Dissemination and analysis of the quality assurance (QA) and quality control (QC) practices of LC-MS based untargeted metabolomics practitioners

被引:69
作者
Evans, Anne M. [1 ]
O'Donovan, Claire [2 ]
Playdon, Mary [3 ]
Beecher, Chris [4 ]
Beger, Richard D. [5 ]
Bowden, John A. [6 ]
Broadhurst, David [7 ,12 ]
Clish, Clary B. [8 ,13 ]
Dasari, Surendra [9 ,14 ]
Dunn, Warwick B. [10 ,11 ,15 ]
Griffin, Julian L. [12 ,13 ]
Hartung, Thomas [19 ]
Hsu, Ping- Ching [14 ]
Huan, Tao [15 ]
Jans, Judith [16 ]
Jones, Christina M. [17 ]
Kachman, Maureen [18 ]
Kleensang, Andre [19 ]
Lewis, Matthew R. [20 ]
Monge, Maria Eugenia [21 ]
Mosley, Jonathan D. [22 ]
Taylor, Eric [23 ]
Tayyari, Fariba [24 ]
Theodoridis, Georgios [25 ]
Torta, Federico [26 ,27 ]
Ubhi, Baljit K. [28 ]
Vuckovic, Dajana [29 ]
机构
[1] Metabolon, Morrisville, NC 27560 USA
[2] European Bioinformat Inst, European Mol Biol Lab EMBL, Cambridge, Cambs, England
[3] Univ Utah, Salt Lake City, UT USA
[4] IROA Technol, Chapel Hill, NC USA
[5] US FDA, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA
[6] Univ Florida, Coll Vet Med, Gainesville, FL USA
[7] Edith Cowan Univ, Sch Sci, Ctr Integrat Metabol & Computat Biol, Joondalup, WA, Australia
[8] Broad Inst, Cambridge, MA USA
[9] Mayo Clin, Dept Hlth Sci Res, Rochester, MN USA
[10] Univ Birmingham, Phenome Ctr Birmingham, Sch Biosci, Birmingham B15 2TT, W Midlands, England
[11] Univ Birmingham, Inst Metab & Syst Res, Birmingham B15 2TT, W Midlands, England
[12] Univ Cambridge, Dept Biochem, Cambridge, England
[13] Imperial Coll London, Dept Metab Digest & Reprod, London, England
[14] Univ Arkansas Med Sci, Little Rock, AR 72205 USA
[15] Univ British Columbia, Dept Chem, Vancouver, BC, Canada
[16] Univ Med Ctr Utrecht, Utrecht, Netherlands
[17] NIST, Mat Measurement Lab, Gaithersburg, MD 20899 USA
[18] Univ Michigan, Ann Arbor, MI 48109 USA
[19] Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Ctr Alternat Anim Testing CAAT, Baltimore, MD USA
[20] Imperial Coll London, Natl Phenome Ctr, London, England
[21] Consejo Nacl Invest Cient & Tecn, Consejo Nacl Invest Cient & Tecn, Ctr Invest Bionanociencias CIBION, C1425FQD, Buenos Aires, DF, Argentina
[22] US EPA, Ctr Environm Measurement & Modeling, Washington, DC 20460 USA
[23] Univ Iowa, Iowa City, IA USA
[24] Univ Iowa, Metab Core, Dept Internal Med, Iowa City, IA USA
[25] Aristotle Univ Thessaloniki, Thessaloniki, Greece
[26] Natl Univ Singapore, Singapore Lipid Incubator, Dept Biochem, Life Sci Inst, Singapore, Singapore
[27] Natl Univ Singapore, Yong Loo Lin Sch Med, Singapore, Singapore
[28] SCIEX Ltd, Redwood City, CA USA
[29] Concordia Univ, Montreal, PQ, Canada
基金
英国医学研究理事会;
关键词
Quality assurance; Quality control; Untargeted metabolomics; Metabolomics quality assurance and quality control consortium (mQACC); LC-MS; LARGE-SCALE; HPLC-MS; GC-MS; CHROMATOGRAPHY; STRATEGY; SERUM;
D O I
10.1007/s11306-020-01728-5
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Introduction The metabolomics quality assurance and quality control consortium (mQACC) evolved from the recognized need for a community-wide consensus on improving and systematizing quality assurance (QA) and quality control (QC) practices for untargeted metabolomics. Objectives In this work, we sought to identify and share the common and divergent QA and QC practices amongst mQACC members and collaborators who use liquid chromatography-mass spectrometry (LC-MS) in untargeted metabolomics. Methods All authors voluntarily participated in this collaborative research project by providing the details of and insights into the QA and QC practices used in their laboratories. This sharing was enabled via a six-page questionnaire composed of over 120 questions and comment fields which was developed as part of this work and has proved the basis for ongoing mQACC outreach. Results For QA, many laboratories reported documenting maintenance, calibration and tuning (82%); having established data storage and archival processes (71%); depositing data in public repositories (55%); having standard operating procedures (SOPs) in place for all laboratory processes (68%) and training staff on laboratory processes (55%). For QC, universal practices included using system suitability procedures (100%) and using a robust system of identification (Metabolomics Standards Initiative level 1 identification standards) for at least some of the detected compounds. Most laboratories used QC samples (>86%); used internal standards (91%); used a designated analytical acquisition template with randomized experimental samples (91%); and manually reviewed peak integration following data acquisition (86%). A minority of laboratories included technical replicates of experimental samples in their workflows (36%). Conclusions Although the 23 contributors were researchers with diverse and international backgrounds from academia, industry and government, they are not necessarily representative of the worldwide pool of practitioners due to the recruitment method for participants and its voluntary nature. However, both questionnaire and the findings presented here have already informed and led other data gathering efforts by mQACC at conferences and other outreach activities and will continue to evolve in order to guide discussions for recommendations of best practices within the community and to establish internationally agreed upon reporting standards. We very much welcome further feedback from readers of this article.
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