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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Autores principales: 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
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/315bac3c84574451adbbba4a10948a12
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle 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
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