MUC1 and ovarian cancer: Also, in a study by Pinheiro et al., measuring antibodies to unglycosylated MUC1 by ELISA in sera collected in the Nurses Health Studies, an association with age was noted in women with antibodies who went on to develop ovarian cancer [12].