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Abstract
Long non-coding RNAs (lncRNAs) are involved in breast cancer pathogenesis through chromatin remodeling, transcriptional and post-transcriptional gene regulation. We report robust associations between lncRNA expression and breast cancer clinicopathological features in two population-based cohorts: SCAN-B and TCGA. Using co-expression analysis of lncRNAs with protein coding genes, we discovered three distinct clusters of lncRNAs. In silico cell type deconvolution coupled with single-cell RNA-seq analyses revealed that these three clusters were driven by cell type specific expression of lncRNAs. In one cluster lncRNAs were expressed by cancer cells and were mostly associated with the estrogen signaling pathways. In the two other clusters, lncRNAs were expressed either by immune cells or fibroblasts of the tumor microenvironment. To further investigate the cis-regulatory regions driving lncRNA expression in breast cancer, we identified subtype-specific transcription factor (TF) occupancy at lncRNA promoters. We also integrated lncRNA expression with DNA methylation data to identify long-range regulatory regions for lncRNA which were validated using ChiA-Pet-Pol2 loops. lncRNAs play an important role in shaping the gene regulatory landscape in breast cancer. We provide a detailed subtype and cell type-specific expression of lncRNA, which improves the understanding of underlying transcriptional regulation in breast cancer.
Long non-coding RNAs (lncRNAs) have been shown to be involved in breast cancer pathogenesis through regulation of multiple steps of gene expression. lncRNA expression patterns are also associated with breast cancer clinicopathological features in large population-based cohorts.
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1 Oslo University Hospital, Department of Medical Genetics, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
2 Lund University, Medicon Village, Division of Oncology, Department of Clinical Sciences Lund, Lund, Sweden (GRID:grid.4514.4) (ISNI:0000 0001 0930 2361)
3 Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Memorial University of Newfoundland, Department of Ocean Sciences, St. John’s, Canada (GRID:grid.25055.37) (ISNI:0000 0000 9130 6822)
4 Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
5 Laboratory for Epigenetics and Environment, Centre National de Recherche en Génomique Humaine, CEA – Institut de Biologie Francois Jacob, University Paris Saclay, Evry, France (GRID:grid.418135.a) (ISNI:0000 0004 0641 3404)
6 Norwegian University of Science and Technology (NTNU), Department of Circulation and Medical Imaging, Faculty of Medicine and Health Sciences, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
7 Oslo University Hospital, Department of Pathology, Division of Diagnostics and Intervention, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
8 Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)
9 Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); Oslo University Hospital, Department of Oncology, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
10 Østfold Hospital, Department of Surgery, Fredrikstad, Norway (GRID:grid.412938.5) (ISNI:0000 0004 0627 3923)
11 University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); Akershus University Hospital, Department of Oncology, Lørenskog, Norway (GRID:grid.411279.8) (ISNI:0000 0000 9637 455X)
12 Cancer Registry of Norway, Oslo, Norway (GRID:grid.418941.1) (ISNI:0000 0001 0727 140X); UiT – The Artic University of Norway, Department of Health and Care Sciences, Tromsø, Norway (GRID:grid.10919.30) (ISNI:0000000122595234)
13 University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); Oslo University Hospital, Department of Breast- and Endocrine Surgery, Division of Surgery, Cancer and Transplantation, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
14 University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); University of Oslo, Centre for Cancer Biomedicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); University of Oslo, Department of Computer Science, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)
15 Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); University of Tromsø, Department of Pharmacy, Faculty of Health Sciences, Tromsø, Norway (GRID:grid.10919.30) (ISNI:0000000122595234)
16 University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); Oslo University Hospital, Department of Oncology, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
17 Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Oslo University Hospital, Department of Pathology, Division of Diagnostics and Intervention, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)
18 University of Oslo, Institute for Clinical Medicine, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921); Akershus University Hospital, Department of Pathology, Lørenskog, Norway (GRID:grid.411279.8) (ISNI:0000 0000 9637 455X)
19 Vestre Viken Hospital Trust, Breast and Endocrine Surgery, Department of Breast and Endocrine Surgery, Drammen, Norway (GRID:grid.459157.b) (ISNI:0000 0004 0389 7802)
20 Oslo University Hospital, Department of Breast- and Endocrine Surgery, Division of Surgery, Cancer and Transplantation, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
21 Oslo University Hospital Radiumhospitalet, Department of Cancer Genetics, Institute for Cancer Research, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485)
22 Oslo University Hospital, Department of Medical Genetics, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Centre for Molecular Medicine Norway (NCMM), Nordic EMBL Partnership, University of Oslo, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)
23 Rutgers University, Department of Physics and Astronomy, Piscataway, USA (GRID:grid.430387.b) (ISNI:0000 0004 1936 8796); Rutgers Cancer Institute of New Jersey, New Brunswick, USA (GRID:grid.430387.b) (ISNI:0000 0004 1936 8796)
24 Rutgers Cancer Institute of New Jersey, New Brunswick, USA (GRID:grid.430387.b) (ISNI:0000 0004 1936 8796)
25 Oslo University Hospital, Department of Medical Genetics, Oslo, Norway (GRID:grid.55325.34) (ISNI:0000 0004 0389 8485); Institute of Clinical Medicine, University of Oslo, Oslo, Norway (GRID:grid.5510.1) (ISNI:0000 0004 1936 8921)