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Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis
As experimental neuroscience is moving toward more integrative approaches, with a variety of acquisition techniques covering multiple spatiotemporal scales, data management is becoming increasingly challenging for neuroscience laboratories. Often, datasets are too large to practically be stored on a...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7393253/ https://www.ncbi.nlm.nih.gov/pubmed/32792932 http://dx.doi.org/10.3389/fninf.2020.00030 |
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author | Lepperød, Mikkel Elle Dragly, Svenn-Arne Buccino, Alessio Paolo Mobarhan, Milad Hobbi Malthe-Sørenssen, Anders Hafting, Torkel Fyhn, Marianne |
author_facet | Lepperød, Mikkel Elle Dragly, Svenn-Arne Buccino, Alessio Paolo Mobarhan, Milad Hobbi Malthe-Sørenssen, Anders Hafting, Torkel Fyhn, Marianne |
author_sort | Lepperød, Mikkel Elle |
collection | PubMed |
description | As experimental neuroscience is moving toward more integrative approaches, with a variety of acquisition techniques covering multiple spatiotemporal scales, data management is becoming increasingly challenging for neuroscience laboratories. Often, datasets are too large to practically be stored on a laptop or a workstation. The ability to query metadata collections without retrieving complete datasets is therefore critical to efficiently perform new analyses and explore the data. At the same time, new experimental paradigms lead to constantly changing specifications for the metadata to be stored. Despite this, there is currently a serious lack of agile software tools for data management in neuroscience laboratories. To meet this need, we have developed Expipe, a lightweight data management framework that simplifies the steps from experiment to data analysis. Expipe provides the functionality to store and organize experimental data and metadata for easy retrieval in exploration and analysis throughout the experimental pipeline. It is flexible in terms of defining the metadata to store and aims to solve the storage and retrieval challenges of data/metadata due to ever changing experimental pipelines. Due to its simplicity and lightweight design, we envision Expipe as an easy-to-use data management solution for experimental laboratories, that can improve provenance, reproducibility, and sharing of scientific projects. |
format | Online Article Text |
id | pubmed-7393253 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-73932532020-08-12 Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis Lepperød, Mikkel Elle Dragly, Svenn-Arne Buccino, Alessio Paolo Mobarhan, Milad Hobbi Malthe-Sørenssen, Anders Hafting, Torkel Fyhn, Marianne Front Neuroinform Neuroscience As experimental neuroscience is moving toward more integrative approaches, with a variety of acquisition techniques covering multiple spatiotemporal scales, data management is becoming increasingly challenging for neuroscience laboratories. Often, datasets are too large to practically be stored on a laptop or a workstation. The ability to query metadata collections without retrieving complete datasets is therefore critical to efficiently perform new analyses and explore the data. At the same time, new experimental paradigms lead to constantly changing specifications for the metadata to be stored. Despite this, there is currently a serious lack of agile software tools for data management in neuroscience laboratories. To meet this need, we have developed Expipe, a lightweight data management framework that simplifies the steps from experiment to data analysis. Expipe provides the functionality to store and organize experimental data and metadata for easy retrieval in exploration and analysis throughout the experimental pipeline. It is flexible in terms of defining the metadata to store and aims to solve the storage and retrieval challenges of data/metadata due to ever changing experimental pipelines. Due to its simplicity and lightweight design, we envision Expipe as an easy-to-use data management solution for experimental laboratories, that can improve provenance, reproducibility, and sharing of scientific projects. Frontiers Media S.A. 2020-07-24 /pmc/articles/PMC7393253/ /pubmed/32792932 http://dx.doi.org/10.3389/fninf.2020.00030 Text en Copyright © 2020 Lepperød, Dragly, Buccino, Mobarhan, Malthe-Sørenssen, Hafting and Fyhn. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Lepperød, Mikkel Elle Dragly, Svenn-Arne Buccino, Alessio Paolo Mobarhan, Milad Hobbi Malthe-Sørenssen, Anders Hafting, Torkel Fyhn, Marianne Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title | Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title_full | Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title_fullStr | Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title_full_unstemmed | Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title_short | Experimental Pipeline (Expipe): A Lightweight Data Management Platform to Simplify the Steps From Experiment to Data Analysis |
title_sort | experimental pipeline (expipe): a lightweight data management platform to simplify the steps from experiment to data analysis |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7393253/ https://www.ncbi.nlm.nih.gov/pubmed/32792932 http://dx.doi.org/10.3389/fninf.2020.00030 |
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