Thanks laserjobs. I had been using W3 cache while on the older PHP for several months and then when I upgraded PHP switched to Super Cache. My results actually improved slightly on Gtmetrix, Pingdom Tools, and Google Pagespeed.
I am wondering if it is worth the trouble to downgrade to PHP 5.3 to use W3 again unless I could really get a speed benefit.