Fig. 1: Logic-constrained framework for pathway analysis from whole-slide pathology images. | npj Biomedical Innovations

Fig. 1: Logic-constrained framework for pathway analysis from whole-slide pathology images.

From: Inferring signaling pathway abnormalities from histopathological images via logic-constrained gene-pathway heterogeneous knowledge graph

Fig. 1: Logic-constrained framework for pathway analysis from whole-slide pathology images.The alternative text for this image may have been generated using AI.

(Left) Pathology patches form a graph for gene and pathway prediction. (Middle) WSI features and similarity-basededges are constructed. (Bottom-left) Biological priors are converted into logical clauses. (Right) Logical constraintsenhance the pathway prediction network.

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