The analysis presented in this Brief Communication shows that, despite their complexity, current deep learning models do not outperform linear baselines in predicting gene perturbation effects, thus emphasizing the importance of further method development and thorough evaluation.
- Constantin Ahlmann-Eltze
- Wolfgang Huber
- Simon Anders