Erdős [Er73b] has shown that a positive density set of integers cannot be written as $\sigma(n)-n$.
This is true, as shown by Browkin and Schinzel [BrSc95], who show that any integer of the shape $2^{k}\cdot 509203$ is not of this form. It seems to be open whether there is a positive density set of integers not of this form.