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Kong J, Zheng J, Wu J, Wu S, Cai J, Diao X, Xie W, Chen X, Yu H, Huang L, Fang H, Fan X, Qin H, Li Y, Wu Z, Huang J, Lin T. Development of a radiomics model to diagnose pheochromocytoma preoperatively: a multicenter study with prospective validation. J Transl Med 2022; 20:31. [PMID: 35033104 PMCID: PMC8760711 DOI: 10.1186/s12967-022-03233-w] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 01/05/2022] [Indexed: 12/17/2022] Open
Abstract
Background Preoperative diagnosis of pheochromocytoma (PHEO) accurately impacts preoperative preparation and surgical outcome in PHEO patients. Highly reliable model to diagnose PHEO is lacking. We aimed to develop a magnetic resonance imaging (MRI)-based radiomic-clinical model to distinguish PHEO from adrenal lesions. Methods In total, 305 patients with 309 adrenal lesions were included and divided into different sets. The least absolute shrinkage and selection operator (LASSO) regression model was used for data dimension reduction, feature selection, and radiomics signature building. In addition, a nomogram incorporating the obtained radiomics signature and selected clinical predictors was developed by using multivariable logistic regression analysis. The performance of the radiomic-clinical model was assessed with respect to its discrimination, calibration, and clinical usefulness. Results Seven radiomics features were selected among the 1301 features obtained as they could differentiate PHEOs from other adrenal lesions in the training (area under the curve [AUC], 0.887), internal validation (AUC, 0.880), and external validation cohorts (AUC, 0.807). Predictors contained in the individualized prediction nomogram included the radiomics signature and symptom number (symptoms include headache, palpitation, and diaphoresis). The training set yielded an AUC of 0.893 for the nomogram, which was confirmed in the internal and external validation sets with AUCs of 0.906 and 0.844, respectively. Decision curve analyses indicated the nomogram was clinically useful. In addition, 25 patients with 25 lesions were recruited for prospective validation, which yielded an AUC of 0.917 for the nomogram. Conclusion We propose a radiomic-based nomogram incorporating clinically useful signatures as an easy-to-use, predictive and individualized tool for PHEO diagnosis. Supplementary Information The online version contains supplementary material available at 10.1186/s12967-022-03233-w.
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Affiliation(s)
- Jianqiu Kong
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Junjiong Zheng
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Jieying Wu
- Department of Urology, The Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510630, Guangdong, People's Republic of China
| | - Shaoxu Wu
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Jinhua Cai
- Department of Neurology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Xiayao Diao
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Weibin Xie
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Xiong Chen
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Hao Yu
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Lifang Huang
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Hongpeng Fang
- Department of Urology, The Third Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510630, Guangdong, People's Republic of China
| | - Xinxiang Fan
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Haide Qin
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China.,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China.,State Key Laboratory of Oncology in South China, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Yong Li
- Department of Radiology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, People's Republic of China
| | - Zhuo Wu
- Department of Radiology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, People's Republic of China
| | - Jian Huang
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China. .,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China. .,State Key Laboratory of Oncology in South China, Guangzhou, 510120, Guangdong, People's Republic of China.
| | - Tianxin Lin
- Department of Urology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yan Jiang West Road, Guangzhou, 510120, Guangdong, People's Republic of China. .,Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, Guangdong, People's Republic of China. .,State Key Laboratory of Oncology in South China, Guangzhou, 510120, Guangdong, People's Republic of China.
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12
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Nielsen HM, How-Kit A, Guerin C, Castinetti F, Vollan HKM, De Micco C, Daunay A, Taieb D, Van Loo P, Besse C, Kristensen VN, Hansen LL, Barlier A, Sebag F, Tost J. Copy number variations alter methylation and parallel IGF2 overexpression in adrenal tumors. Endocr Relat Cancer 2015; 22:953-67. [PMID: 26400872 PMCID: PMC4621769 DOI: 10.1530/erc-15-0086] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/22/2015] [Indexed: 12/14/2022]
Abstract
Overexpression of insulin growth factor 2 (IGF2) is a hallmark of adrenocortical carcinomas and pheochromocytomas. Previous studies investigating the IGF2/H19 locus have mainly focused on a single molecular level such as genomic alterations or altered DNA methylation levels and the causal changes underlying IGF2 overexpression are still not fully established. In the current study, we analyzed 62 tumors of the adrenal gland from patients with Conn's adenoma (CA, n=12), pheochromocytomas (PCC, n=10), adrenocortical benign tumors (ACBT, n=20), and adrenocortical carcinomas (ACC, n=20). Gene expression, somatic copy number variation of chr11p15.5, and DNA methylation status of three differential methylated regions of the IGF2/H19 locus including the H19 imprinting control region were integratively analyzed. IGF2 overexpression was found in 85% of the ACCs and 100% of the PCCs compared to 23% observed in CAs and ACBTs. Copy number aberrations of chr11p15.5 were abundant in both PCCs and ACCs but while PCCs retained a diploid state, ACCs were frequently tetraploid (7/19). Loss of either a single allele or loss of two alleles of the same parental origin in tetraploid samples resulted in a uniparental disomy-like genotype. These copy number changes correlated with hypermethylation of the H19 ICR suggesting that the lost alleles were the unmethylated maternal alleles. Our data provide conclusive evidence that loss of the maternal allele correlates with IGF2 overexpression in adrenal tumors and that hypermethylation of the H19 ICR is a consequence thereof.
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Affiliation(s)
- Helene Myrtue Nielsen
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty
| | - Alexandre How-Kit
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Carole Guerin
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Frederic Castinetti
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Hans Kristian Moen Vollan
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty
| | - Catherine De Micco
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Antoine Daunay
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - David Taieb
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Peter Van Loo
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty
| | - Celine Besse
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Vessela N Kristensen
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty
| | - Lise Lotte Hansen
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Anne Barlier
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Frederic Sebag
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
| | - Jörg Tost
- Laboratory for Functional GenomicsFondation Jean Dausset - Centre d'Etude du Polymorphisme Humain (CEPH), Paris, FranceInstitute of BiomedicineAarhus University, Aarhus, DenmarkEndocrine and Metabolic Surgery DepartmentAP-HM La Conception, Marseille, FranceDepartment of EndocrinologyAP-HM La Timone, Marseille, FranceDepartment of GeneticsInstitute for Cancer Research, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, NorwayDivision of SurgeryTransplantation and Cancer Medicine, Department of Oncology, Oslo University Hospital, Oslo, NorwayThe K G Jebsen Center for Breast Cancer ResearchInstitute for Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, NorwayPathology DepartmentAP-HM La Timone, Marseille, FranceNuclear Endocrine Imaging and Treatment DepartmentAP-HM La Timone, Marseille, FranceCancer Research UKLondon Research Institute, London, UKDepartment of Human GeneticsUniversity of Leuven, Leuven, BelgiumGenotyping FacilitiesCentre National de Génotypage, CEA-Institut de Génomique, Evry, FranceDepartment of Clinical Molecular Biology (EpiGen)University of Oslo, Ahus, Lokerod, NorwayLaboratory of Molecular BiologyAP-HM La Conception and CRN2M, Aix-Marseille University, Marseille, FranceLaboratory for Epigenetics and EnvironmentCentre National de Génotypage, CEA-Institut de Génomique, Evry, France
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