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Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection
Multi-modal single cell RNA assays capture RNA content as well as other data modalities, such as spatial cell position or the electrophysiological properties of cells. Compared to dedicated scRNA-seq assays however, they may unintentionally capture RNA from multiple adjacent cells, exhibit lower RNA...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457395/ https://www.ncbi.nlm.nih.gov/pubmed/37626024 http://dx.doi.org/10.1038/s41467-023-40744-6 |
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author | Johansen, Nelson Hu, Hongru Quon, Gerald |
author_facet | Johansen, Nelson Hu, Hongru Quon, Gerald |
author_sort | Johansen, Nelson |
collection | PubMed |
description | Multi-modal single cell RNA assays capture RNA content as well as other data modalities, such as spatial cell position or the electrophysiological properties of cells. Compared to dedicated scRNA-seq assays however, they may unintentionally capture RNA from multiple adjacent cells, exhibit lower RNA sequencing depth compared to scRNA-seq, or lack genome-wide RNA measurements. We present scProjection, a method for mapping individual multi-modal RNA measurements to deeply sequenced scRNA-seq atlases to extract cell type-specific, single cell gene expression profiles. We demonstrate several use cases of scProjection, including identifying spatial motifs from spatial transcriptome assays, distinguishing RNA contributions from neighboring cells in both spatial and multi-modal single cell assays, and imputing expression measurements of un-measured genes from gene markers. scProjection therefore combines the advantages of both multi-modal and scRNA-seq assays to yield precise multi-modal measurements of single cells. |
format | Online Article Text |
id | pubmed-10457395 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104573952023-08-27 Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection Johansen, Nelson Hu, Hongru Quon, Gerald Nat Commun Article Multi-modal single cell RNA assays capture RNA content as well as other data modalities, such as spatial cell position or the electrophysiological properties of cells. Compared to dedicated scRNA-seq assays however, they may unintentionally capture RNA from multiple adjacent cells, exhibit lower RNA sequencing depth compared to scRNA-seq, or lack genome-wide RNA measurements. We present scProjection, a method for mapping individual multi-modal RNA measurements to deeply sequenced scRNA-seq atlases to extract cell type-specific, single cell gene expression profiles. We demonstrate several use cases of scProjection, including identifying spatial motifs from spatial transcriptome assays, distinguishing RNA contributions from neighboring cells in both spatial and multi-modal single cell assays, and imputing expression measurements of un-measured genes from gene markers. scProjection therefore combines the advantages of both multi-modal and scRNA-seq assays to yield precise multi-modal measurements of single cells. Nature Publishing Group UK 2023-08-25 /pmc/articles/PMC10457395/ /pubmed/37626024 http://dx.doi.org/10.1038/s41467-023-40744-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Johansen, Nelson Hu, Hongru Quon, Gerald Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title | Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title_full | Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title_fullStr | Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title_full_unstemmed | Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title_short | Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection |
title_sort | projecting rna measurements onto single cell atlases to extract cell type-specific expression profiles using scprojection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10457395/ https://www.ncbi.nlm.nih.gov/pubmed/37626024 http://dx.doi.org/10.1038/s41467-023-40744-6 |
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