Dear fan0221,
One of the main reason is the potential shift due to applied bias voltage.
However, there is another factor to get MPSH spectrum changed, which is non-equilibrium density matrix.
In your case from Vb = 0V to Vb = 1V, HOMO and LUMO shift are almost the same because only the potential shift seem to affect the spectrum shift.
But above Vb = 1V, the electric structure gets drastically changed because LUMO is included in non-equilibrium density matrix,
so that the spectrum shift get more complex.
It is the general suggestion, so the detailed analysis for your specific system is needed to understand more precisely why the spectrum get such a change under finite bias.
I'd be happy if my advice can help you.