Towards Unbiased Evaluation of Ionization Performance in LC-HRMS Metabolomics Method Development.
Carsten JaegerJan LisecPublished in: Metabolites (2022)
As metabolomics increasingly finds its way from basic science into applied and regulatory environments, analytical demands on nontargeted mass spectrometric detection methods continue to rise. In addition to improved chemical comprehensiveness, current developments aim at enhanced robustness and repeatability to allow long-term, inter-study, and meta-analyses. Comprehensive metabolomics relies on electrospray ionization (ESI) as the most versatile ionization technique, and recent liquid chromatography-high resolution mass spectrometry (LC-HRMS) instrumentation continues to overcome technical limitations that have hindered the adoption of ESI for applications in the past. Still, developing and standardizing nontargeted ESI methods and instrumental setups remains costly in terms of time and required chemicals, as large panels of metabolite standards are needed to reflect biochemical diversity. In this paper, we investigated in how far a nontargeted pilot experiment, consisting only of a few measurements of a test sample dilution series and comprehensive statistical analysis, can replace conventional targeted evaluation procedures. To examine this potential, two instrumental ESI ion source setups were compared, reflecting a common scenario in practical method development. Two types of feature evaluations were performed, (a) summary statistics solely involving feature intensity values, and (b) analyses additionally including chemical interpretation. Results were compared in detail to a targeted evaluation of a large metabolite standard panel. We reflect on the advantages and shortcomings of both strategies in the context of current harmonization initiatives in the metabolomics field.
Keyphrases
- high resolution mass spectrometry
- liquid chromatography
- mass spectrometry
- gas chromatography
- ms ms
- tandem mass spectrometry
- ultra high performance liquid chromatography
- simultaneous determination
- solid phase extraction
- meta analyses
- machine learning
- liquid chromatography tandem mass spectrometry
- cancer therapy
- public health
- randomized controlled trial
- deep learning
- high intensity
- quality improvement
- study protocol
- transcription factor
- real time pcr
- loop mediated isothermal amplification