From your description I think you are talking about the purlins. These are major structural elements and must not be moved or altered without first seeking the advice of a structural engineer.
This may sound like very cautious advice but purlins not only provide support to the rafters above them but very often they also support the floor joists as well.
Removing or altering the purlins can have serious consequences and should only be carried out by an experienced builder.
