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Abstract
Variants identified in earlier genome-wide association studies (GWAS) on differentiated thyroid carcinoma (DTC) explain about 10% of the overall estimated genetic contribution and could not provide complete insights into biological mechanisms involved in DTC susceptibility. Integrating systems biology information from model organisms, genome-wide expression data from tumor and matched normal tissue and GWAS data could help identifying DTC-associated genes, and pathways or functional networks in which they are involved. We performed data mining of GWAS data of the EPITHYR consortium (1551 cases and 1957 controls) using various pathways and protein–protein interaction (PPI) annotation databases and gene expression data from The Cancer Genome Atlas. We identified eight DTC-associated genes at known loci 2q35 (DIRC3), 8p12 (NRG1), 9q22 (FOXE1, TRMO, HEMGN, ANP32B, NANS) and 14q13 (MBIP). Using the EW_dmGWAS approach we found that gene networks related to glycogenolysis, glycogen metabolism, insulin metabolism and signal transduction pathways associated with muscle contraction were overrepresented with association signals (false discovery rate adjusted p-value < 0.05). Additionally, suggestive association of 21 KEGG and 75 REACTOME pathways with DTC indicate a link between DTC susceptibility and functions related to metabolism of cholesterol, amino sugar and nucleotide sugar metabolism, steroid biosynthesis, and downregulation of ERBB2 signaling pathways. Together, our results provide novel insights into biological mechanisms contributing to DTC risk.
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1 PSL University, Mines ParisTech, Inserm, U900, Institut Curie, Paris, France (GRID:grid.58140.38) (ISNI:0000 0001 2097 6957)
2 Université Paris-Saclay, UVSQ, Gustave Roussy, Inserm, CESP, Villejuif, France (GRID:grid.14925.3b) (ISNI:0000 0001 2284 9388)
3 PSL University, Mines ParisTech, Inserm, U900, Institut Curie, Paris, France (GRID:grid.58140.38) (ISNI:0000 0001 2097 6957); Université Paris-Saclay, UVSQ, Gustave Roussy, Inserm, CESP, Villejuif, France (GRID:grid.14925.3b) (ISNI:0000 0001 2284 9388)
4 Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, Evry, France (GRID:grid.418135.a) (ISNI:0000 0004 0641 3404)
5 Centre Hospitalier Territorial de Polynésie Française, CHTPF, Papeete, French Polynesia (GRID:grid.14925.3b)
6 Instituto Nacional de Oncologia y de Radiobiologia, INOR, La Havana, Cuba (GRID:grid.14925.3b)
7 Université Paris-Saclay, UVSQ, Gustave Roussy, Inserm, CESP, Villejuif, France (GRID:grid.14925.3b) (ISNI:0000 0001 2284 9388); University of Lorraine, INSERM CIC 1433, Nancy CHRU, Inserm U1116, FCRIN, INI-CRCT, Nancy, France (GRID:grid.29172.3f) (ISNI:0000 0001 2194 6418)
8 Sorbonne Université, USPC, Université Paris Descartes, Université Paris Diderot, EPIGENETEC, Centre de Recherche des Cordeliers, INSERM, Paris, France (GRID:grid.417925.c)
9 Registre Général des Tumeurs du Calvados, Centre François Baclesse, Caen, France (GRID:grid.476192.f); Inserm U1086-UCNB, Cancers and Prevention, Caen, France (GRID:grid.7429.8) (ISNI:0000000121866389)
10 Institut Jean Godinot, Registre des Cancers Thyroïdiens, Reims, France (GRID:grid.418448.5) (ISNI:0000 0001 0131 9695)
11 International Agency for Research on Cancer, Environment and Radiation Section, Lyon, France (GRID:grid.17703.32) (ISNI:0000000405980095)