Thomson and First Choice are part of same company now (TUI Group).
Anyway Britannia Airways a charter airline were rebranded as Thomsonfly in 2005. They were both owned by the TUI Group.
Thomas Cook Airlines started as JMC Airlines which came about through a merger of Caledonian Airways and Flying Colours both charter airlines.
In essence they buy charter airlines.