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Cell type-specific protein interaction networks are embedded by PINNACLE , and finetuned for a downstream task. Here, the predictor module (that is, MLP) fine-tunes the (pretrained) contextualized protein representations for predicting whether a given protein is a strong candidate for the therapeutic area of interest. Additional insights of our setup include hypothesizing highly predictive cell types for examining candidate therapeutic targets.

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