Confronting false discoveries in single-cell differential expression
Differential expression analysis of single-cell transcriptomics allows scientists to dissect cell-type-specific responses to biological perturbations. Here, the authors show that many commonly used methods are biased and can produce false discoveries.
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Nature Portfolio
2021
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oai:doaj.org-article:315bac3c84574451adbbba4a10948a122021-12-02T17:37:13ZConfronting false discoveries in single-cell differential expression10.1038/s41467-021-25960-22041-1723https://doaj.org/article/315bac3c84574451adbbba4a10948a122021-09-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-25960-2https://doaj.org/toc/2041-1723Differential expression analysis of single-cell transcriptomics allows scientists to dissect cell-type-specific responses to biological perturbations. Here, the authors show that many commonly used methods are biased and can produce false discoveries.Jordan W. SquairMatthieu GautierClaudia KatheMark A. AndersonNicholas D. JamesThomas H. HutsonRémi HudelleTaha QaiserKaya J. E. MatsonQuentin BarraudAriel J. LevineGioele La MannoMichael A. SkinniderGrégoire CourtineNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-15 (2021) |
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Science Q |
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Science Q Jordan W. Squair Matthieu Gautier Claudia Kathe Mark A. Anderson Nicholas D. James Thomas H. Hutson Rémi Hudelle Taha Qaiser Kaya J. E. Matson Quentin Barraud Ariel J. Levine Gioele La Manno Michael A. Skinnider Grégoire Courtine Confronting false discoveries in single-cell differential expression |
description |
Differential expression analysis of single-cell transcriptomics allows scientists to dissect cell-type-specific responses to biological perturbations. Here, the authors show that many commonly used methods are biased and can produce false discoveries. |
format |
article |
author |
Jordan W. Squair Matthieu Gautier Claudia Kathe Mark A. Anderson Nicholas D. James Thomas H. Hutson Rémi Hudelle Taha Qaiser Kaya J. E. Matson Quentin Barraud Ariel J. Levine Gioele La Manno Michael A. Skinnider Grégoire Courtine |
author_facet |
Jordan W. Squair Matthieu Gautier Claudia Kathe Mark A. Anderson Nicholas D. James Thomas H. Hutson Rémi Hudelle Taha Qaiser Kaya J. E. Matson Quentin Barraud Ariel J. Levine Gioele La Manno Michael A. Skinnider Grégoire Courtine |
author_sort |
Jordan W. Squair |
title |
Confronting false discoveries in single-cell differential expression |
title_short |
Confronting false discoveries in single-cell differential expression |
title_full |
Confronting false discoveries in single-cell differential expression |
title_fullStr |
Confronting false discoveries in single-cell differential expression |
title_full_unstemmed |
Confronting false discoveries in single-cell differential expression |
title_sort |
confronting false discoveries in single-cell differential expression |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/315bac3c84574451adbbba4a10948a12 |
work_keys_str_mv |
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