Computer based systems, methods, software and databases are presented in
which correlations between web items and pangenetic (genetic and
epigenetic) attributes of individuals are determined and stored to
generate a pangenetic based item feedback matrix. The pangenetic item
feedback matrix can be used in computer based systems for web search,
online recommendation of web items, web item satisfaction prediction, and
online user behavior prediction to provide personalized results based on
a user's pangenetic makeup. Data masking can be used to maintain privacy
of sensitive portions of the pangenetic data.