Unsaturated fatty acid metabolism and FADS2 as candidate factors in triple-negative breast cancer
Triple-negative breast cancer (TNBC) is aggressive and lacks effective targeted therapies. Using estrogen receptor (ER)-negative breast cancer as a proxy for TNBC, we explored circulating metabolite associations and downstream candidate genes. A two-sample Mendelian randomization (MR) analysis used large-scale metabolome genome-wide association study data (~1,400 metabolites). Candidate metabolites underwent Kyoto Encyclopedia of Genes and Genomes enrichment. Computationally predicted targets were intersected with common differentially expressed genes from three Gene Expression Omnibus datasets and Weighted Gene Co-expression Network Analysis modules. Least absolute shrinkage and selection operator-Cox and random survival forest prioritized genes in the Cancer Genome Atlas–TNBC. Single-cell RNA-seq (GSE176078) explored heterogeneity and pathways. MR identified 38 candidate metabolites nominally associated with ER-negative breast cancer risk, enriched in unsaturated fatty acid and arachidonic acid metabolism. Integration yielded 39 candidate genes, and survival-based machine learning prioritized KRAS, MGST3, FADS2, UGT8, IDO1, and SRC. Single-cell analysis showed higher FADS2 in a presumed malignant epithelial subpopulation (log2FC = 2.53, false discovery rate < 0.05), associated with cholesterol biosynthesis, sterol metabolism, and cell-cycle programs. These exploratory findings nominate abnormal circulating unsaturated fatty acid metabolism and FADS2 as candidate factors in ER-negative/TNBC biology. FADS2 is a candidate biomarker and potential target requiring TNBC-specific genetic, patient-aware single-cell, prognostic, and experimental validation.
- Li Y, Zhang H, Merkher Y, et al. Recent advances in therapeutic strategies for triple-negative breast cancer. J Hematol Oncol. 2022;15(1):121. doi: 10.1186/s13045-022-01341-0
- Asleh K, Riaz N, Nielsen TO. Heterogeneity of triple negative breast cancer: current advances in subtyping and treatment implications. J Exp Clin Cancer Res. 2022;41(1):265. doi: 10.1186/s13046-022-02476-1
- Derakhshan F, Reis-Filho JS. Pathogenesis of triple-negative breast cancer. Annu Rev Pathol. 2022;17(1):181-204. doi: 10.1146/annurev-pathol-042420-093238
- Mao Y, Xia Z, Xia W, Jiang P. Metabolic reprogramming, sensing, and cancer therapy. Cell Rep. 2024;43(12):115064. doi: 10.1016/j.celrep.2024.115064
- Yan Y, Lin Y, Kumar T, et al. Ecotypes of triple-negative breast cancer in response to chemotherapy. Nature. 2026;654(8120):1088-1097. doi: 10.1038/s41586-026-10469-9
- Ference BA, Holmes MV, Smith GD. Using Mendelian randomization to improve the design of randomized trials. Cold Spring Harb Perspect Med. 2021;11(7):a040980. doi: 10.1101/cshperspect.a040980
- Li M, Yang Y, Xiong L, Jiang P, Wang J, Li C. Metabolism, metabolites, and macrophages in cancer. J Hematol Oncol. 2023;16(1):80. doi: 10.1186/s13045-023-01478-6
- de Visser KE, Joyce JA. The evolving tumor microenvironment: from cancer initiation to metastatic outgrowth. Cancer Cell. 2023;41(3):374-403. doi: 10.1016/j.ccell.2023.02.016
- Prakrithi P, Vo T, Xiong Z, et al. Unraveling lncRNA diversity at a single cell resolution and in a spatial context across different cancer types. Nat Methods. 2026;23(6):1236-1249. doi: 10.1038/s41592-026-03071-4
- Lorito N, Subbiani A, Smiriglia A, et al. FADS1/2 control lipid metabolism and ferroptosis susceptibility in triple-negative breast cancer. EMBO Mol Med. 2024;16(7):1533-1559. doi: 10.1038/s44321-024-00090-6
- Yu L, Liebenberg K, Shen Y, et al. Tumor-derived arachidonic acid reprograms neutrophils to promote immune suppression and therapy resistance in triple-negative breast cancer. Immunity. 2025;58(4):909-925.e7. doi: 10.1016/j.immuni.2025.03.002
- Currie E, Schulze A, Zechner R, Walther TC, Farese RV. Cellular fatty acid metabolism and cancer. Cell Metab. 2013;18(2):153-161. doi: 10.1016/j.cmet.2013.05.017
- Wang C, Hucik B, Sarr O, et al. Delta-6 desaturase (Fads2) deficiency alters triacylglycerol/fatty acid cycling in murine white adipose tissue. J Lipid Res. 2023;64(6):100376. doi: 10.1016/j.jlr.2023.100376
- MacLeod B, Wang C, Brown LH, et al. Fads2 knockout mice reveal that ALA prevention of hepatic steatosis is dependent on delta-6 desaturase activity. J Lipid Res. 2024;65(10):100642. doi: 10.1016/j.jlr.2024.100642
- Li YL, Tian H, Jiang J, Zhang Y, Qi XW. Multifaceted regulation and functions of fatty acid desaturase 2 in human cancers. Am J Cancer Res. 2020;10(12):4098-4111.
- Xuan Y, Wang H, Yung MM, et al. SCD1/FADS2 fatty acid desaturases equipoise lipid metabolic activity and redox-driven ferroptosis in ascites-derived ovarian cancer cells. Theranostics. 2022;12(7):3534-3552. doi: 10.7150/thno.70194
- Kothapalli KSD, Park HG, Kothapalli NSL, Brenna JT. FADS2 function at the major cancer hotspot 11q13 locus alters fatty acid metabolism in cancer. Prog Lipid Res. 2023;92:101242. doi: 10.1016/j.plipres.2023.101242
- Zhao T, Gao P, Li Y, et al. Investigating the role of FADS family members in breast cancer based on bioinformatic analysis and experimental validation. Front Immunol. 2023;14:1074242. doi: 10.3389/fimmu.2023.1074242
- Zhang X, Ren B, Liu B, et al. Single-cell RNA sequencing and spatial transcriptomics reveal the heterogeneity and intercellular communication of cancer-associated fibroblasts in gastric cancer. J Transl Med. 2025;23(1):344-357. doi: 10.1186/s12967-025-06376-8
- Dadsena S, Cuevas Arenas R, Vieira G, Brodesser S, Melo MN, García-Sáez AJ. Lipid unsaturation promotes BAX and BAK pore activity during apoptosis. Nat Commun. 2024;15(1):4700. doi: 10.1038/s41467-024-49067-6
- Young RSE, Bowman AP, Williams ED, et al. Apocryphal FADS2 activity promotes fatty acid diversification in cancer. Cell Rep. 2021;34(6):108738. doi: 10.1016/j.celrep.2021.108738
- Razavi P, Chang MT, Xu G, et al. The genomic landscape of endocrine-resistant advanced breast cancers. Cancer Cell. 2018;34(3):427-438.e6. doi: 10.1016/j.ccell.2018.08.008
- Dibra D, Xiong S, Moyer SM, et al. Mutant p53 protects triple-negative breast adenocarcinomas from ferroptosis in vivo. Sci Adv. 2024;10(7):eadk1835. doi: 10.1126/sciadv.adk1835
- Dzięgiel P, Owczarek T, Plazuk E, et al. Ceramide galactosyltransferase (UGT8) is a molecular marker of breast cancer malignancy and lung metastases. Br J Cancer. 2010;103(4):524-531. doi: 10.1038/sj.bjc.6605750
- Cao Q, Chen X, Wu X, et al. Inhibition of UGT8 suppresses basal-like breast cancer progression by attenuating sulfatide-αVβ5 axis. J Exp Med. 2018;215(6):1679-1692. doi: 10.1084/jem.20172048
- Ding S, Yang R, Meng J, et al. Prognostic and immune correlation of IDO1 promoter methylation in breast cancer. Sci Rep. 2024;14(1):27836. doi: 10.1038/s41598-024-79149-w
- Finn RS. Targeting src in breast cancer. Ann Oncol. 2008;19(8):1379-1386. doi: 10.1093/annonc/mdn291
- Luo J, Zou H, Guo Y, et al. SRC kinase-mediated signaling pathways and targeted therapies in breast cancer. Breast Cancer Res. 2022;24(1):99. doi: 10.1186/s13058-022-01596-y
- Jiang YZ, Ma D, Suo C, et al. Genomic and Transcriptomic Landscape of Triple-Negative Breast Cancers: Subtypes and Treatment Strategies. Cancer Cell. 2019;35(3):428-440.e5. doi: 10.1016/j.ccell.2019.02.001
- Xiao Y, Ma D, Yang YS, et al. Comprehensive metabolomics expands precision medicine for triple-negative breast cancer. Cell Res. 2022;32(5):477-490. doi: 10.1038/s41422-022-00614-0
- Vtorushin S, Dulesova A, Krakhmal N. Luminal androgen receptor (LAR) subtype of triple-negative breast cancer: molecular, morphological, and clinical features. J Zhejiang Univ Sci B. 2022;23(8):617-624. doi: 10.1631/jzus.B2200113
- Elia I, Haigis MC. Metabolites and the tumour microenvironment: from cellular mechanisms to systemic metabolism. Nat Metab. 2021;3(1):21-32. doi: 10.1038/s42255-020-00317-z
- Koundouros N, Poulogiannis G. Reprogramming of fatty acid metabolism in cancer. Br J Cancer. 2020;122(1):4-22. doi: 10.1038/s41416-019-0650-z
- Miller WL, Auchus RJ. The molecular biology, biochemistry, and physiology of human steroidogenesis and its disorders. Endocr Rev. 2011;32(1):81-151. doi: 10.1210/er.2010-0013
- Tanio M, Miyamoto Y, Saka T, et al. Kobochromone A, a polyphenol in Carex kobomugi, suppresses androgen signaling induced by 11-oxygenated androgens and enhances the efficacy of AKT inhibitors in triple-negative breast cancer cells. Steroids. 2025;223:109692. doi: 10.1016/j.steroids.2025.109692
- Li S, Lee W, Heo W, et al. AKR1C2 Promotes Metastasis and Regulates the Molecular Features of Luminal Androgen Receptor Subtype in Triple Negative Breast Cancer Cells. J Breast Cancer. 2023;26(1):60-76. doi: 10.4048/jbc.2023.26.e1
- Palmer CP, Mahen R, Schnell E, Djamgoz MBA, Aydar E. Sigma-1 receptors bind cholesterol and remodel lipid rafts in breast cancer cell lines. Cancer Res. 2007;67(23):11166-11175. doi: 10.1158/0008-5472.CAN-07-1771
- Lim SA, Wei J, Nguyen TLM, et al. Lipid signalling enforces functional specialization of Treg cells in tumours. Nature. 2021;591(7849):306-311. doi: 10.1038/s41586-021-03235-6
- Hu P, Zhou P, Sun T, Liu D, Yin J, Liu L. Therapeutic protein PAK restrains the progression of triple negative breast cancer through degrading SREBP-1 mRNA. Breast Cancer Res. 2023;25(1):151. doi: 10.1186/s13058-023-01749-7
- Liang D, Minikes AM, Jiang X. Ferroptosis at the intersection of lipid metabolism and cellular signaling. Mol Cell. 2022;82(12):2215-2227. doi: 10.1016/j.molcel.2022.03.022
- Matuszczak M, Kiljańczyk A, Marciniak W, et al. Zinc and its antioxidant properties: The potential use of blood zinc levels as a marker of cancer risk in BRCA1 mutation carriers. Antioxidants. 2024;13(5):609. doi: 10.3390/antiox13050609
