Literature DB >> 19281642

Hyperspectral confocal fluorescence imaging: exploring alternative multivariate curve resolution approaches.

David M Haaland1, Howland D T Jones, Mark H Van Benthem, Michael B Sinclair, David K Melgaard, Christopher L Stork, Maria C Pedroso, Ping Liu, Allan R Brasier, Nicholas L Andrews, Diane S Lidke.   

Abstract

Hyperspectral confocal fluorescence microscopy, when combined with multivariate curve resolution (MCR), provides a powerful new tool for improved quantitative imaging of multi-fluorophore samples. Generally, fully non-negatively constrained models are used in the constrained alternating least squares MCR analyses of hyperspectral images since real emission components are expected to have non-negative pure emission spectra and concentrations. However, in this paper, we demonstrate four separate cases in which partially constrained models are preferred over the fully constrained MCR models. These partially constrained MCR models can sometimes be preferred when system artifacts are present in the data or where small perturbations of the major emission components are present due to environmental effects or small geometric changes in the fluorescing species. Here we demonstrate that in the cases of hyperspectral images obtained from multicomponent spherical beads, autofluorescence from fixed lung epithelial cells, fluorescence of quantum dots in aqueous solutions, and images of mercurochrome-stained endosperm portions of a wild-type corn seed, these alternative, partially constrained MCR analyses provide improved interpretability of the MCR solutions. Often the system artifacts or environmental effects are more readily described as first and/or second derivatives of the main emission components in these alternative MCR solutions since they indicate spectral shifts and/or spectral broadening or narrowing of the emission bands, respectively. Thus, this paper serves to demonstrate the need to test alternative partially constrained models when analyzing hyperspectral images with MCR methods.

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Year:  2009        PMID: 19281642     DOI: 10.1366/000370209787598843

Source DB:  PubMed          Journal:  Appl Spectrosc        ISSN: 0003-7028            Impact factor:   2.388


  15 in total

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Journal:  Trends Cell Biol       Date:  2009-10-02       Impact factor: 20.808

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7.  Mapping lipid and collagen by multispectral photoacoustic imaging of chemical bond vibration.

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8.  Quantitative vibrational imaging by hyperspectral stimulated Raman scattering microscopy and multivariate curve resolution analysis.

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9.  Cholesterol dependent uptake and interaction of doxorubicin in mcf-7 breast cancer cells.

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10.  Multi-color quantum dot tracking using a high-speed hyperspectral line-scanning microscope.

Authors:  Patrick J Cutler; Michael D Malik; Sheng Liu; Jason M Byars; Diane S Lidke; Keith A Lidke
Journal:  PLoS One       Date:  2013-05-22       Impact factor: 3.240

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