Defining and Benchmarking Open Problems in Single-Cell Analysis (2024)

This paper defines and benchmarks key open problems in single-cell analysis, providing a comprehensive overview of challenges and solutions in the field.

publication
benchmarking
single-cell omics
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Luecken, M., Gigante, S., Burkhardt, D., Cannoodt, R., Strobl, D., Markov, N., Zappia, L., Palla, G., Lewis, W., Dimitrov, D., Vinyard, M., Magruder, D., Andersson, A., Dann, E., Qin, Q., Otto, D., Klein, M., Botvinnik, O., Deconinck, L.,Waldrant, K., Rieck, B., Ahlmann-Eltze, C., Beltrame, E. da V., Benz, A., González-Blas, C. B., Chen, A., DeMeo, B., Ergen, C., Floc’hlay, S., Gayoso, A., Hicks, S., Ji, Y., Kleshchevnikov, V., Manno, G. L., Lombardo, M., Lopez, R., Righelli, D., Sarkar, H., Svensson, V., Tong, A., Xing, G., Xu, C., Bloom, J., Pisco, A., Saez-Rodriguez, J., Wulsin, D., Pinello, L., Saeys, Y., Theis, F., & Krishnaswamy, S. (2024).

Defining and benchmarking open problems in single-cell analysis. Research Square Platform LLC.

This paper defines and benchmarks key open problems in single-cell analysis, providing a comprehensive overview of challenges and solutions in the field.

http://dx.doi.org/10.21203/rs.3.rs-4181617/v1

Abstract: 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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