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Journal article

Orchestrating and sharing large multimodal data for transparent and reproducible research

Abstract:
AbstractReproducibility is essential to open science, as there is limited relevance for findings that can not be reproduced by independent research groups, regardless of its validity. It is therefore crucial for scientists to describe their experiments in sufficient detail so they can be reproduced, scrutinized, challenged, and built upon. However, the intrinsic complexity and continuous growth of biomedical data makes it increasingly difficult to process, analyze, and share with the community in a FAIR (findable, accessible, interoperable, and reusable) manner. To overcome these issues, we created a cloud-based platform called ORCESTRA (orcestra.ca), which provides a flexible framework for the reproducible processing of multimodal biomedical data. It enables processing of clinical, genomic and perturbation profiles of cancer samples through automated processing pipelines that are user-customizable. ORCESTRA creates integrated and fully documented data objects with persistent identifiers (DOI) and manages multiple dataset versions, which can be shared for future studies.
Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1038/s41467-021-25974-w

Authors

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Role:
Author
ORCID:
0000-0001-9395-8450
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Role:
Author
ORCID:
0000-0002-1429-1692
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Role:
Author
ORCID:
0000-0002-9962-7385


Publisher:
Nature Research
Journal:
Nature Communications More from this journal
Volume:
12
Issue:
1
Pages:
5797-5797
Article number:
5797
Publication date:
2021-10-04
DOI:
EISSN:
2041-1723
ISSN:
2041-1723


Language:
English
Keywords:
Pubs id:
1205672
Local pid:
pubs:1205672
Source identifiers:
W3202488690
Deposit date:
2026-03-26
ARK identifier:
This ORA record was generated from metadata provided by an external service. It has not been edited by the ORA Team.

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