The present invention provides a method for detecting and differentiating disease states with high sensitivity and specificity. The method allows for a determination of whether a cell-based sample contains abnormal cells and, for certain diseases, is capable of determining the histologic type of disease present. The method detects changes in the level and pattern of expression of the molecular markers in the cell-based sample. Panel selection and validation procedures are also provided.