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Complete spatially resolved gene expression is not necessary for identifying spatial domains.

Authors :
Lin S
Cui Y
Zhao F
Yang Z
Song J
Yao J
Zhao Y
Qian BZ
Zhao Y
Yuan Z
Source :
Cell genomics [Cell Genom] 2024 Jun 12; Vol. 4 (6), pp. 100565. Date of Electronic Publication: 2024 May 22.
Publication Year :
2024

Abstract

Spatially resolved transcriptomics (SRT) technologies have revolutionized the study of tissue organization. We introduce a graph convolutional network with an attention and positive emphasis mechanism, termed BINARY, relying exclusively on binarized SRT data to accurately delineate spatial domains. BINARY outperforms existing methods across various SRT data types while using significantly less input information. Our study suggests that precise gene expression quantification may not always be essential, inspiring further exploration of the broader applications of spatially resolved binarized gene expression data.<br />Competing Interests: Declaration of interests The author declare no competing interests.<br /> (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)

Details

Language :
English
ISSN :
2666-979X
Volume :
4
Issue :
6
Database :
MEDLINE
Journal :
Cell genomics
Publication Type :
Academic Journal
Accession number :
38781966
Full Text :
https://doi.org/10.1016/j.xgen.2024.100565