Back to Search
Start Over
PiTMaP: A New Analytical Platform for High-Throughput Direct Metabolome Analysis by Probe Electrospray Ionization/Tandem Mass Spectrometry Using an R Software-Based Data Pipeline
- Source :
- Analytical chemistry. 92(12)
- Publication Year :
- 2020
-
Abstract
- A new analytical platform called PiTMaP was developed for high-throughput direct metabolome analysis by probe electrospray ionization/tandem mass spectrometry (PESI/MS/MS) using an R software-based data pipeline. PESI/MS/MS was used as the data acquisition technique, applying a scheduled-selected reaction monitoring method to expand the targeted metabolites. Seventy-two metabolites mainly related to the central energy metabolism were selected; data acquisition time was optimized using mouse liver and brain samples, indicating that the 2.4 min data acquisition method had a higher repeatability than the 1.2 and 4.8 min methods. A data pipeline was constructed using the R software, and it was proven that it can (i) automatically generate box-and-whisker plots for all metabolites, (ii) perform multivariate analyses such as principal component analysis (PCA) and projection to latent structures-discriminant analysis (PLS-DA), (iii) generate score and loading plots of PCA and PLS-DA, (iv) calculate variable importance of projection (VIP) values, (v) determine a statistical family by VIP value criterion, (vi) perform tests of significance with the false discovery rate (FDR) correction method, and (vii) draw box-and-whisker plots only for significantly changed metabolites. These tasks could be completed within ca. 1 min. Finally, PiTMaP was applied to two cases: (1) an acetaminophen-induced acute liver injury model and control mice and (2) human meningioma samples with different grades (G1-G3), demonstrating the feasibility of PiTMaP. PiTMaP was found to perform data acquisition without tedious sample preparation and a posthoc data analysis within ca. 1 min. Thus, it would be a universal platform to perform rapid metabolic profiling of biological samples.
- Subjects :
- False discovery rate
Male
Spectrometry, Mass, Electrospray Ionization
Electrospray ionization
010402 general chemistry
Tandem mass spectrometry
01 natural sciences
Analytical Chemistry
Mice
Data acquisition
Tandem Mass Spectrometry
Metabolome
Animals
Humans
Sample preparation
Acetaminophen
Mice, Inbred ICR
Principal Component Analysis
Chromatography
Chemistry
Liver Diseases
010401 analytical chemistry
Brain
Discriminant Analysis
Repeatability
0104 chemical sciences
High-Throughput Screening Assays
Liver
Principal component analysis
Chemical and Drug Induced Liver Injury
Meningioma
Software
Subjects
Details
- ISSN :
- 15206882
- Volume :
- 92
- Issue :
- 12
- Database :
- OpenAIRE
- Journal :
- Analytical chemistry
- Accession number :
- edsair.doi.dedup.....284ff31c02b092bcba7bc2fb3956664f