A method, software, database and system for determining modifiable lifestyle attributes which when altered, can increase the longevity of an individual is presented. Based on an individual's pangenetic (genetic and epigenetic) attributes and by comparison with databases of attributes and longevity data, specific modifiable attributes which increase longevity, based on the individual's specific pangenetic makeup, can be identified.