I think you have to think about how those people died. Heat exhaustion? An underlying heart condition? I don't think they died of not having enough nutrients, or not eating soon enough before running.
http://articles.chicagotribune.com/2011-06-04/news/ct-met-ha...
I'm just saying the whole "Push through the pain" adage is dangerous.