Purpose: To elucidate the molecular mechanisms contributing to the unique clinicopathologic characteristics of mucinous ovarian carcinoma, global gene expression profiling of mucinous ovarian tumors was carried out. Experimental Design: Gene expression profiling was completed for 25 microdissected mucinous tumors [6 cystadenomas, 10 low malignant potential (LMP) tumors, and 9 adenocarcinomas] using Affymetrix U133 Plus 2.0 oligonucleotide microarrays. Hierarchical clustering and binary tree prediction analysis were used to determine the relationships among mucinous specimens and a series of previously profiled microdissected serous tumors and normal ovarian surface epithelium. PathwayAssist software was used to identify putative signaling pathways involved in the development of mucinous LMP tumors and adenocarcinomas. Results: Comparison of the gene profiles between mucinous tumors and normal ovarian epithelial cells identified 1,599, 2,916, and 1,765 differentially expressed in genes in the cystadenomas, LMP tumors, and adenocarcinomas, respectively. Hierarchical clustering showed that mucinous and serous LMP tumors are distinct. In addition, there was a close association of mucinous LMP tumors and adenocarcinomas with serous adenocarcinomas. Binary tree prediction revealed increased heterogeneity among mucinous tumors compared with their serous counterparts. Furthermore, the cystadenomas coexpressed a subset of genes that were differentially regulated in LMP and adenocarcinoma specimens compared with normal ovarian surface epithelium. PathwayAssist highlighted pathways with expression of genes involved in drug resistance in both LMP and adenocarcinoma samples. In addition, genes involved in cytoskeletal regulation were specifically up-regulated in the mucinous adenocarcinomas. Conclusions:These data provide a useful basis for understanding the molecular events leading to the development and progression of mucinous ovarian cancer.Epithelial ovarian cancer is the fourth leading cause of cancer deaths in women in the United States (1). An estimated 22,220 new cases of this malignancy will be diagnosed, and f16,210 deaths attributed to this disease in the United States during 2005 (1). This high case fatality rate is due in part to the fact that the majority of patients (75%) are diagnosed after extraovarian spread of the disease has occurred. The 5-year survival rate for women with the late-stage disease is 25% compared with a rate of >90% for women with early-stage (2, 3).The histologic classification of ovarian carcinomas is based on morphologic criteria and corresponds to the different types of epithelia in the female reproductive system, including papillary serous, mucinous, endometrioid, clear cell, and Brenner (transitional; ref. 4). Each class has been further subclassified into benign, malignant, and borderline or low malignant potential (LMP) to reflect their histopathology. Mucinous ovarian tumors account for 12% to 15% of all ovarian neoplasms. The majority of mucinous ovarian tumors are beni...