If you mean gene expression (amount of mRNA produced), the answer is no. If you mean gene expression (amount of protein produced), the 5'UTR length, melting temperature, and sequence elements all affect protein levels. In general there is an inverse relationship between 5'UTR complexity/melting temperature and translation. Here's a paper: http://www.ncbi.nlm.nih.gov/pubmed/16540693
150bp seems quite normal. This other paper has a nice plot of deltaG for all 5'UTRs, so if you want to calculate your 5'UTRs deltaG with mFold you can understand a bit more stong the secondary structure it is: http://www.pnas.org/content/suppl/2009/12/11/0909773106.DCSupplemental/0909773106SI.pdf
There's so many possibilities for winning/losing here (see the above answers), I think yer' just gonna' have ta' give it a go, /pray, and see what happens. OTOH, if "failure is not an option", bite the bullet and go ahead and delete the 150bp.
My best guess is, if this region determines the nucleosomal landscape of the promoter there can be a competition between nucleosome and the TF, if this region is altered thereby influencing gene expression. The above answers are all valid, I agree with jean delete it ..