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Predicting Causal Relationships from Biological Data: Applying Automated Causal Discovery on Mass Cytometry Data of Human Immune Cells

Learning the causal relationships that define a molecular system allows us to predict how the system will respond to different interventions. Distinguishing causality from mere association typically requires randomized experiments. Methods for automated  causal discovery from limited experiments exi...

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Detalhes bibliográficos
Publicado no:Sci Rep
Main Authors: Triantafillou, Sofia, Lagani, Vincenzo, Heinze-Deml, Christina, Schmidt, Angelika, Tegner, Jesper, Tsamardinos, Ioannis
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2017
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Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5629212/
https://ncbi.nlm.nih.gov/pubmed/28983114
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-017-08582-x
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