Not By Chance were an American Acoustic band, formed in Stafford, Virginia in 1996, after David M. Bailey was diagnosed with a Glioblastoma brain tumor and given six months to live. For the next two years they would play primarily Christian music, with Bailey's experience as a cancer survivor strongly influencing their lyrics and message.