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Robust alignment of single-cell and spatial transcriptomes with CytoSPACE

View ORCID ProfileMilad R. Vahid, Erin L. Brown, View ORCID ProfileChloé B. Steen, View ORCID ProfileMinji Kang, View ORCID ProfileAndrew J. Gentles, View ORCID ProfileAaron M. Newman
doi: https://doi.org/10.1101/2022.05.20.488356
Milad R. Vahid
1Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
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  • ORCID record for Milad R. Vahid
Erin L. Brown
1Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
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Chloé B. Steen
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
3Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
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  • ORCID record for Chloé B. Steen
Minji Kang
1Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
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Andrew J. Gentles
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
5Center for Cancer Systems Biology, Stanford University, Stanford, CA, USA
6Stanford Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA, USA
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Aaron M. Newman
1Institute for Stem Cell Biology and Regenerative Medicine, Stanford University, Stanford, CA, USA
2Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
4Stanford Cancer Institute, Stanford University, Stanford, CA, USA
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  • For correspondence: amnewman@stanford.edu
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Abstract

Recent studies have emphasized the importance of single-cell spatial biology, yet available assays for spatial transcriptomics have limited gene recovery or low spatial resolution. Here we introduce CytoSPACE, a method for aligning single-cell and spatial transcriptomes via convex linear optimization. Across diverse platforms and tissue types, we show that CytoSPACE outperforms previous methods with respect to noise-tolerance, accuracy, and efficiency, enabling improved analysis of spatial transcriptomics data at single-cell resolution.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/digitalcytometry/cytospace

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted May 21, 2022.
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Robust alignment of single-cell and spatial transcriptomes with CytoSPACE
Milad R. Vahid, Erin L. Brown, Chloé B. Steen, Minji Kang, Andrew J. Gentles, Aaron M. Newman
bioRxiv 2022.05.20.488356; doi: https://doi.org/10.1101/2022.05.20.488356
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Robust alignment of single-cell and spatial transcriptomes with CytoSPACE
Milad R. Vahid, Erin L. Brown, Chloé B. Steen, Minji Kang, Andrew J. Gentles, Aaron M. Newman
bioRxiv 2022.05.20.488356; doi: https://doi.org/10.1101/2022.05.20.488356

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