PMID- 34404016 OWN - NLM STAT- MEDLINE DCOM- 20211013 LR - 20211013 IS - 1873-3778 (Electronic) IS - 0021-9673 (Linking) VI - 1654 DP - 2021 Sep 27 TI - Improving data quality in liquid chromatography-mass spectrometry metabolomics of human urine. PG - 462457 LID - S0021-9673(21)00581-1 [pii] LID - 10.1016/j.chroma.2021.462457 [doi] AB - Signal variation is a common drawback in untargeted metabolomics using liquid chromatography-mass spectrometry (LC-MS), mainly due to the complexity of biological matrices and reduced sample preparation, which results in the accumulation of sample components in the column and the ion source. Here we propose a simple, easy to implement approach to improve data quality in untargeted metabolomics by LC-MS. This approach involves the use of a divert valve to direct the column effluent to waste at the beginning of the chromatographic run and during column cleanup and equilibration, in combination with longer column cleanups in between injections. Our approach was tested using urine samples collected from patients after renal transplantation. Analytical responses were contrasted before and after introducing these modifications by analyzing a batch of untargeted metabolomics data. A significant improvement in peak area repeatability was observed for the quality controls, with relative standard deviations (RSDs) for several metabolites decreasing from approximately 60% to approximately 10% when our approach was introduced. Similarly, RSDs of peak areas for internal standards improved from approximately 40% to approximately 10%. Furthermore, calibrant solutions were more consistent after introducing these modifications when comparing peak areas of solutions injected at the beginning and the end of each analytical sequence. Therefore, we recommend the use of a divert valve and extended column cleanup as a powerful strategy to improve data quality in untargeted metabolomics, especially for very complex types of samples where minimum sample preparation is required, such as in this untargeted metabolomics study with urine from renal transplanted patients. CI - Copyright (c) 2021. Published by Elsevier B.V. FAU - Burgos, Rosilene Cristina Rossetto AU - Burgos RCR AD - Institute of Chemistry, University of Sao Paulo, Av. Prof. Lineu Prestes, 748, Sao Paulo, Brazil. FAU - de Macedo, Adriana Nori AU - de Macedo AN AD - Department of Chemistry, Universidade Federal de Minas Gerais, Av. Antonio Carlos, 6627, Belo Horizonte, Brazil. Electronic address: adrianamacedo@qui.ufmg.br. FAU - da Cruz, Pedro Luis Rocha AU - da Cruz PLR AD - Institute of Chemistry, University of Sao Paulo, Av. Prof. Lineu Prestes, 748, Sao Paulo, Brazil. FAU - Tedesco-Silva Junior, Helio AU - Tedesco-Silva Junior H AD - Hospital do Rim, Universidade Federal de Sao Paulo, R. Borges Lagoa, 960, Sao Paulo, Brazil. FAU - Cardozo, Karina Helena Morais AU - Cardozo KHM AD - Division of Research and Development, Fleury Group, Av. Gen. Valdomiro de Lima, 508, Sao Paulo, Brazil. FAU - Carvalho, Valdemir Melechco AU - Carvalho VM AD - Division of Research and Development, Fleury Group, Av. Gen. Valdomiro de Lima, 508, Sao Paulo, Brazil. FAU - Tavares, Marina Franco Maggi AU - Tavares MFM AD - Institute of Chemistry, University of Sao Paulo, Av. Prof. Lineu Prestes, 748, Sao Paulo, Brazil. Electronic address: mfmtavar@iq.usp.br. LA - eng PT - Journal Article DEP - 20210808 PL - Netherlands TA - J Chromatogr A JT - Journal of chromatography. A JID - 9318488 SB - IM MH - *Chromatography, Liquid MH - *Data Accuracy MH - Humans MH - *Mass Spectrometry MH - *Metabolomics MH - *Urinalysis/methods/standards MH - Urine/chemistry OTO - NOTNLM OT - Column cleanup OT - Divert valve OT - Liquid chromatography OT - Quality control OT - Untargeted metabolomics COIS- Declaration of Competing Interest The authors declare they have no conflict of interest related to the study reported in this paper. EDAT- 2021/08/18 06:00 MHDA- 2021/10/14 06:00 CRDT- 2021/08/17 20:27 PHST- 2021/06/30 00:00 [received] PHST- 2021/07/29 00:00 [revised] PHST- 2021/07/31 00:00 [accepted] PHST- 2021/08/18 06:00 [pubmed] PHST- 2021/10/14 06:00 [medline] PHST- 2021/08/17 20:27 [entrez] AID - S0021-9673(21)00581-1 [pii] AID - 10.1016/j.chroma.2021.462457 [doi] PST - ppublish SO - J Chromatogr A. 2021 Sep 27;1654:462457. doi: 10.1016/j.chroma.2021.462457. Epub 2021 Aug 8.