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NFTest: automated testing of Nextflow pipelines
Yash Patel1,2, Chenghao Zhu1,2,3, Takafumi N Yamaguchi1,2,3
1Jonsson Comprehensive Cancer Center, University of California, Los Angeles, Los Angeles, CA 90095, United States.
NFTest is a new framework for automated testing of Nextflow pipelines. It simplifies validating complex biomedical workflows, reducing computational errors and improving research reproducibility.
Area of Science:
- Bioinformatics
- Computational Biology
- Software Engineering
Background:
- Increasing biomedical data volume necessitates complex computational workflows.
- Orchestration languages like Nextflow are crucial for integrating research algorithms.
- Ensuring software development practices in workflows is vital to prevent errors.
Purpose of the Study:
- To introduce NFTest, a framework for automated testing and validation of Nextflow pipelines.
- To facilitate test-driven development in biomedical research workflows.
- To reduce the complexity and burden of testing computational pipelines.
Main Methods:
- Developed NFTest as an open-source Python framework.
- Implemented customizability options for Nextflow features.
- Designed a flexible interface for defining and running workflow tests with configurable assertions.
Main Results:
- NFTest enables automated testing and validation of Nextflow pipelines.
- The framework is customizable for complex workflow testing.
- It simplifies the testing process for developers, reducing the barrier to rigorous validation.
Conclusions:
- NFTest lowers the barrier to rigorous testing of biomedical workflows.
- Automated testing with NFTest helps reduce computational errors in biomedicine.
- The framework supports the development of more reliable and reproducible research pipelines.
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