You don't need to click to aim the turret; simply hovering your mouse cursor over the enemies is enough, and you can do the same to collect drops. There are keyboard shortcuts available for turret placement and upgrades.
Yes, it isn't a pure roguelike; I think "tower defense" is the most accurate genre description. It would be more precise to say that it incorporates "roguelike" and "incremental" elements.