Identification of copy number variation-driven molecular subtypes informative for prognosis and treatment in pancreatic adenocarcinoma of a Chinese cohort
Qian Zhan,
Chenlei Wen,
Yi Zhao,
Lu Fang,
Yangbing Jin,
Zehui Zhang,
Siyi Zou,
Fanlu Li,
Ying Yang,
Lijia Wu,
Jiabin Jin,
Xiongxiong Lu,
Junjie Xie,
Dongfeng Cheng,
Zhiwei Xu,
Jun Zhang,
Jiancheng Wang,
XiaXing Deng,
Hao Chen,
Chenghong Peng,
Hongwei Li,
Henghui Zhang,
Hai Fang,
Chaofu Wang,
Baiyong Shen
Affiliations
Qian Zhan
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Chenlei Wen
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Yi Zhao
Genecast Biotechnology Co., Ltd, Wuxi, China.
Lu Fang
Genecast Biotechnology Co., Ltd, Wuxi, China.
Yangbing Jin
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Zehui Zhang
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Siyi Zou
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Fanlu Li
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Ying Yang
Genecast Biotechnology Co., Ltd, Wuxi, China.
Lijia Wu
Genecast Biotechnology Co., Ltd, Wuxi, China.
Jiabin Jin
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Xiongxiong Lu
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Junjie Xie
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Dongfeng Cheng
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Zhiwei Xu
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Jun Zhang
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Jiancheng Wang
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
XiaXing Deng
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Hao Chen
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Chenghong Peng
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Hongwei Li
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.
Henghui Zhang
Genecast Biotechnology Co., Ltd, Wuxi, China.; Corresponding author: Henghui Zhang, Genecast Biotechnology Co., Ltd, 88 Danshan Road, XidongChuangrong Building, Suite D-401, Xishan District, Wuxi City, Jiangsu, 214104, China
Hai Fang
Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine (Shanghai), Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; Corresponding author: Hai Fang, National Research Center for Translational Medicine (Shanghai), State Key Laboratory of Medical Genomics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China
Chaofu Wang
Department of Pathology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China; Corresponding author: Chaofu Wang, Department of Pathology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China
Baiyong Shen
Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.; State Key Laboratory of Oncogenes and Related Genes, National Research Center for Translational Medicine (Shanghai), Shanghai, China.; Corresponding author: Dr. Baiyong Shen, Department of General Surgery, Pancreatic Disease Center, Research Institute of Pancreatic Diseases, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China
Background: Pancreatic adenocarcinoma (PAAD) is one of the most lethal carcinomas, and the current histopathological classifications are of limited use in clinical decision-making. There is an unmet need to identify new biomarkers for prognosis-informative molecular subtyping and ultimately for precision medicine. Methods: We profiled genomic alterations for 608 PAAD patients in a Chinese cohort, including somatic mutations, pathogenic germline variants and copy number variations (CNV). Using the CNV information, we performed unsupervised consensus clustering of these patients, differential CNV analysis and functional/pathway enrichment analysis. Cox regression was conducted for progression-free survival analysis, the elastic net algorithm used for prognostic model construction, and rank-based gene set enrichment analysis for exploring tumor microenvironments. Findings: Our data did not support prognostic value of point mutations in either highly mutated genes (such as KRAS, TP53, CDKN2A and SMAD4) or homologous recombination repair genes. Instead, associated with worse prognosis were amplified genes involved in DNA repair and receptor tyrosine kinase (RTK) related signalings. Motivated by this observation, we categorized patients into four molecular subtypes (namely repair-deficient, proliferation-active, repair-proficient and repair-enhanced) that differed in prognosis, and also constructed a prognostic model that can stratify patients with low or high risk of relapse. Finally, we analyzed publicly available datasets, not only reinforcing the prognostic value of our identified genes in DNA repair and RTK related signalings, but also identifying tumor microenvironment correlates with prognostic risks. Interpretation: Together with the evidence from genomic footprint analysis, we suggest that repair-deficient and proliferation-active subtypes are better suited for DNA damage therapies, while immunotherapy is highly recommended for repair-proficient and repair-enhanced subtypes. Our results represent a significant step in molecular subtyping, diagnosis and management for PAAD patients. Funding: This work was supported by the National Natural Science Foundation of China (grant numbers 81470894, 81502695, 81672325, 81871906, 82073326, 82103482 and 32170663), the Shanghai Sailing Program (grant number 20YF1426900), and the Program for Professor of Special Appointment (Eastern Scholar) at Shanghai Institutions of Higher Learning (awarded to H.F.).