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多段进样-毛细管电泳-质谱联用分析母血清代谢组学:一种高通量平台和标准化数据工作流程,用于大规模的流行病学研究。

The maternal serum metabolome by multisegment injection-capillary electrophoresis-mass spectrometry: a high-throughput platform and standardized data workflow for large-scale epidemiological studies.

机构信息

Department of Chemistry and Chemical Biology, McMaster University, Hamilton, Ontario, Canada.

Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada.

出版信息

Nat Protoc. 2021 Apr;16(4):1966-1994. doi: 10.1038/s41596-020-00475-0. Epub 2021 Mar 5.

Abstract

A standardized data workflow is described for large-scale serum metabolomic studies using multisegment injection-capillary electrophoresis-mass spectrometry. Multiplexed separations increase throughput (<4 min/sample) for quantitative determination of 66 polar/ionic metabolites in serum filtrates consistently detected (coefficient of variance (CV) <30%) with high frequency (>75%) from a multi-ethnic cohort of pregnant women (n = 1,004). We outline a validated protocol implemented in four batches over a 7-month period that includes details on preventive maintenance, sample workup, data preprocessing and metabolite authentication. We achieve stringent quality control (QC) and robust batch correction of long-term signal drift with good mutual agreement for a wide range of metabolites, including serum glucose as compared to a clinical chemistry analyzer (mean bias = 11%, n = 668). Control charts for a recovery standard (mean CV = 12%, n = 2,412) and serum metabolites in QC samples (median CV = 13%, n = 202) demonstrate acceptable intermediate precision with a median intraclass coefficient of 0.87. We also report reference intervals for 53 serum metabolites from a diverse population of women in their second trimester of pregnancy.

摘要

采用多段进样-毛细管电泳-质谱联用技术,描述了一种用于大规模血清代谢组学研究的标准化数据工作流程。多通道分离可提高高通量(<4 min/样品),用于定量测定血清滤过液中的 66 种极性/离子代谢物,从多民族孕妇队列(n = 1004)中一致检测到(变异系数(CV)<30%),且检测频率较高(>75%)。我们概述了一个经过验证的方案,该方案在 7 个月的时间内分四个批次实施,其中包括关于预防性维护、样品处理、数据预处理和代谢物鉴定的详细信息。我们实现了严格的质量控制(QC)和长期信号漂移的稳健批处理校正,对于包括血清葡萄糖在内的广泛代谢物具有良好的相互一致性,与临床化学分析仪相比(平均偏差= 11%,n = 668)。回收率标准(平均 CV = 12%,n = 2412)和 QC 样品中血清代谢物的控制图(中位数 CV = 13%,n = 202)表明,具有可接受的中间精密度,中间类内系数中位数为 0.87。我们还报告了来自妊娠中期不同人群的 53 种血清代谢物的参考区间。

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