Did it a couple of years ago. Plagued by shin splints and knee pain and eventually had to quit, but I did make it to 5k. I took up cycling instead and got hooked, and sort of accepted that I couldn't run.
But I keep having urges to run. I miss it so badly - I've never felt that way about sport or exercise but running really gave me endorphins I so badly need. I feel close to tears when I remember how I felt afterwards, or even during a good run, such a feeling of freedom. I know this sounds ridiculous!
I'm very overweight which probably means the shin pain will come back quickly. But I think I might throw dinner together then leave the DC reading with DH and go for a run. I might.