Sabia was the daughter of Italian immigrants. She attended Tufts College and in 1933, was one of two women who graduated from Tufts Medical School. She served an internship at New England Hospital for Women and Children from 1933-1935. As a general practitioner and obstetrician, she delivered thousands of East Boston babies.