Abstract: A method for increasing the number of analyte/assay combinations in a single chip or cartridge of an in vitro diagnostic system may include: prioritizing a set of analyte/assay combinations based on characteristics of each analyte in the set of analyte/assay combinations, wherein the characteristics comprise one selected from the group consisting of a prevalence of each analyte, a clinical relevance of each analyte, a clinical actionability of each analyte, a patient benefit, a cost savings, and any combination thereof; deriving an analyte/analyte interactivity for two or more analytes in the set of analyte/assay combinations; designing a plurality of candidate panel layouts based on panel layout rules, the prioritization of the set of analyte/assay combinations, and the analyte/analyte interactivity, wherein the panel layout comprises one or more chips each comprising a chamber with two or more analytes; and validating the plurality of candidate panel layouts to produce panel layout solutions.