Cargando…
Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution
BACKGROUND: Advances in high-throughput methods have brought new challenges for biological data analysis, often requiring many interdependent steps applied to a large number of samples. To address this challenge, workflow management systems, such as Watchdog, have been developed to support scientist...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7298769/ https://www.ncbi.nlm.nih.gov/pubmed/32556167 http://dx.doi.org/10.1093/gigascience/giaa068 |
_version_ | 1783547267709403136 |
---|---|
author | Kluge, Michael Friedl, Marie-Sophie Menzel, Amrei L Friedel, Caroline C |
author_facet | Kluge, Michael Friedl, Marie-Sophie Menzel, Amrei L Friedel, Caroline C |
author_sort | Kluge, Michael |
collection | PubMed |
description | BACKGROUND: Advances in high-throughput methods have brought new challenges for biological data analysis, often requiring many interdependent steps applied to a large number of samples. To address this challenge, workflow management systems, such as Watchdog, have been developed to support scientists in the (semi-)automated execution of large analysis workflows. IMPLEMENTATION: Here, we present Watchdog 2.0, which implements new developments for module creation, reusability, and documentation and for reproducibility of analyses and workflow execution. Developments include a graphical user interface for semi-automatic module creation from software help pages, sharing repositories for modules and workflows, and a standardized module documentation format. The latter allows generation of a customized reference book of public and user-specific modules. Furthermore, extensive logging of workflow execution, module and software versions, and explicit support for package managers and container virtualization now ensures reproducibility of results. A step-by-step analysis protocol generated from the log file may, e.g., serve as a draft of a manuscript methods section. Finally, 2 new execution modes were implemented. One allows resuming workflow execution after interruption or modification without rerunning successfully executed tasks not affected by changes. The second one allows detaching and reattaching to workflow execution on a local computer while tasks continue running on computer clusters. CONCLUSIONS: Watchdog 2.0 provides several new developments that we believe to be of benefit for large-scale bioinformatics analysis and that are not completely covered by other competing workflow management systems. The software itself, module and workflow repositories, and comprehensive documentation are freely available at https://www.bio.ifi.lmu.de/watchdog. |
format | Online Article Text |
id | pubmed-7298769 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-72987692020-06-22 Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution Kluge, Michael Friedl, Marie-Sophie Menzel, Amrei L Friedel, Caroline C Gigascience Technical Note BACKGROUND: Advances in high-throughput methods have brought new challenges for biological data analysis, often requiring many interdependent steps applied to a large number of samples. To address this challenge, workflow management systems, such as Watchdog, have been developed to support scientists in the (semi-)automated execution of large analysis workflows. IMPLEMENTATION: Here, we present Watchdog 2.0, which implements new developments for module creation, reusability, and documentation and for reproducibility of analyses and workflow execution. Developments include a graphical user interface for semi-automatic module creation from software help pages, sharing repositories for modules and workflows, and a standardized module documentation format. The latter allows generation of a customized reference book of public and user-specific modules. Furthermore, extensive logging of workflow execution, module and software versions, and explicit support for package managers and container virtualization now ensures reproducibility of results. A step-by-step analysis protocol generated from the log file may, e.g., serve as a draft of a manuscript methods section. Finally, 2 new execution modes were implemented. One allows resuming workflow execution after interruption or modification without rerunning successfully executed tasks not affected by changes. The second one allows detaching and reattaching to workflow execution on a local computer while tasks continue running on computer clusters. CONCLUSIONS: Watchdog 2.0 provides several new developments that we believe to be of benefit for large-scale bioinformatics analysis and that are not completely covered by other competing workflow management systems. The software itself, module and workflow repositories, and comprehensive documentation are freely available at https://www.bio.ifi.lmu.de/watchdog. Oxford University Press 2020-06-17 /pmc/articles/PMC7298769/ /pubmed/32556167 http://dx.doi.org/10.1093/gigascience/giaa068 Text en © The Author(s) 2020. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Technical Note Kluge, Michael Friedl, Marie-Sophie Menzel, Amrei L Friedel, Caroline C Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title | Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title_full | Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title_fullStr | Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title_full_unstemmed | Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title_short | Watchdog 2.0: New developments for reusability, reproducibility, and workflow execution |
title_sort | watchdog 2.0: new developments for reusability, reproducibility, and workflow execution |
topic | Technical Note |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7298769/ https://www.ncbi.nlm.nih.gov/pubmed/32556167 http://dx.doi.org/10.1093/gigascience/giaa068 |
work_keys_str_mv | AT klugemichael watchdog20newdevelopmentsforreusabilityreproducibilityandworkflowexecution AT friedlmariesophie watchdog20newdevelopmentsforreusabilityreproducibilityandworkflowexecution AT menzelamreil watchdog20newdevelopmentsforreusabilityreproducibilityandworkflowexecution AT friedelcarolinec watchdog20newdevelopmentsforreusabilityreproducibilityandworkflowexecution |