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. Author manuscript; available in PMC: 2023 Dec 6.
Published in final edited form as: Nat Biomed Eng. 2022 Oct 31;6(12):1353–1369. doi: 10.1038/s41551-022-00942-x

Figure 4: Representation learning in four areas of biology and medicine.

Figure 4:

We present a case study on (a) cell-type aware protein representation learning via multilabel node classification (details in Box 2), (b) disease classification using subgraphs (details in Box 3), (c) cell-line specific prediction of interacting drug pairs via edge regression with transfer learning across cell lines (details in Box 4), and (d) integration of health data into knowledge graphs to predict patient diagnoses or treatments via edge regression (details in Box 5).