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The eNanoMapper database for nanomaterial safety information
Background: The NanoSafety Cluster, a cluster of projects funded by the European Commision, identified the need for a computational infrastructure for toxicological data management of engineered nanomaterials (ENMs). Ontologies, open standards, and interoperable designs were envisioned to empower a...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Beilstein-Institut
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4578352/ https://www.ncbi.nlm.nih.gov/pubmed/26425413 http://dx.doi.org/10.3762/bjnano.6.165 |
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author | Jeliazkova, Nina Chomenidis, Charalampos Doganis, Philip Fadeel, Bengt Grafström, Roland Hardy, Barry Hastings, Janna Hegi, Markus Jeliazkov, Vedrin Kochev, Nikolay Kohonen, Pekka Munteanu, Cristian R Sarimveis, Haralambos Smeets, Bart Sopasakis, Pantelis Tsiliki, Georgia Vorgrimmler, David Willighagen, Egon |
author_facet | Jeliazkova, Nina Chomenidis, Charalampos Doganis, Philip Fadeel, Bengt Grafström, Roland Hardy, Barry Hastings, Janna Hegi, Markus Jeliazkov, Vedrin Kochev, Nikolay Kohonen, Pekka Munteanu, Cristian R Sarimveis, Haralambos Smeets, Bart Sopasakis, Pantelis Tsiliki, Georgia Vorgrimmler, David Willighagen, Egon |
author_sort | Jeliazkova, Nina |
collection | PubMed |
description | Background: The NanoSafety Cluster, a cluster of projects funded by the European Commision, identified the need for a computational infrastructure for toxicological data management of engineered nanomaterials (ENMs). Ontologies, open standards, and interoperable designs were envisioned to empower a harmonized approach to European research in nanotechnology. This setting provides a number of opportunities and challenges in the representation of nanomaterials data and the integration of ENM information originating from diverse systems. Within this cluster, eNanoMapper works towards supporting the collaborative safety assessment for ENMs by creating a modular and extensible infrastructure for data sharing, data analysis, and building computational toxicology models for ENMs. Results: The eNanoMapper database solution builds on the previous experience of the consortium partners in supporting diverse data through flexible data storage, open source components and web services. We have recently described the design of the eNanoMapper prototype database along with a summary of challenges in the representation of ENM data and an extensive review of existing nano-related data models, databases, and nanomaterials-related entries in chemical and toxicogenomic databases. This paper continues with a focus on the database functionality exposed through its application programming interface (API), and its use in visualisation and modelling. Considering the preferred community practice of using spreadsheet templates, we developed a configurable spreadsheet parser facilitating user friendly data preparation and data upload. We further present a web application able to retrieve the experimental data via the API and analyze it with multiple data preprocessing and machine learning algorithms. Conclusion: We demonstrate how the eNanoMapper database is used to import and publish online ENM and assay data from several data sources, how the “representational state transfer” (REST) API enables building user friendly interfaces and graphical summaries of the data, and how these resources facilitate the modelling of reproducible quantitative structure–activity relationships for nanomaterials (NanoQSAR). |
format | Online Article Text |
id | pubmed-4578352 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Beilstein-Institut |
record_format | MEDLINE/PubMed |
spelling | pubmed-45783522015-09-30 The eNanoMapper database for nanomaterial safety information Jeliazkova, Nina Chomenidis, Charalampos Doganis, Philip Fadeel, Bengt Grafström, Roland Hardy, Barry Hastings, Janna Hegi, Markus Jeliazkov, Vedrin Kochev, Nikolay Kohonen, Pekka Munteanu, Cristian R Sarimveis, Haralambos Smeets, Bart Sopasakis, Pantelis Tsiliki, Georgia Vorgrimmler, David Willighagen, Egon Beilstein J Nanotechnol Full Research Paper Background: The NanoSafety Cluster, a cluster of projects funded by the European Commision, identified the need for a computational infrastructure for toxicological data management of engineered nanomaterials (ENMs). Ontologies, open standards, and interoperable designs were envisioned to empower a harmonized approach to European research in nanotechnology. This setting provides a number of opportunities and challenges in the representation of nanomaterials data and the integration of ENM information originating from diverse systems. Within this cluster, eNanoMapper works towards supporting the collaborative safety assessment for ENMs by creating a modular and extensible infrastructure for data sharing, data analysis, and building computational toxicology models for ENMs. Results: The eNanoMapper database solution builds on the previous experience of the consortium partners in supporting diverse data through flexible data storage, open source components and web services. We have recently described the design of the eNanoMapper prototype database along with a summary of challenges in the representation of ENM data and an extensive review of existing nano-related data models, databases, and nanomaterials-related entries in chemical and toxicogenomic databases. This paper continues with a focus on the database functionality exposed through its application programming interface (API), and its use in visualisation and modelling. Considering the preferred community practice of using spreadsheet templates, we developed a configurable spreadsheet parser facilitating user friendly data preparation and data upload. We further present a web application able to retrieve the experimental data via the API and analyze it with multiple data preprocessing and machine learning algorithms. Conclusion: We demonstrate how the eNanoMapper database is used to import and publish online ENM and assay data from several data sources, how the “representational state transfer” (REST) API enables building user friendly interfaces and graphical summaries of the data, and how these resources facilitate the modelling of reproducible quantitative structure–activity relationships for nanomaterials (NanoQSAR). Beilstein-Institut 2015-07-27 /pmc/articles/PMC4578352/ /pubmed/26425413 http://dx.doi.org/10.3762/bjnano.6.165 Text en Copyright © 2015, Jeliazkova et al. https://creativecommons.org/licenses/by/2.0https://www.beilstein-journals.org/bjnano/termsThis is an Open Access article under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. The license is subject to the Beilstein Journal of Nanotechnology terms and conditions: (https://www.beilstein-journals.org/bjnano/terms) |
spellingShingle | Full Research Paper Jeliazkova, Nina Chomenidis, Charalampos Doganis, Philip Fadeel, Bengt Grafström, Roland Hardy, Barry Hastings, Janna Hegi, Markus Jeliazkov, Vedrin Kochev, Nikolay Kohonen, Pekka Munteanu, Cristian R Sarimveis, Haralambos Smeets, Bart Sopasakis, Pantelis Tsiliki, Georgia Vorgrimmler, David Willighagen, Egon The eNanoMapper database for nanomaterial safety information |
title | The eNanoMapper database for nanomaterial safety information |
title_full | The eNanoMapper database for nanomaterial safety information |
title_fullStr | The eNanoMapper database for nanomaterial safety information |
title_full_unstemmed | The eNanoMapper database for nanomaterial safety information |
title_short | The eNanoMapper database for nanomaterial safety information |
title_sort | enanomapper database for nanomaterial safety information |
topic | Full Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4578352/ https://www.ncbi.nlm.nih.gov/pubmed/26425413 http://dx.doi.org/10.3762/bjnano.6.165 |
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