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RNA velocity of single cells
RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput1. However, this approach captures only a static snapshot at a point in time, posing a challenge for the analysis of...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6130801/ https://www.ncbi.nlm.nih.gov/pubmed/30089906 http://dx.doi.org/10.1038/s41586-018-0414-6 |
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author | La Manno, Gioele Soldatov, Ruslan Zeisel, Amit Braun, Emelie Hochgerner, Hannah Petukhov, Viktor Lidschreiber, Katja Kastriti, Maria E. Lönnerberg, Peter Furlan, Alessandro Fan, Jean Borm, Lars E. Liu, Zehua van Bruggen, David Guo, Jimin He, Xiaoling Barker, Roger Sundström, Erik Castelo-Branco, Gonçalo Cramer, Patrick Adameyko, Igor Linnarsson, Sten Kharchenko, Peter V. |
author_facet | La Manno, Gioele Soldatov, Ruslan Zeisel, Amit Braun, Emelie Hochgerner, Hannah Petukhov, Viktor Lidschreiber, Katja Kastriti, Maria E. Lönnerberg, Peter Furlan, Alessandro Fan, Jean Borm, Lars E. Liu, Zehua van Bruggen, David Guo, Jimin He, Xiaoling Barker, Roger Sundström, Erik Castelo-Branco, Gonçalo Cramer, Patrick Adameyko, Igor Linnarsson, Sten Kharchenko, Peter V. |
author_sort | La Manno, Gioele |
collection | PubMed |
description | RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput1. However, this approach captures only a static snapshot at a point in time, posing a challenge for the analysis of time-resolved phenomena, such as embryogenesis or tissue regeneration. Here we show that RNA velocity—the time derivative of the gene expression state—can be directly estimated by distinguishing unspliced and spliced mRNAs in common single-cell RNA sequencing protocols. RNA velocity is a high-dimensional vector that predicts the future state of individual cells on a timescale of hours. We validate its accuracy in the neural crest lineage, demonstrate its use on multiple published datasets and technical platforms, reveal the branching lineage tree of the developing mouse hippocampus, and examine the kinetics of transcription in human embryonic brain. We expect RNA velocity to greatly aid the analysis of developmental lineages and cellular dynamics, particularly in humans. |
format | Online Article Text |
id | pubmed-6130801 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
record_format | MEDLINE/PubMed |
spelling | pubmed-61308012019-02-08 RNA velocity of single cells La Manno, Gioele Soldatov, Ruslan Zeisel, Amit Braun, Emelie Hochgerner, Hannah Petukhov, Viktor Lidschreiber, Katja Kastriti, Maria E. Lönnerberg, Peter Furlan, Alessandro Fan, Jean Borm, Lars E. Liu, Zehua van Bruggen, David Guo, Jimin He, Xiaoling Barker, Roger Sundström, Erik Castelo-Branco, Gonçalo Cramer, Patrick Adameyko, Igor Linnarsson, Sten Kharchenko, Peter V. Nature Article RNA abundance is a powerful indicator of the state of individual cells. Single-cell RNA sequencing can reveal RNA abundance with high quantitative accuracy, sensitivity and throughput1. However, this approach captures only a static snapshot at a point in time, posing a challenge for the analysis of time-resolved phenomena, such as embryogenesis or tissue regeneration. Here we show that RNA velocity—the time derivative of the gene expression state—can be directly estimated by distinguishing unspliced and spliced mRNAs in common single-cell RNA sequencing protocols. RNA velocity is a high-dimensional vector that predicts the future state of individual cells on a timescale of hours. We validate its accuracy in the neural crest lineage, demonstrate its use on multiple published datasets and technical platforms, reveal the branching lineage tree of the developing mouse hippocampus, and examine the kinetics of transcription in human embryonic brain. We expect RNA velocity to greatly aid the analysis of developmental lineages and cellular dynamics, particularly in humans. 2018-08-08 2018-08 /pmc/articles/PMC6130801/ /pubmed/30089906 http://dx.doi.org/10.1038/s41586-018-0414-6 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms |
spellingShingle | Article La Manno, Gioele Soldatov, Ruslan Zeisel, Amit Braun, Emelie Hochgerner, Hannah Petukhov, Viktor Lidschreiber, Katja Kastriti, Maria E. Lönnerberg, Peter Furlan, Alessandro Fan, Jean Borm, Lars E. Liu, Zehua van Bruggen, David Guo, Jimin He, Xiaoling Barker, Roger Sundström, Erik Castelo-Branco, Gonçalo Cramer, Patrick Adameyko, Igor Linnarsson, Sten Kharchenko, Peter V. RNA velocity of single cells |
title | RNA velocity of single cells |
title_full | RNA velocity of single cells |
title_fullStr | RNA velocity of single cells |
title_full_unstemmed | RNA velocity of single cells |
title_short | RNA velocity of single cells |
title_sort | rna velocity of single cells |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6130801/ https://www.ncbi.nlm.nih.gov/pubmed/30089906 http://dx.doi.org/10.1038/s41586-018-0414-6 |
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