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Nextcast: A software suite to analyse and model toxicogenomics data

The recent advancements in toxicogenomics have led to the availability of large omics data sets, representing the starting point for studying the exposure mechanism of action and identifying candidate biomarkers for toxicity prediction. The current lack of standard methods in data generation and ana...

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Autores principales: Serra, Angela, Saarimäki, Laura Aliisa, Pavel, Alisa, del Giudice, Giusy, Fratello, Michele, Cattelani, Luca, Federico, Antonio, Laurino, Omar, Marwah, Veer Singh, Fortino, Vittorio, Scala, Giovanni, Sofia Kinaret, Pia Anneli, Greco, Dario
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8956870/
https://www.ncbi.nlm.nih.gov/pubmed/35386103
http://dx.doi.org/10.1016/j.csbj.2022.03.014
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author Serra, Angela
Saarimäki, Laura Aliisa
Pavel, Alisa
del Giudice, Giusy
Fratello, Michele
Cattelani, Luca
Federico, Antonio
Laurino, Omar
Marwah, Veer Singh
Fortino, Vittorio
Scala, Giovanni
Sofia Kinaret, Pia Anneli
Greco, Dario
author_facet Serra, Angela
Saarimäki, Laura Aliisa
Pavel, Alisa
del Giudice, Giusy
Fratello, Michele
Cattelani, Luca
Federico, Antonio
Laurino, Omar
Marwah, Veer Singh
Fortino, Vittorio
Scala, Giovanni
Sofia Kinaret, Pia Anneli
Greco, Dario
author_sort Serra, Angela
collection PubMed
description The recent advancements in toxicogenomics have led to the availability of large omics data sets, representing the starting point for studying the exposure mechanism of action and identifying candidate biomarkers for toxicity prediction. The current lack of standard methods in data generation and analysis hampers the full exploitation of toxicogenomics-based evidence in regulatory risk assessment. Moreover, the pipelines for the preprocessing and downstream analyses of toxicogenomic data sets can be quite challenging to implement. During the years, we have developed a number of software packages to address specific questions related to multiple steps of toxicogenomics data analysis and modelling. In this review we present the Nextcast software collection and discuss how its individual tools can be combined into efficient pipelines to answer specific biological questions. Nextcast components are of great support to the scientific community for analysing and interpreting large data sets for the toxicity evaluation of compounds in an unbiased, straightforward, and reliable manner. The Nextcast software suite is available at: ( https://github.com/fhaive/nextcast).
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spelling pubmed-89568702022-04-05 Nextcast: A software suite to analyse and model toxicogenomics data Serra, Angela Saarimäki, Laura Aliisa Pavel, Alisa del Giudice, Giusy Fratello, Michele Cattelani, Luca Federico, Antonio Laurino, Omar Marwah, Veer Singh Fortino, Vittorio Scala, Giovanni Sofia Kinaret, Pia Anneli Greco, Dario Comput Struct Biotechnol J Method Article The recent advancements in toxicogenomics have led to the availability of large omics data sets, representing the starting point for studying the exposure mechanism of action and identifying candidate biomarkers for toxicity prediction. The current lack of standard methods in data generation and analysis hampers the full exploitation of toxicogenomics-based evidence in regulatory risk assessment. Moreover, the pipelines for the preprocessing and downstream analyses of toxicogenomic data sets can be quite challenging to implement. During the years, we have developed a number of software packages to address specific questions related to multiple steps of toxicogenomics data analysis and modelling. In this review we present the Nextcast software collection and discuss how its individual tools can be combined into efficient pipelines to answer specific biological questions. Nextcast components are of great support to the scientific community for analysing and interpreting large data sets for the toxicity evaluation of compounds in an unbiased, straightforward, and reliable manner. The Nextcast software suite is available at: ( https://github.com/fhaive/nextcast). Research Network of Computational and Structural Biotechnology 2022-03-18 /pmc/articles/PMC8956870/ /pubmed/35386103 http://dx.doi.org/10.1016/j.csbj.2022.03.014 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Method Article
Serra, Angela
Saarimäki, Laura Aliisa
Pavel, Alisa
del Giudice, Giusy
Fratello, Michele
Cattelani, Luca
Federico, Antonio
Laurino, Omar
Marwah, Veer Singh
Fortino, Vittorio
Scala, Giovanni
Sofia Kinaret, Pia Anneli
Greco, Dario
Nextcast: A software suite to analyse and model toxicogenomics data
title Nextcast: A software suite to analyse and model toxicogenomics data
title_full Nextcast: A software suite to analyse and model toxicogenomics data
title_fullStr Nextcast: A software suite to analyse and model toxicogenomics data
title_full_unstemmed Nextcast: A software suite to analyse and model toxicogenomics data
title_short Nextcast: A software suite to analyse and model toxicogenomics data
title_sort nextcast: a software suite to analyse and model toxicogenomics data
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8956870/
https://www.ncbi.nlm.nih.gov/pubmed/35386103
http://dx.doi.org/10.1016/j.csbj.2022.03.014
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