Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Leray, Aymeric, Brulé, Thibault, Buret, Mickael, Colas des Francs, Gérard, Bouhelier, Alexandre, Dereux, Alain, Finot, Eric
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
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
_version_ 1782413160091746304
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
work_keys_str_mv AT lerayaymeric sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT brulethibault sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT buretmickael sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT colasdesfrancsgerard sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT bouhelieralexandre sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT dereuxalain sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra
AT finoteric sortingofsinglebiomoleculesbasedonfourierpolarrepresentationofsurfaceenhancedramanspectra