Code and data for the research article titled "Protein Abundance Prediction Through Machine Learning Methods" available on the Journal of Molecular Biology (https://doi.org/10.1016/j.jmb.2021.167267). It includes code for predicting protein abundance, its integration in ecGEMs, growth simulations and protein abundance predictions for other species.