Abstract: A bioinformatics method, software, database and system for genetic attribute analysis are presented in which non-identical sets of genetic attributes comprising nucleotide sequences are compared to determine whether proteins encoded by those nucleotide sequences are functionally equivalent and, therefore, whether genetic information contained in the sets of genetic attributes can be considered equivalent. Sets of genetic attributes are determined to be equivalent based on whether they are able to satisfy one or more predetermined equivalence rules for comparing non-identical protein-encoding nucleotide sequences. A determination of equivalence between sets of genetic attributes can enable the compression of thousands of individual DNA nucleotide attributes into a single categorical attribute, as well as enable determinations of co-association of attributes, predisposition prediction and predisposition modification of individuals.

Abstract: A method, software, database and system for diagnosing various phenotypes including illnesses, conditions, physical traits and features, and characteristics such as strengths and weaknesses of an individual are presented in which an attribute profile containing genetic and non-genetic attributes associated with an individual can be compared against a database containing combinations of genetic and non-genetic attributes that are statistically associated with the phenotypes in order to determine the potential that the individual currently possesses or will eventually develop one or more of the phenotypes.

Abstract: A bioinformatics method, software, database and system are presented in which combinations of bioattributes comprising pangenetic and non-pangenetic attributes that co-associate with a query attribute (i.e., an attribute of interest) are identified from a database containing attribute combinations and corresponding frequencies of occurrence of each of the attribute combinations for a group of query-attribute-positive individuals and for a group of query-attribute-negative individuals.