I see that the database is readed also (the orange) and this is seams that one of all pages have delay the rest of pages because of the lock that session make on the pages.
you can read also :
Replacing ASP.Net's session entirely
My suggestion is totally remove the session calls and if this is not possible, find an other way to save them somewhere in database by your self.
Actually in my pages I have made all three possible options. 1. I call the page with out session. 2 I have made totally custom session that are values connected to the user cookie, and last 3. I have made threads that are run away from the session and they make calculations on background, when they finish I show the results.
In some cases the calculations are done on iframe that call a page without session and there later I show the results.
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