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Arkitekt: streaming analysis and real-time workflows for microscopy.

Authors :
Roos J
Bancelin S
Delaire T
Wilhelmi A
Levet F
Engelhardt M
Viasnoff V
Galland R
Nägerl UV
Sibarita JB
Source :
Nature methods [Nat Methods] 2024 Oct; Vol. 21 (10), pp. 1884-1894. Date of Electronic Publication: 2024 Sep 18.
Publication Year :
2024

Abstract

Quantitative microscopy workflows have evolved dramatically over the past years, progressively becoming more complex with the emergence of deep learning. Long-standing challenges such as three-dimensional segmentation of complex microscopy data can finally be addressed, and new imaging modalities are breaking records in both resolution and acquisition speed, generating gigabytes if not terabytes of data per day. With this shift in bioimage workflows comes an increasing need for efficient orchestration and data management, necessitating multitool interoperability and the ability to span dedicated computing resources. However, existing solutions are still limited in their flexibility and scalability and are usually restricted to offline analysis. Here we introduce Arkitekt, an open-source middleman between users and bioimage apps that enables complex quantitative microscopy workflows in real time. It allows the orchestration of popular bioimage software locally or remotely in a reliable and efficient manner. It includes visualization and analysis modules, but also mechanisms to execute source code and pilot acquisition software, making 'smart microscopy' a reality.<br /> (© 2024. The Author(s), under exclusive licence to Springer Nature America, Inc.)

Details

Language :
English
ISSN :
1548-7105
Volume :
21
Issue :
10
Database :
MEDLINE
Journal :
Nature methods
Publication Type :
Academic Journal
Accession number :
39294366
Full Text :
https://doi.org/10.1038/s41592-024-02404-5