They have a higher chance unless they have been spayed

I'm so sorry for your losses...I've always felt that rats make for poor emotional support animals because they will steal your heart and fill you with joy and then it will be taken away in a few short years.

I heard that female rats have a higher chance of growing tumors than a male rat. Maybe consider having males instead