Per Base Sequence Content in fastqc
The positions you see in the x-axis of this plot are positions on your reads, not on the reference genome. Since each read comes from a random position on the genome, the frequency of A/T/C/G on each base position should reflect the base composition of the entire genome. Therefore, the percentage of each base should be approximately constant across the read.

Hope that helps!