Best practices on the differential expression analysis of multi-species RNA-seq.


Journal

Genome biology
ISSN: 1474-760X
Titre abrégé: Genome Biol
Pays: England
ID NLM: 100960660

Informations de publication

Date de publication:
29 04 2021
Historique:
received: 21 10 2020
accepted: 01 04 2021
entrez: 30 4 2021
pubmed: 1 5 2021
medline: 15 1 2022
Statut: epublish

Résumé

Advances in transcriptome sequencing allow for simultaneous interrogation of differentially expressed genes from multiple species originating from a single RNA sample, termed dual or multi-species transcriptomics. Compared to single-species differential expression analysis, the design of multi-species differential expression experiments must account for the relative abundances of each organism of interest within the sample, often requiring enrichment methods and yielding differences in total read counts across samples. The analysis of multi-species transcriptomics datasets requires modifications to the alignment, quantification, and downstream analysis steps compared to the single-species analysis pipelines. We describe best practices for multi-species transcriptomics and differential gene expression.

Identifiants

pubmed: 33926528
doi: 10.1186/s13059-021-02337-8
pii: 10.1186/s13059-021-02337-8
pmc: PMC8082843
doi:

Substances chimiques

RNA 63231-63-0

Types de publication

Journal Article Research Support, N.I.H., Extramural Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

121

Subventions

Organisme : NIAID NIH HHS
ID : U19 AI110818
Pays : United States
Organisme : NIAID NIH HHS
ID : U19 AI110820
Pays : United States

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Auteurs

Matthew Chung (M)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.
Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.

Vincent M Bruno (VM)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.
Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.

David A Rasko (DA)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.
Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.

Christina A Cuomo (CA)

Infectious Disease and Microbiome Program, Broad Institute, Cambridge, MA, 02142, USA.

José F Muñoz (JF)

Infectious Disease and Microbiome Program, Broad Institute, Cambridge, MA, 02142, USA.

Jonathan Livny (J)

Infectious Disease and Microbiome Program, Broad Institute, Cambridge, MA, 02142, USA.

Amol C Shetty (AC)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.

Anup Mahurkar (A)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA.

Julie C Dunning Hotopp (JC)

Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, 21201, USA. jdhotopp@som.umaryland.edu.
Department of Microbiology and Immunology, University of Maryland School of Medicine, Baltimore, MD, 21201, USA. jdhotopp@som.umaryland.edu.
Greenebaum Cancer Center, University of Maryland, Baltimore, MD, 21201, USA. jdhotopp@som.umaryland.edu.

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