ftmsRanalysis
ftmsRanalysis provides analysis and visualization of Fourier transform mass spectrometry (FT-MS) data to characterize complex environmental mixtures (e.g., soil, plant, aquatic samples) and their chemical components such as proteins, carbohydrates, lipids, lignins, hydrocarbons, and phytochemicals.
Key Features:
- Data formatting and processing: Functions for initial formatting and structuring of FT-MS datasets to prepare them for downstream analysis.
- Preprocessing and filtering: Tools for preprocessing and filtering mass spectral data to refine raw FT-MS outputs and improve data quality.
- Exploratory data analysis (EDA): Methods to investigate patterns, trends, and anomalies within FT-MS datasets.
- Visualization and plotting: A suite of plotting methods for detailed visual representation of FT-MS results.
- Trelliscope integration: Integration with Trelliscope for interactive, panel-based exploration of FT-MS visualizations.
- Sample and group comparison: Functionality to compare fundamental chemical properties across samples and experimental groups.
Scientific Applications:
- Environmental sample characterization: Characterizing chemical composition of soil, plant, and aquatic samples using high-resolution FT-MS data.
- Biogeochemical investigations: Assessing the availability and composition of carbon compounds relevant to biotic and abiotic oxidation processes.
- Soil microbiology studies: Supporting soil microbiology research through compositional analyses of organic compounds.
- Comparative chemotype analysis: Enabling comparative analyses of chemical properties across different sample groups.
Methodology:
Computational steps explicitly include handling data acquired by FT-MS, initial data formatting and processing, preprocessing and filtering, exploratory data analysis, plotting and visualization, integration with Trelliscope for interactive visualization, and comparative analysis across samples and groups for interpretation.
Topics
Details
- Tool Type:
- library
- Programming Languages:
- R
- Added:
- 1/18/2021
- Last Updated:
- 3/11/2021
Operations
Publications
Bramer LM, White AM, Stratton KG, Thompson AM, Claborne D, Hofmockel K, McCue LA. ftmsRanalysis: An R package for exploratory data analysis and interactive visualization of FT-MS data. PLOS Computational Biology. 2020;16(3):e1007654. doi:10.1371/journal.pcbi.1007654. PMID:32176690. PMCID:PMC7098629.