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Super-resolved spatial transcriptomics by deep data fusion

delete2021-11-29
delete66
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OA
AI
L
Ludvig Bergenstråhle
B
Bryan He
J
Joseph Bergenstråhle
X
Xesús M. Abalo
R
Reza Mirzazadeh
K
Kim Thrane
A
Andrew L. Ji
A
Alma Andersson
L
Ludvig Larsson
N
Nathalie Stakenborg
G
Guy E. Boeckxstaens
P
Paul A. Khavari
J
James Zou
J
Joakim Lundeberg *
J
Jonas Maaskola
DOI:10.1038/s41587-021-01075-3delete
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Abstract

Abstract

En 中文
The low resolution of spatial transcriptomics is substantially improved by including histology images. Current methods for spatial transcriptomics are limited by low spatial resolution. Here we introduce a method that integrates spatial gene expression data with histological image data from the same tissue section to infer higher-resolution expression maps. Using a deep generative model, our method characterizes the transcriptome of micrometer-scale anatomical features and can predict spatial gene expression from histology images alone.
Keywords:
CELL RNA-SEQ
SINGLE-CELL
GENE-EXPRESSION
TISSUE
VISUALIZATION

Journal

Nature Biotechnology cover
Nature Biotechnology
IF:
41.7
Papers:
1.2W
Citations:
10.1W

Organization

S
scilifelab
Scholars:
779
Papers: 413
Citations: 2
S
Stanford Cancer Institute
Scholars:
1.6K
Papers: 1.2K
Citations: 2.3K
S
Stanford University
Scholars:
9.6W
Papers: 8.2W
Citations: 17.0W
R
Royal Institute of Technology
Scholars:
1.8W
Papers: 1.8W
Citations: 25
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