I had a similar problem. I started doing strength work, particarly targeting my Quads and Hamstrings. The problem went away. There is no substitute for strong Quads; Hamstrings, Glutes, Abs, Calves and Shoulders for a runner!
Don't bulk up. Just light weights and high reps 2-3 times a week will do wonders.
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