Before revision: From a purely predictive standpoint, rotating the predictors' matrix in a low-dimensional linear regression setup  does not alter predictions.
After revision: From a purely predictive standpoint, rotating the predictors' matrix in a low-dimensional linear regression setup , considering linear transformations/combinations of predictors does not alter predictions.