We study the non-extensive Tsallis statistics and its applications to QCD high energy physics, analyze possible connections of this with a fractal structure hadrons. Then, we describe how scaling properties Yang-Mills theories allow appearance self-similar structures in gauge fields, which actually behave as fractals. The entropic index, q, is deduced terms field theory parameters, resulting go...