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Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway
Cyclic adenosine monophosphate (cAMP) is an important research target because it activates protein kinases, and its signaling pathway regulates the passage of ions and molecules inside a cell. To detect the chemical reactions related to the cAMP intracellular signaling pathway, cAMP, adenosine triph...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8003578/ https://www.ncbi.nlm.nih.gov/pubmed/33808592 http://dx.doi.org/10.3390/nano11030784 |
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author | Komoto, Yuki Ohshiro, Takahito Taniguchi, Masateru |
author_facet | Komoto, Yuki Ohshiro, Takahito Taniguchi, Masateru |
author_sort | Komoto, Yuki |
collection | PubMed |
description | Cyclic adenosine monophosphate (cAMP) is an important research target because it activates protein kinases, and its signaling pathway regulates the passage of ions and molecules inside a cell. To detect the chemical reactions related to the cAMP intracellular signaling pathway, cAMP, adenosine triphosphate (ATP), adenosine monophosphate (AMP), and adenosine diphosphate (ADP) should be selectively detected. This study utilized single-molecule quantum measurements of these adenosine family molecules to detect their individual electrical conductance using nanogap devices. As a result, cAMP was electrically detected at the single molecular level, and its signal was successfully discriminated from those of ATP, AMP, and ADP using the developed machine learning method. The discrimination accuracies of a single cAMP signal from AMP, ADP, and ATP were found to be 0.82, 0.70, and 0.72, respectively. These values indicated a 99.9% accuracy when detecting more than ten signals. Based on an analysis of the feature values used for the machine learning analysis, it is suggested that this discrimination was due to the structural difference between the ribose of the phosphate site of cAMP and those of ATP, ADP, and AMP. This method will be of assistance in detecting and understanding the intercellular signaling pathways for small molecular second messengers. |
format | Online Article Text |
id | pubmed-8003578 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80035782021-03-28 Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway Komoto, Yuki Ohshiro, Takahito Taniguchi, Masateru Nanomaterials (Basel) Article Cyclic adenosine monophosphate (cAMP) is an important research target because it activates protein kinases, and its signaling pathway regulates the passage of ions and molecules inside a cell. To detect the chemical reactions related to the cAMP intracellular signaling pathway, cAMP, adenosine triphosphate (ATP), adenosine monophosphate (AMP), and adenosine diphosphate (ADP) should be selectively detected. This study utilized single-molecule quantum measurements of these adenosine family molecules to detect their individual electrical conductance using nanogap devices. As a result, cAMP was electrically detected at the single molecular level, and its signal was successfully discriminated from those of ATP, AMP, and ADP using the developed machine learning method. The discrimination accuracies of a single cAMP signal from AMP, ADP, and ATP were found to be 0.82, 0.70, and 0.72, respectively. These values indicated a 99.9% accuracy when detecting more than ten signals. Based on an analysis of the feature values used for the machine learning analysis, it is suggested that this discrimination was due to the structural difference between the ribose of the phosphate site of cAMP and those of ATP, ADP, and AMP. This method will be of assistance in detecting and understanding the intercellular signaling pathways for small molecular second messengers. MDPI 2021-03-19 /pmc/articles/PMC8003578/ /pubmed/33808592 http://dx.doi.org/10.3390/nano11030784 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Article Komoto, Yuki Ohshiro, Takahito Taniguchi, Masateru Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title | Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title_full | Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title_fullStr | Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title_full_unstemmed | Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title_short | Development of Single-Molecule Electrical Identification Method for Cyclic Adenosine Monophosphate Signaling Pathway |
title_sort | development of single-molecule electrical identification method for cyclic adenosine monophosphate signaling pathway |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8003578/ https://www.ncbi.nlm.nih.gov/pubmed/33808592 http://dx.doi.org/10.3390/nano11030784 |
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