If you really want to fix them, then doing what @bgoodri suggests will work.
I'm guessing you probably have some estimates of these
beta from previous data, so that there's some residual uncertainty. You could then use that uncertainty to put priors on these
beta in the new model. Of you can just take all the data and combine it to run a bigger model.