Quality control in scRNA-Seq can discriminate pacemaker cells: the mtRNA bias.


Journal

Cellular and molecular life sciences : CMLS
ISSN: 1420-9071
Titre abrégé: Cell Mol Life Sci
Pays: Switzerland
ID NLM: 9705402

Informations de publication

Date de publication:
Oct 2021
Historique:
received: 21 06 2021
accepted: 08 08 2021
revised: 20 07 2021
pubmed: 25 8 2021
medline: 9 11 2021
entrez: 24 8 2021
Statut: ppublish

Résumé

Single-cell RNA-sequencing (scRNA-seq) provides high-resolution insights into complex tissues. Cardiac tissue, however, poses a major challenge due to the delicate isolation process and the large size of mature cardiomyocytes. Regardless of the experimental technique, captured cells are often impaired and some capture sites may contain multiple or no cells at all. All this refers to "low quality" potentially leading to data misinterpretation. Common standard quality control parameters involve the number of detected genes, transcripts per cell, and the fraction of transcripts from mitochondrial genes. While cutoffs for transcripts and genes per cell are usually user-defined for each experiment or individually calculated, a fixed threshold of 5% mitochondrial transcripts is standard and often set as default in scRNA-seq software. However, this parameter is highly dependent on the tissue type. In the heart, mitochondrial transcripts comprise almost 30% of total mRNA due to high energy demands. Here, we demonstrate that a 5%-threshold not only causes an unacceptable exclusion of cardiomyocytes but also introduces a bias that particularly discriminates pacemaker cells. This effect is apparent for our in vitro generated induced-sinoatrial-bodies (iSABs; highly enriched physiologically functional pacemaker cells), and also evident in a public data set of cells isolated from embryonal murine sinoatrial node tissue (Goodyer William et al. in Circ Res 125:379-397, 2019). Taken together, we recommend omitting this filtering parameter for scRNA-seq in cardiovascular applications whenever possible.

Identifiants

pubmed: 34427691
doi: 10.1007/s00018-021-03916-5
pii: 10.1007/s00018-021-03916-5
pmc: PMC8558157
doi:

Substances chimiques

RNA, Messenger 0
RNA, Mitochondrial 0
RNA, Small Cytoplasmic 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

6585-6592

Subventions

Organisme : EU Structural Fund
ID : ESF/14-BM-A55-0028/18
Organisme : EU Structural Fund
ID : ESF/14-BM-A55-0027/18
Organisme : EU Structural Fund
ID : ESF/14-BM-A55-0024/18
Organisme : Deutsche Forschungsgemeinschaft
ID : DA1296/6-1
Organisme : Deutsche Stiftung für Herzforschung
ID : F/01/12
Organisme : FORUN program Universität Rostock
ID : 889001/889003

Informations de copyright

© 2021. The Author(s).

Références

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Auteurs

Anne-Marie Galow (AM)

Institute of Genome Biology, Leibniz Institute for Farm Animal Biology (FBN), 18196, Dummerstorf, Germany. galow@fbn-dumerstorf.de.

Sophie Kussauer (S)

Department of Cardiac Surgery, Rostock University Medical Center, 18057, Rostock, Germany.
Department of Life, Light, and Matter, Interdisciplinary Faculty, Rostock University, 18059, Rostock, Germany.

Markus Wolfien (M)

Department of Systems Biology and Bioinformatics, University of Rostock, 18051, Rostock, Germany.

Ronald M Brunner (RM)

Institute of Genome Biology, Leibniz Institute for Farm Animal Biology (FBN), 18196, Dummerstorf, Germany.

Tom Goldammer (T)

Institute of Genome Biology, Leibniz Institute for Farm Animal Biology (FBN), 18196, Dummerstorf, Germany.
Molecular Biology and Fish Genetics, Faculty of Agriculture and Environmental Sciences, University of Rostock, 18059, Rostock, Germany.

Robert David (R)

Department of Cardiac Surgery, Rostock University Medical Center, 18057, Rostock, Germany.
Department of Life, Light, and Matter, Interdisciplinary Faculty, Rostock University, 18059, Rostock, Germany.

Andreas Hoeflich (A)

Institute of Genome Biology, Leibniz Institute for Farm Animal Biology (FBN), 18196, Dummerstorf, Germany.

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