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Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra
Surface enhanced Raman scattering (SERS) spectroscopy becomes increasingly used in biosensors for its capacity to detect and identify single molecules. In practice, a large number of SERS spectra are acquired and reliable ranking methods are thus essential for analysing all these data. Supervised cl...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4735853/ https://www.ncbi.nlm.nih.gov/pubmed/26833130 http://dx.doi.org/10.1038/srep20383 |
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author | Leray, Aymeric Brulé, Thibault Buret, Mickael Colas des Francs, Gérard Bouhelier, Alexandre Dereux, Alain Finot, Eric |
author_facet | Leray, Aymeric Brulé, Thibault Buret, Mickael Colas des Francs, Gérard Bouhelier, Alexandre Dereux, Alain Finot, Eric |
author_sort | Leray, Aymeric |
collection | PubMed |
description | Surface enhanced Raman scattering (SERS) spectroscopy becomes increasingly used in biosensors for its capacity to detect and identify single molecules. In practice, a large number of SERS spectra are acquired and reliable ranking methods are thus essential for analysing all these data. Supervised classification strategies, which are the most effective methods, are usually applied but they require pre-determined models or classes. In this work, we propose to sort SERS spectra in unknown groups with an alternative strategy called Fourier polar representation. This non-fitting method based on simple Fourier sine and cosine transforms produces a fast and graphical representation for sorting SERS spectra with quantitative information. The reliability of this method was first investigated theoretically and numerically. Then, its performances were tested on two concrete biological examples: first with single amino-acid molecule (cysteine) and then with a mixture of three distinct odorous molecules. The benefits of this Fourier polar representation were highlighted and compared to the well-established statistical principal component analysis method. |
format | Online Article Text |
id | pubmed-4735853 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47358532016-02-05 Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra Leray, Aymeric Brulé, Thibault Buret, Mickael Colas des Francs, Gérard Bouhelier, Alexandre Dereux, Alain Finot, Eric Sci Rep Article Surface enhanced Raman scattering (SERS) spectroscopy becomes increasingly used in biosensors for its capacity to detect and identify single molecules. In practice, a large number of SERS spectra are acquired and reliable ranking methods are thus essential for analysing all these data. Supervised classification strategies, which are the most effective methods, are usually applied but they require pre-determined models or classes. In this work, we propose to sort SERS spectra in unknown groups with an alternative strategy called Fourier polar representation. This non-fitting method based on simple Fourier sine and cosine transforms produces a fast and graphical representation for sorting SERS spectra with quantitative information. The reliability of this method was first investigated theoretically and numerically. Then, its performances were tested on two concrete biological examples: first with single amino-acid molecule (cysteine) and then with a mixture of three distinct odorous molecules. The benefits of this Fourier polar representation were highlighted and compared to the well-established statistical principal component analysis method. Nature Publishing Group 2016-02-02 /pmc/articles/PMC4735853/ /pubmed/26833130 http://dx.doi.org/10.1038/srep20383 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Leray, Aymeric Brulé, Thibault Buret, Mickael Colas des Francs, Gérard Bouhelier, Alexandre Dereux, Alain Finot, Eric Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title | Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title_full | Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title_fullStr | Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title_full_unstemmed | Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title_short | Sorting of Single Biomolecules based on Fourier Polar Representation of Surface Enhanced Raman Spectra |
title_sort | sorting of single biomolecules based on fourier polar representation of surface enhanced raman spectra |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4735853/ https://www.ncbi.nlm.nih.gov/pubmed/26833130 http://dx.doi.org/10.1038/srep20383 |
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