speaq: Tools for Nuclear Magnetic Resonance Spectrum Alignment and Quantitative Analysis

We introduce a novel suite of informatics tools for the quantitative analysis of NMR metabolomic profile data. The core of the processing cascade is a novel peak alignment algorithm, called hierarchical Cluster-based Peak Alignment (CluPA). The algorithm aligns a target spectrum to the reference spectrum in a top-down fashion by building a hierarchical cluster tree from peak lists of reference and target spectra and then dividing the spectra into smaller segments based on the most distant clusters of the tree. To reduce the computational time to estimate the spectral misalignment, the method makes use of Fast Fourier Transformation (FFT) cross-correlation. Since the method returns a high-quality alignment, we can propose a simple methodology to study the variability of the NMR spectra. For each aligned NMR data point the ratio of the between-group and within-group sum of squares (BW-ratio) is calculated to quantify the difference in variability between and within predefined groups of NMR spectra. This differential analysis is related to the calculation of the F-statistic or a one-way ANOVA, but without distributional assumptions. Statistical inference based on the BW-ratio is achieved by bootstrapping the null distribution from the experimental data. See Vu et al. (2011)<doi:10.1186/1471-2105-12-405> for further information.

Version: 1.2.2
Depends: R (≥ 3.1.0), MassSpecWavelet
Imports: graphics, stats
Published: 2016-11-16
Author: Trung Nghia Vu, Kris Laukens and Dirk Valkenborg
Maintainer: Trung Nghia Vu <nghiavtr at gmail.com>
License: Apache License 2.0
URL: https://github.com/nghiavtr/speaq
NeedsCompilation: no
Materials: NEWS
In views: ChemPhys
CRAN checks: speaq results

Downloads:

Reference manual: speaq.pdf
Vignettes: Introduction to speaq
Package source: speaq_1.2.2.tar.gz
Windows binaries: r-devel: speaq_1.2.2.zip, r-release: speaq_1.2.2.zip, r-oldrel: speaq_1.2.2.zip
OS X Mavericks binaries: r-release: speaq_1.2.2.tgz, r-oldrel: not available
Old sources: speaq archive

Reverse dependencies:

Reverse suggests: ChemoSpec, speaq2

Linking:

Please use the canonical form https://CRAN.R-project.org/package=speaq to link to this page.