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Size matters - the impact of nucleus size on results from spatial transcriptomics

Elyas Mohammadi, Katarzyna Chojnowska, Michał Bieńkowski, Anna Kostecka, Magdalena Koczkowska, Michał A. Żmijewski, View ORCID ProfileMarcin Jąkalski, Martin Ingelsson, Natalia Filipowicz, Paweł Olszewski, Hanna Davies, Justyna M. Wierzbicka, View ORCID ProfileBradley T. Hyman, Jan P. Dumanski, Arkadiusz Piotrowski, Jakub Mieczkowski
doi: https://doi.org/10.1101/2022.03.31.486657
Elyas Mohammadi
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Katarzyna Chojnowska
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Michał Bieńkowski
2Department of Pathomorphology, Medical University of Gdańsk, Gdańsk, Poland
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Anna Kostecka
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Magdalena Koczkowska
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Michał A. Żmijewski
3Department of Histology, Medical University of Gdańsk, Gdańsk, Poland
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Marcin Jąkalski
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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  • ORCID record for Marcin Jąkalski
Martin Ingelsson
4Department of Public Health and Caring Sciences, Geriatrics, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
5Krembil Brain Institute, University Health Network, Toronto, Ontario, Canada
6Department of Medicine and Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, Ontario, Canada
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Natalia Filipowicz
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Paweł Olszewski
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Hanna Davies
7Department of Immunology, Genetics and Pathology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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Justyna M. Wierzbicka
3Department of Histology, Medical University of Gdańsk, Gdańsk, Poland
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Bradley T. Hyman
8Department of Neurology, Massachusetts General Hospital, Boston, MA, USA
9Massachusetts Alzheimer’s Disease Research Center, Charlestown, MA, USA
10Harvard Medical School, Boston, MA, USA
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Jan P. Dumanski
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
7Department of Immunology, Genetics and Pathology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden
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Arkadiusz Piotrowski
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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Jakub Mieczkowski
13P-Medicine Laboratory, Medical University of Gdańsk, Gdańsk, Poland
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  • For correspondence: jakubm@gumed.edu.pl
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Abstract

Visium Spatial Gene Expression (ST) is a method combining histological spatial information with transcriptomics profiles directly from tissue sections. The use of spatial information has made it possible to discover novel modes of gene expression regulations. However, in the ST experiment, the nucleus size of cells may exceed the thickness of a tissue slice. This may, in turn, negatively affect comprehensive capturing the transcriptomics profile in a single slice, especially for tissues having large differences in the size of nuclei. Here, we defined the effect of Consecutive Slices Data Integration (CSDI) on results from spatial transcriptomic study of human postmortem brains. CSDI can be applied to investigate consecutive sections studied with ST in the human cerebral cortex, avoiding misinterpretation of spot clustering and annotation, increasing accuracy of cell recognition as well as improvement in uncovering the layers of grey matter in the human brain.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵# These authors jointly supervised this work. arpiotr{at}gumed.edu.pl, jakubm{at}gumed.edu.pl

  • https://bmbls.bmi.osumc.edu/scread/

  • https://github.com/ElyasMo/ST_snRNA-seq

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 April 01, 2022.
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Size matters - the impact of nucleus size on results from spatial transcriptomics
Elyas Mohammadi, Katarzyna Chojnowska, Michał Bieńkowski, Anna Kostecka, Magdalena Koczkowska, Michał A. Żmijewski, Marcin Jąkalski, Martin Ingelsson, Natalia Filipowicz, Paweł Olszewski, Hanna Davies, Justyna M. Wierzbicka, Bradley T. Hyman, Jan P. Dumanski, Arkadiusz Piotrowski, Jakub Mieczkowski
bioRxiv 2022.03.31.486657; doi: https://doi.org/10.1101/2022.03.31.486657
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Size matters - the impact of nucleus size on results from spatial transcriptomics
Elyas Mohammadi, Katarzyna Chojnowska, Michał Bieńkowski, Anna Kostecka, Magdalena Koczkowska, Michał A. Żmijewski, Marcin Jąkalski, Martin Ingelsson, Natalia Filipowicz, Paweł Olszewski, Hanna Davies, Justyna M. Wierzbicka, Bradley T. Hyman, Jan P. Dumanski, Arkadiusz Piotrowski, Jakub Mieczkowski
bioRxiv 2022.03.31.486657; doi: https://doi.org/10.1101/2022.03.31.486657

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