Cannot get to Upgrade Now screen - Upgrade from 4.4.3 to 4.5.1 - Wordpress
When I last did this, I went to  4.4.latest and then jumped to 4.6.15

I was able to bypass the 4.5 upgrade, the 4.6.x upgrade has all the db update scripts so you will not miss anything.