This Cell Systems Call features invited summaries of 32 of the 38 papers accepted for presentation in the "regular track" at the 2017 Research in Computational Molecular Biology conference. The editors have categorized the summaries into cancer genomics, genetics, mass spectrometry, metagenomics, network analysis, phylogenetics, sequence annotation, sequence informatics, single-cell data analysis, and structural biology.