Here we take this next step and mine the publicly available TAG meta-analysis results by conducting pathway analyses and gene-based tests. Our aim is to identify biological pathways implicated in smoking behaviors. Our analyses, which are not limited to the most significant loci identified by the TAG meta-analysis, serve to provide additional insights into the biological bases of smoking behaviors.