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Table S6. Symbols and notations.

Symbol Meaning d Index for a drug c Index for a cell line

g Index for a gene

ND Total number of genes NC Total number of cell lines

Cd The set of cell line indeces for drug d Pd The set of protein target indeces for drug d Gc The set of knockdown gene indeces for cell line c Td

The intersection of knockdown gene indeces Gc for all cell lines in Cd

Ndc Number of experiments for applying drug d to cell line c Ngc Number of experiments for knocking down gene g in cell line c Ng Neighbors, or protein-protein interaction partners, of gene g

Δ Drug-response data

Γ Gene-knockdown data

Ψ Control data

Ω Full feature data

Xd Training data derived from drug d yd Training label derived from drug d νd Negative (non-target) genes for drug d

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1 Both authors share the first authorship and contributed equally to this work, corresponding authors, Moritz Strickler, Chantal Zbinden, Bern University of Applied