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Defining and benchmarking open problems in single-cell analysis.

Malte Daniel LueckenScott A GiganteDaniel B BurkhardtRobrecht CannoodtDaniel C StroblNikolay S MarkovLuke ZappiaGiovanni PallaWesley LewisDaniel DimitrovMichael E VinyardD S MagruderAlma AnderssonEmma DannQian QinDominik J OttoMichal KleinOlga Borisovna BotvinnikLouise DeconinckKai Waldrantnull nullJonathan M BloomAngela Oliveira PiscoJulio Saez-RodriguezDrausin WulsinLuca PinelloYvan SaeysFabian Joachim TheisSmita Krishnaswamy
Published in: Research square (2024)
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.
Keyphrases
  • single cell
  • mental health
  • rna seq
  • high throughput
  • healthcare
  • minimally invasive
  • working memory
  • social media
  • electronic health record