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Complete spatially resolved gene expression is not necessary for identifying spatial domains.
- 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.)
- Subjects :
- Humans
Transcriptome genetics
Algorithms
Gene Expression Profiling methods
Subjects
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