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MultiSpaceNet: graph-based joint representation learning for paired spatial transcriptome–proteome data

delete2026-09-25
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OA
AI
Z
Zhengqian Zhang
B
Binghong Chen
J
Jingyi Bai
J
Jialiang Wang
J
Junjun Ren
C
Chongyao Liu
Z
Ziqi Liu
Y
Yikun Cao
Y
Yongzhuang Liu *
DOI:10.1093/bioinformatics/btag676delete
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Abstract

Abstract

En 中文
Paired spatial assays now measure the transcriptome and the proteome on the same tissue section. Existing integration methods commit to a structural choice at the outset: a separate graph per modality, early fusion that folds the measured protein into the embedding so it can no longer be predicted, or intersection rules that discard most similarity edges. Each choice limits what one trained model can do afterwards.

Journal

Bioinformatics cover
Bioinformatics
IF:
5.4
Papers:
1.3K
Citations:
17.9W

Organization

H
Harbin Institute of Technology
Scholars:
4.5K
Papers: 1.3K
Citations: 0
Cited Papers

Cited Papers

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Integrated Spatial Transcriptomic and Proteomic Analysis of Fresh Frozen Tissue Based on Stereo-seq
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