Abstract
During the last ten years, many research results have been referring to a particular type of cancer-associated fibroblasts associated with poor prognosis, invasiveness, metastasis and resistance to therapy in multiple cancer types, characterized by a gene expression signature with prominent presence of genes COL11A1, THBS2 and INHBA. Identifying the underlying biological mechanisms responsible for their creation may facilitate the discovery of targets for potential pan-cancer therapeutics. Using a novel computational approach for single-cell gene expression data analysis identifying the dominant cell populations in a sequence of samples from patients at various stages, we conclude that these fibroblasts are produced by a pan-cancer cellular transition originating from a particular type of adipose-derived stromal cells naturally present in the stromal vascular fraction of normal adipose tissue, having a characteristic gene expression signature. Focusing on a rich pancreatic cancer dataset, we provide a detailed description of the continuous modification of the gene expression profiles of cells as they transition from APOD-expressing adipose-derived stromal cells to COL11A1-expressing cancer-associated fibroblasts, identifying the key genes that participate in this transition. These results also provide an explanation to the well-known fact that the adipose microenvironment contributes to cancer progression.
Publication types
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Research Support, Non-U.S. Gov't
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Validation Study
MeSH terms
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Adipose Tissue / metabolism
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Adipose Tissue / pathology
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Biomarkers, Tumor / genetics*
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Breast Neoplasms / genetics
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Breast Neoplasms / pathology
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Cancer-Associated Fibroblasts / metabolism*
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Cancer-Associated Fibroblasts / pathology
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Carcinoma, Pancreatic Ductal / genetics
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Carcinoma, Pancreatic Ductal / pathology
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Collagen Type XI / genetics*
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Computational Biology
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Databases, Factual
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Databases, Genetic
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Disease Progression
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Female
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Gene Expression Regulation, Neoplastic
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Head and Neck Neoplasms / genetics
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Head and Neck Neoplasms / pathology
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Humans
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Lung Neoplasms / genetics
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Lung Neoplasms / pathology
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Mesenchymal Stem Cells / metabolism
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Mesenchymal Stem Cells / pathology
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Neoplasm Invasiveness / genetics*
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Neoplasm Invasiveness / pathology
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Neoplasm Invasiveness / prevention & control
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Ovarian Neoplasms / genetics
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Ovarian Neoplasms / pathology
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Pancreatic Neoplasms / genetics
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Pancreatic Neoplasms / pathology
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Single-Cell Analysis
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Stromal Cells / metabolism
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Stromal Cells / pathology
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Transcriptome
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Tumor Microenvironment / genetics
Substances
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Biomarkers, Tumor
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COL11A1 protein, human
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Collagen Type XI
Grants and funding
This work was funded by Columbia University’s unrestricted-purpose allocation of inventor’s (D.A.) research of royalties resulting from intellectual property totally unrelated to the work described in this paper. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.