1. A computer program storage device readable by a machine and containing a set of instructions which, when read by the machine, causes execution of a bioinformatics method for generating a compilation containing combinations of pangenetic and non-pangenetic attributes that co-associate with a condition query which describes a condition associated with an individual, comprising: a) receiving the condition query which identifies, within a computer memory, a set of attribute profiles associated with a set of individuals having the condition and a set of attribute profiles associated with individuals not having the condition, wherein the attribute profiles comprise pangenetic attributes and non-pangenetic attributes; b) accessing the set of attribute profiles of individuals having the condition and the set of attribute profiles of individuals not having the condition; c) determining a set of candidate attributes potentially having an association with the condition, the set of candidate attributes potentially having an association with the condition comprising pangenetic and non-pangenetic attributes from the attribute profile of one individual having the condition, those candidate attributes not occurring in the attribute profiles of at least a portion of the set of attribute profiles of pangenetic and non-pangenetic attributes of individuals not having the condition; d) determining the frequencies of occurrence of combinations of candidate attributes in at least a portion of the set of attribute profiles of individuals having the condition and in the portion of the set of attribute profiles of individuals not having the condition, wherein each of the combinations of candidate attributes contains at least one pangenetic attribute and at least one non-pangenetic attribute from the set of candidate attributes; e) storing, within a computer memory, the combinations of candidate attributes having higher frequencies of occurrence in the portion of the set of attribute profiles of the individuals having the condition than in the portion of the set of attribute profiles of the individuals not having the condition to generate a compilation of attribute combinations that are associated with the condition; f) storing, in the compilation, corresponding statistical results that are computed based on the frequencies of occurrence to indicate the strength of association of each of the attribute combinations in the compilation with the condition. g) repeating steps (c)-(f) for a plurality of individuals having the condition; and h) forming, based on the overall frequencies of occurrence of attribute combinations in the compilation as derived from the attributes of the plurality of individuals having the condition, a set of co-associated attributes containing pangenetic and non-pangenetic attributes which co-associate with the condition; and i) storing the set of co-associated attributes containing pangenetic and non-pangenetic attributes which co-associate with the condition.