1. A bioinformatics method for generating a compilation containing combinations of pangenetic and non-pangenetic attributes that co-associate with a query attribute associated with an individual, comprising: a) receiving a query attribute; b) accessing attribute profiles of query-attribute-positive individuals and attribute profiles of query-attribute-negative individuals, wherein the attribute profiles comprise pangenetic attributes and non-pangenetic attributes; c) determining a set of candidate attributes comprising attributes from the attribute profile of one query-attribute-positive individual that do not occur in the attribute profiles of a portion of the query-attribute-negative individuals; d) determining the frequencies of occurrence of combinations of candidate attributes in the attribute profiles of the query-attribute-positive individuals and in the attribute profiles of the query-attribute-negative individuals, wherein each of the combinations of candidate attributes contains at least one pangenetic attribute and at least one non-pangenetic attribute selected from the set of candidate attributes; and e) storing the combinations of candidate attributes having higher frequencies of occurrence in the attribute profiles of the query-attribute-positive individuals than in the attribute profiles of the query-attribute-negative individuals to generate a compilation of attribute combinations that co-associate with the query attribute.