Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis

Glutamate (GLU) and &#x03B3;-aminobutyric acid (GABA) are important amino acid neurotransmitters that, respectively, mediate rapid excitatory and inhibitory neurotransmission in the brain. Serum GLU and GABA levels could play a significant role in pathogenesis of the encephalopathic state, early...

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Main Authors: Ali Momenpour T. Monfared, Vidhu S. Tiwari, Vance L. Trudeau, Hanan Anis
Format: Article
Language:English
Published: IEEE 2015-01-01
Series:IEEE Photonics Journal
Subjects:
GLU
PLS
Online Access:https://ieeexplore.ieee.org/document/7096928/
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spelling doaj-9368311c121a426f91b4d55dd9d899542021-03-29T17:24:00ZengIEEEIEEE Photonics Journal1943-06552015-01-017311610.1109/JPHOT.2015.24232847096928Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares AnalysisAli Momenpour T. Monfared0Vidhu S. Tiwari1Vance L. Trudeau2Hanan Anis3Sch. of Electr. Eng. &amp; Comput. Sci., Univ. of Ottawa, Ottawa, ON, CanadaSch. of Electr. Eng. &amp; Comput. Sci., Univ. of Ottawa, Ottawa, ON, CanadaDept. of Biol., Univ. of Ottawa, Ottawa, ON, CanadaSch. of Electr. Eng. &amp; Comput. Sci., Univ. of Ottawa, Ottawa, ON, CanadaGlutamate (GLU) and &#x03B3;-aminobutyric acid (GABA) are important amino acid neurotransmitters that, respectively, mediate rapid excitatory and inhibitory neurotransmission in the brain. Serum GLU and GABA levels could play a significant role in pathogenesis of the encephalopathic state, early detection of autism, and the neurobiology of depression. The optimal concentration ratio of GLU and GABA is vital for neuroendocrine control, and deviations in their synthesis are linked to epilepsy. Additionally, circulating GLU affects GABA levels in striatal extracellular fluid. The present work explores the feasibility of employing surface-enhanced Raman scattering spectroscopy, in conjunction with partial least squares (PLS) , for simultaneous measurement of physiological concentrations of GLU and GABA in their aqueous solution and blood serum. A PLS calibration model showed a high coefficient of determination (R<sup>2</sup> &gt;0.98) between the spectral data of GLU and GABA and their respective concentrations. The low root mean square error of prediction (RMSEP) value was ~2.7 &#x03BC;M, and it established the accuracy of the calibration model. The present methodology enabled the detection of GLU and GABA as low as 8 &#x03BC;M. This provides a cost-effective alternative to existing techniques for quantification of neurotransmitters.https://ieeexplore.ieee.org/document/7096928/GABAGLUPLSsurface enhanced Raman scattering (SERS)Serum
collection DOAJ
language English
format Article
sources DOAJ
author Ali Momenpour T. Monfared
Vidhu S. Tiwari
Vance L. Trudeau
Hanan Anis
spellingShingle Ali Momenpour T. Monfared
Vidhu S. Tiwari
Vance L. Trudeau
Hanan Anis
Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
IEEE Photonics Journal
GABA
GLU
PLS
surface enhanced Raman scattering (SERS)
Serum
author_facet Ali Momenpour T. Monfared
Vidhu S. Tiwari
Vance L. Trudeau
Hanan Anis
author_sort Ali Momenpour T. Monfared
title Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
title_short Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
title_full Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
title_fullStr Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
title_full_unstemmed Surface-Enhanced Raman Scattering Spectroscopy for the Detection of Glutamate and <inline-formula> <tex-math notation="TeX">$\gamma$</tex-math></inline-formula>-Aminobutyric Acid in Serum by Partial Least Squares Analysis
title_sort surface-enhanced raman scattering spectroscopy for the detection of glutamate and <inline-formula> <tex-math notation="tex">$\gamma$</tex-math></inline-formula>-aminobutyric acid in serum by partial least squares analysis
publisher IEEE
series IEEE Photonics Journal
issn 1943-0655
publishDate 2015-01-01
description Glutamate (GLU) and &#x03B3;-aminobutyric acid (GABA) are important amino acid neurotransmitters that, respectively, mediate rapid excitatory and inhibitory neurotransmission in the brain. Serum GLU and GABA levels could play a significant role in pathogenesis of the encephalopathic state, early detection of autism, and the neurobiology of depression. The optimal concentration ratio of GLU and GABA is vital for neuroendocrine control, and deviations in their synthesis are linked to epilepsy. Additionally, circulating GLU affects GABA levels in striatal extracellular fluid. The present work explores the feasibility of employing surface-enhanced Raman scattering spectroscopy, in conjunction with partial least squares (PLS) , for simultaneous measurement of physiological concentrations of GLU and GABA in their aqueous solution and blood serum. A PLS calibration model showed a high coefficient of determination (R<sup>2</sup> &gt;0.98) between the spectral data of GLU and GABA and their respective concentrations. The low root mean square error of prediction (RMSEP) value was ~2.7 &#x03BC;M, and it established the accuracy of the calibration model. The present methodology enabled the detection of GLU and GABA as low as 8 &#x03BC;M. This provides a cost-effective alternative to existing techniques for quantification of neurotransmitters.
topic GABA
GLU
PLS
surface enhanced Raman scattering (SERS)
Serum
url https://ieeexplore.ieee.org/document/7096928/
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