This paper proposes a method to deal with linkage analysis under the existence of association between a disease and a marker locus. We specially consider the disease as a quantitative trait. At first, we propose a so-called "a minimum sum of square errors approach" to classify individuals in a family genetically, then use the classification results to detect linkage with association by the developed method.