated the consistency of associations between measured GFR (mGFR) and 887 common, known metabolites quantified by an untargeted chromatography- and spectroscopy-based metabolomics platform (Metabolon) performed on frozen blood samples from 580 participants in Chronic Kidney Disease in Children (CKiD), 674 participants in Modification of Diet in Renal Disease (MDRD) Study and 962 participants in African American Study of Kidney Disease and Hypertension (AASK). We evaluated metabolite-mGFR correlation association with metabolite class, molecular weight, assay platform and measurement coefficient of variation (CV). Among metabolites with strong negative correlations with mGFR ( < -0.5), we assessed additional variation by age (height in children), sex, race and body mass index (BMI).

RESULTS

A total of 561 metabolites (63%) were negatively correlated with mGFR. Correlations with mGFR were highly consistent across study, sex, race and BMI categories (correlation of metabolite-mGFR correlations between 0.88 and 0.95). Amino acids, carbohydrates and nucleotides were more often negatively correlated with mGFR compared with lipids, but there was no association with metabolite molecular weight, liquid chromatography/mass spectrometry platform and measurement CV. Among 114 metabolites with strong negative associations with mGFR ( < -0.5), 27 were consistently not associated with age (height in children), sex or race.

CONCLUSIONS

The majority of metabolite-mGFR correlations were negative and consistent across sex, race, BMI and study. Metabolites with consistent strong negative correlations with mGFR and non-association with demographic variables may represent candidate markers to improve estimation of GFR.

摘要

背景

人们希望找到比当前标志物(肌酐和胱抑素C)能更准确估算肾小球滤过率(GFR)且在不同人群中更具一致性的新型滤过标志物。我们假设大规模代谢组学能够识别受肾小球滤过率(GFR)强烈影响且在人口统计学变量方面比肌酐更具一致性的血清代谢物,这将是未来研究中很有前景的滤过标志物。

方法

我们评估了来自儿童慢性肾脏病(CKiD)研究的580名参与者、肾脏疾病饮食改良(MDRD)研究的674名参与者以及非裔美国人肾脏疾病和高血压研究(AASK)的962名参与者的冷冻血样中,通过基于非靶向色谱和光谱的代谢组学平台(Metabolon)定量测定的887种常见已知代谢物与实测GFR(mGFR)之间关联的一致性。我们评估了代谢物 - mGFR相关性与代谢物类别、分子量、检测平台和测量变异系数(CV)之间的关系。在与mGFR呈强负相关(< -0.5)的代谢物中,我们评估了年龄(儿童身高)、性别、种族和体重指数(BMI)的额外差异。

结果

共有561种代谢物(63%)与mGFR呈负相关。代谢物与mGFR的相关性在不同研究、性别、种族和BMI类别中高度一致(代谢物 - mGFR相关性的相关性在0.88至0.95之间)。与脂质相比,氨基酸、碳水化合物和核苷酸与mGFR呈负相关的情况更为常见,但与代谢物分子量、液相色谱/质谱平台和测量CV无关。在与mGFR呈强负相关(< -0.5)的114种代谢物中,有27种与年龄(儿童身高)、性别或种族始终无关联。

结论

大多数代谢物 - mGFR相关性为负,且在性别、种族、BMI和研究之间具有一致性。与mGFR具有一致的强负相关性且与人口统计学变量无关联的代谢物可能代表改善GFR估算的候选标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/233f/11163224/7ad1204af478/sfae108fig1g.jpg

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