CCWeights
CCWeights implements automated evaluation and selection of weighting factors for linear calibration curves as an R package to improve quantitative accuracy in analytical chemistry measurements such as liquid chromatography-mass spectrometry (LC-MS).
Key Features:
- Automated assessment and selection: Performs automated evaluation and selection of optimal weighting factors applied to linear calibration curves.
- R package implementation: Provides the computational implementation of the weighting-factor evaluation workflow as an R package.
- LC-MS case studies: Includes application to two datasets obtained via liquid chromatography-mass spectrometry (LC-MS) to demonstrate performance.
- Quantification table output: Produces quantification tables intended to facilitate further model assessment and data analysis.
Scientific Applications:
- Metabolomics: Optimizes calibration weighting to improve accuracy of analyte quantification in metabolomics studies using LC-MS.
- Proteomics: Improves quantitative accuracy of peptide and protein measurements in proteomics workflows employing LC-MS.
Methodology:
Automated evaluation and selection of weighting factors for linear calibration curves and generation of quantification tables, implemented in R.
Topics
Details
- License:
- GPL-3.0
- Cost:
- Free of charge
- Tool Type:
- library, web application
- Operating Systems:
- Mac, Linux, Windows
- Programming Languages:
- R
- Added:
- 11/7/2023
- Last Updated:
- 11/24/2024
Operations
Publications
Dong Y, Wachsman T, Morgan L, Gazit E, Birkler RID. CCWeights: an R package and web application for automated evaluation and selection of weighting factors for accurate quantification using linear calibration curve. Bioinformatics Advances. 2021;1(1). doi:10.1093/bioadv/vbab029. PMID:36700106. PMCID:PMC9710652.