Our analysis suggests that rare variants may make a substantial contribution to the multifactorial inheritance of common chronic diseases and may often have penetrances large enough to justify preventative screening strategies (Box 1). Thus, even though individual rare variants may not contribute much to the overall inherited tendency of a disease, their discovery is likely to be much more rewarding than that of common variants in terms of practical applications, including understanding disease etiology.