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Abstract
Cancer-associated adipocytes are known to cause inflammation; however, the role of adipogenesis, the formation of adipocytes, in breast cancer is unclear. We hypothesized that intra-tumoral adipogenesis reflects a different cancer biology than abundance of intra-tumoral adipocytes. The Molecular Signatures Database Hallmark adipogenesis gene set of gene set variant analysis was used to quantify adipogenesis. Total of 5,098 breast cancer patients in multiple cohorts (training; GSE96058 (n = 3273), validation; TCGA (n = 1069), treatment response; GSE25066 (n = 508) and GSE20194 (n = 248)) were analyzed. Adipogenesis did not correlate with abundance of adipocytes. Adipogenesis was significantly lower in triple negative breast cancer (TNBC). Elevated adipogenesis was significantly associated with worse survival in TNBC, but not in the other subtypes. High adipogenesis TNBC was significantly associated with low homologous recombination deficiency, but not with mutation load. High adipogenesis TNBC enriched metabolism-related gene sets, but neither of cell proliferation- nor inflammation-related gene sets, which were enriched to adipocytes. High adipogenesis TNBC was infiltrated with low CD8+ T cells and high M2 macrophages. Although adipogenesis was not associated with neoadjuvant chemotherapy response, high adipogenesis TNBC was significantly associated with low expression of PD-L1 and PD-L2 genes, and immune checkpoint molecules index. In conclusion, adipogenesis in TNBC was associated with cancer metabolism and unfavorable tumor immune microenvironment, which is different from abundance of adipocytes.
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1 Roswell Park Comprehensive Cancer Center, Department of Surgical Oncology, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635); Yokohama City University Graduate School of Medicine, Department of Gastroenterological Surgery, Yokohama, Japan (GRID:grid.268441.d) (ISNI:0000 0001 1033 6139)
2 Roswell Park Comprehensive Cancer Center, Department of Surgical Oncology, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635); Gifu University, Department of Surgical Oncology, Graduate School of Medicine, Gifu, Japan (GRID:grid.256342.4) (ISNI:0000 0004 0370 4927)
3 Roswell Park Comprehensive Cancer Center, Department of Surgical Oncology, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635)
4 Roswell Park Comprehensive Cancer Center, Department of Surgical Oncology, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635); State University of New York, Department of Surgery, Jacobs School of Medicine and Biomedical Sciences, Buffalo, USA (GRID:grid.273335.3) (ISNI:0000 0004 1936 9887)
5 Roswell Park Comprehensive Cancer Center, Department of Biostatistics & Bioinformatics, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635)
6 Yokohama City University Graduate School of Medicine, Department of Gastroenterological Surgery, Yokohama, Japan (GRID:grid.268441.d) (ISNI:0000 0001 1033 6139)
7 Roswell Park Comprehensive Cancer Center, Department of Surgical Oncology, Buffalo, USA (GRID:grid.240614.5) (ISNI:0000 0001 2181 8635); Yokohama City University Graduate School of Medicine, Department of Gastroenterological Surgery, Yokohama, Japan (GRID:grid.268441.d) (ISNI:0000 0001 1033 6139); Niigata University Graduate School of Medical and Dental Sciences, Division of Digestive and General Surgery, Niigata, Japan (GRID:grid.260975.f) (ISNI:0000 0001 0671 5144); Fukushima Medical University School of Medicine, Department of Breast Surgery, Fukushima, Japan (GRID:grid.411582.b) (ISNI:0000 0001 1017 9540); Tokyo Medical University, Department of Breast Surgery and Oncology, Tokyo, Japan (GRID:grid.410793.8) (ISNI:0000 0001 0663 3325); State University of New York, Department of Surgery, Jacobs School of Medicine and Biomedical Sciences, Buffalo, USA (GRID:grid.273335.3) (ISNI:0000 0004 1936 9887)