Depriving your body of fuel will more than likely raise your potential for injury. And it will also negatively effect your overall training. You want to keep your body healthy - that's the main aspect of training. And you do this by fueling your body during long, rigorous segments of training, such as a long run in preparation for a marathon.
I have run 2:13 marathon. Here's is what I did:
Right before I took a Power Gel w/ 2x caffeine. I always had fluids with me, even while warming up. You want your body to feel full. You want to be sluggish the first 6-10 miles. You will need that fuel at 30k, I promise.
At the 5k mark, I took 2 (yes, 2) Power Gels, both with 2x caffeine, and approximately 4 ounces of accerlade. I was full.
At 10k mark, I took another 4 ounces of accerlade. But at that point, I didn't want any more liquids or gels. Yes, I was a little sluggish, but not so much that it affected my pace - just how I felt.
At 15k mark, I missed the fuel station (not my fault), but I was okay because of my previous stations.
At 20k mark, my fluids switched to de-fizzled coke. It is light on your system, and the caffeine boost is important - it also goes down easily. The sugar helps as well.
At 25k mark, I missed. (again, not my fault)
At 30k mark, 4 ounces of coke. (the beverage)
At 35k mark, nothing. (this was a mistake - this was my fault. I ignored the fuel, and by the 40k mark, I was a bit dehydrated)
At 40k mark, I was dizzy, but able to maintain a reasonable pace.
In retrospect, I should have fueled up at 30k with 2 Power Gels. You tend to lose fuel very quickly in the later stages of the marathon.
My general advice - it is better to OVER FUEL than under fuel. Have a large breakfast - pasta, oatmeal, whatever your comfortable with, but make sure you eat quite a lot. And contrary to what runninggart guy said, you need to fuel in the BEGINNING stages of the marathon, not the middle.