Postlmayr et al. show that ALK and ROS1 fusions identified in IHG drive increased STAT3 and SHP2 signaling, revealed by multi-omic integrative analyses and validated in vitro and in vivo. Distinct microtubule-binding fusion partners further promote a hypermotile, invasion-prone phenotype, highlighting the role of fusion partners in specific tumorigenic behavior.