Defining and benchmarking open problems in single-cell analysis.

Malte D Luecken,Scott Gigante,Daniel B Burkhardt, Robrecht Cannoodt,Daniel C Strobl,Nikolay S Markov,Luke Zappia,Giovanni Palla, Wesley Lewis,Daniel Dimitrov,Michael E Vinyard, D S Magruder,Alma Andersson,Emma Dann, Qian Qin,Dominik J Otto,Michal Klein, Olga Borisovna Botvinnik,Louise Deconinck, Kai Waldrant, Open Problems Jamboree Members, Jonathan M Bloom, Angela Oliveira Pisco,Julio Saez-Rodriguez, Drausin Wulsin,Luca Pinello,Yvan Saeys,Fabian J Theis,Smita Krishnaswamy

Research square(2024)

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摘要
With the growing number of single-cell analysis tools, benchmarks are increasingly important to guide analysis and method development. However, a lack of standardisation and extensibility in current benchmarks limits their usability, longevity, and relevance to the community. We present Open Problems, a living, extensible, community-guided benchmarking platform including 10 current single-cell tasks that we envision will raise standards for the selection, evaluation, and development of methods in single-cell analysis.
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