Abstract

Lung adenocarcinoma is the most common type of lung cancer. Known risk variants explain only a small fraction of lung adenocarcinoma heritability. Here, we conducted a two-stage genome-wide association study of lung adenocarcinoma of East Asian ancestry (21,658 cases and 150,676 controls; 54.5% never-smokers) and identified 12 novel susceptibility variants, bringing the total number to 28 at 25 independent loci. Transcriptome-wide association analyses together with colocalization studies using a Taiwanese lung expression quantitative trait loci dataset (n = 115) identified novel candidate genes, including FADS1 at 11q12 and ELF5 at 11p13. In a multi-ancestry meta-analysis of East Asian and European studies, four loci were identified at 2p11, 4q32, 16q23, and 18q12. At the same time, most of our findings in East Asian populations showed no evidence of association in European populations. In our studies drawn from East Asian populations, a polygenic risk score based on the 25 loci had a stronger association in never-smokers vs. individuals with a history of smoking (Pinteraction = 0.0058). These findings provide new insights into the etiology of lung adenocarcinoma in individuals from East Asian populations, which could be important in developing translational applications.

Genome-wide association studies (GWAS) have improved our understanding of the genetic basis of lung adenocarcinoma but known susceptibility variants explain only a small fraction of the familial risk. Here, the authors perform a two-stage GWAS and report 12 novel genetic loci associated with lung adenocarcinoma in East Asians.

Details

Title
Genome-wide association study of lung adenocarcinoma in East Asia and comparison with a European population
Author
Shi, Jianxin 1   VIAFID ORCID Logo  ; Shiraishi, Kouya 2   VIAFID ORCID Logo  ; Choi, Jiyeon 1   VIAFID ORCID Logo  ; Matsuo, Keitaro 3 ; Chen, Tzu-Yu 4   VIAFID ORCID Logo  ; Dai, Juncheng 5   VIAFID ORCID Logo  ; Hung, Rayjean J. 6   VIAFID ORCID Logo  ; Chen, Kexin 7 ; Shu, Xiao-Ou 8 ; Kim, Young Tae 9   VIAFID ORCID Logo  ; Landi, Maria Teresa 1 ; Lin, Dongxin 10 ; Zheng, Wei 8   VIAFID ORCID Logo  ; Yin, Zhihua 11 ; Zhou, Baosen 12   VIAFID ORCID Logo  ; Song, Bao 13 ; Wang, Jiucun 14   VIAFID ORCID Logo  ; Seow, Wei Jie 15 ; Song, Lei 1 ; Chang, I-Shou 16   VIAFID ORCID Logo  ; Hu, Wei 1 ; Chien, Li-Hsin 4 ; Cai, Qiuyin 8   VIAFID ORCID Logo  ; Hong, Yun-Chul 17 ; Kim, Hee Nam 18 ; Wu, Yi-Long 19   VIAFID ORCID Logo  ; Wong, Maria Pik 20 ; Richardson, Brian Douglas 21 ; Funderburk, Karen M. 1 ; Li, Shilan 22 ; Zhang, Tongwu 1   VIAFID ORCID Logo  ; Breeze, Charles 1 ; Wang, Zhaoming 23   VIAFID ORCID Logo  ; Blechter, Batel 1 ; Bassig, Bryan A. 1 ; Kim, Jin Hee 24 ; Albanes, Demetrius 1   VIAFID ORCID Logo  ; Wong, Jason Y. Y. 1 ; Shin, Min-Ho 18   VIAFID ORCID Logo  ; Chung, Lap Ping 20 ; Yang, Yang 25 ; An, She-Juan 19 ; Zheng, Hong 26 ; Yatabe, Yasushi 27 ; Zhang, Xu-Chao 19   VIAFID ORCID Logo  ; Kim, Young-Chul 28 ; Caporaso, Neil E. 1 ; Chang, Jiang 29 ; Ho, James Chung Man 30   VIAFID ORCID Logo  ; Kubo, Michiaki 31   VIAFID ORCID Logo  ; Daigo, Yataro 32 ; Song, Minsun 33 ; Momozawa, Yukihide 31 ; Kamatani, Yoichiro 34   VIAFID ORCID Logo  ; Kobayashi, Masashi 35 ; Okubo, Kenichi 35 ; Honda, Takayuki 36 ; Hosgood, Dean H. 37 ; Kunitoh, Hideo 38 ; Patel, Harsh 1   VIAFID ORCID Logo  ; Watanabe, Shun-ichi 39 ; Miyagi, Yohei 40   VIAFID ORCID Logo  ; Nakayama, Haruhiko 41 ; Matsumoto, Shingo 42 ; Horinouchi, Hidehito 39   VIAFID ORCID Logo  ; Tsuboi, Masahiro 43 ; Hamamoto, Ryuji 44   VIAFID ORCID Logo  ; Goto, Koichi 42   VIAFID ORCID Logo  ; Ohe, Yuichiro 39 ; Takahashi, Atsushi 34   VIAFID ORCID Logo  ; Goto, Akiteru 45 ; Minamiya, Yoshihiro 46 ; Hara, Megumi 47   VIAFID ORCID Logo  ; Nishida, Yuichiro 47   VIAFID ORCID Logo  ; Takeuchi, Kenji 48 ; Wakai, Kenji 48 ; Matsuda, Koichi 49   VIAFID ORCID Logo  ; Murakami, Yoshinori 50   VIAFID ORCID Logo  ; Shimizu, Kimihiro 51   VIAFID ORCID Logo  ; Suzuki, Hiroyuki 52 ; Saito, Motonobu 53   VIAFID ORCID Logo  ; Ohtaki, Yoichi 54   VIAFID ORCID Logo  ; Tanaka, Kazumi 54 ; Wu, Tangchun 55   VIAFID ORCID Logo  ; Wei, Fusheng 56 ; Dai, Hongji 57 ; Machiela, Mitchell J. 1   VIAFID ORCID Logo  ; Su, Jian 19 ; Kim, Yeul Hong 58   VIAFID ORCID Logo  ; Oh, In-Jae 28   VIAFID ORCID Logo  ; Lee, Victor Ho Fun 59   VIAFID ORCID Logo  ; Chang, Gee-Chen 60 ; Tsai, Ying-Huang 61 ; Chen, Kuan-Yu 62 ; Huang, Ming-Shyan 63 ; Su, Wu-Chou 64 ; Chen, Yuh-Min 65 ; Seow, Adeline 66 ; Park, Jae Yong 67 ; Kweon, Sun-Seog 68 ; Chen, Kun-Chieh 69 ; Gao, Yu-Tang 70 ; Qian, Biyun 71 ; Wu, Chen 10 ; Lu, Daru 14 ; Liu, Jianjun 72   VIAFID ORCID Logo  ; Schwartz, Ann G. 73 ; Houlston, Richard 74   VIAFID ORCID Logo  ; Spitz, Margaret R. 75 ; Gorlov, Ivan P. 75 ; Wu, Xifeng 76   VIAFID ORCID Logo  ; Yang, Ping 77 ; Lam, Stephen 78 ; Tardon, Adonina 79   VIAFID ORCID Logo  ; Chen, Chu 80 ; Bojesen, Stig E. 81   VIAFID ORCID Logo  ; Johansson, Mattias 82   VIAFID ORCID Logo  ; Risch, Angela 83   VIAFID ORCID Logo  ; Bickeböller, Heike 84   VIAFID ORCID Logo  ; Ji, Bu-Tian 1 ; Wichmann, H-Erich 85 ; Christiani, David C. 86   VIAFID ORCID Logo  ; Rennert, Gadi 87   VIAFID ORCID Logo  ; Arnold, Susanne 88   VIAFID ORCID Logo  ; Brennan, Paul 82 ; McKay, James 82 ; Field, John K. 89   VIAFID ORCID Logo  ; Shete, Sanjay S. 90   VIAFID ORCID Logo  ; Le Marchand, Loic 91 ; Liu, Geoffrey 92 ; Andrew, Angeline 93 ; Kiemeney, Lambertus A. 94   VIAFID ORCID Logo  ; Zienolddiny-Narui, Shan 95 ; Grankvist, Kjell 96   VIAFID ORCID Logo  ; Johansson, Mikael 97   VIAFID ORCID Logo  ; Cox, Angela 98   VIAFID ORCID Logo  ; Taylor, Fiona 98 ; Yuan, Jian-Min 99   VIAFID ORCID Logo  ; Lazarus, Philip 100 ; Schabath, Matthew B. 101   VIAFID ORCID Logo  ; Aldrich, Melinda C. 102 ; Jeon, Hyo-Sung 103 ; Jiang, Shih Sheng 16 ; Sung, Jae Sook 58 ; Chen, Chung-Hsing 16   VIAFID ORCID Logo  ; Hsiao, Chin-Fu 4 ; Jung, Yoo Jin 104 ; Guo, Huan 105 ; Hu, Zhibin 106   VIAFID ORCID Logo  ; Burdett, Laurie 107 ; Yeager, Meredith 107 ; Hutchinson, Amy 107 ; Hicks, Belynda 107   VIAFID ORCID Logo  ; Liu, Jia 107 ; Zhu, Bin 107 ; Berndt, Sonja I. 1 ; Wu, Wei 11 ; Wang, Junwen 108 ; Li, Yuqing 109 ; Choi, Jin Eun 103 ; Park, Kyong Hwa 58 ; Sung, Sook Whan 110 ; Liu, Li 111 ; Kang, Chang Hyun 104 ; Wang, Wen-Chang 112 ; Xu, Jun 113 ; Guan, Peng 114 ; Tan, Wen 10 ; Yu, Chong-Jen 115   VIAFID ORCID Logo  ; Yang, Gong 8 ; Sihoe, Alan Dart Loon 116 ; Chen, Ying 66 ; Choi, Yi Young 103 ; Kim, Jun Suk 117 ; Yoon, Ho-Il 118 ; Park, In Kyu 104 ; Xu, Ping 119 ; He, Qincheng 11 ; Wang, Chih-Liang 120 ; Hung, Hsiao-Han 16   VIAFID ORCID Logo  ; Vermeulen, Roel C. H. 121 ; Cheng, Iona 122 ; Wu, Junjie 14 ; Lim, Wei-Yen 66 ; Tsai, Fang-Yu 16 ; Chan, John K. C. 123   VIAFID ORCID Logo  ; Li, Jihua 124 ; Chen, Hongyan 14 ; Lin, Hsien-Chih 4 ; Jin, Li 14 ; Liu, Jie 13 ; Sawada, Norie 125   VIAFID ORCID Logo  ; Yamaji, Taiki 126 ; Wyatt, Kathleen 107 ; Li, Shengchao A. 107   VIAFID ORCID Logo  ; Ma, Hongxia 5 ; Zhu, Meng 5 ; Wang, Zhehai 13 ; Cheng, Sensen 13 ; Li, Xuelian 114 ; Ren, Yangwu 114 ; Chao, Ann 127 ; Iwasaki, Motoki 128 ; Zhu, Junjie 25 ; Jiang, Gening 25 ; Fei, Ke 25 ; Wu, Guoping 56 ; Chen, Chih-Yi 129 ; Chen, Chien-Jen 130 ; Yang, Pan-Chyr 131   VIAFID ORCID Logo  ; Yu, Jinming 13 ; Stevens, Victoria L. 132   VIAFID ORCID Logo  ; Fraumeni, Joseph F. 1 ; Chatterjee, Nilanjan 133 ; Gorlova, Olga Y. 134 ; Hsiung, Chao Agnes 4   VIAFID ORCID Logo  ; Amos, Christopher I. 135   VIAFID ORCID Logo  ; Shen, Hongbing 5   VIAFID ORCID Logo  ; Chanock, Stephen J. 1 ; Rothman, Nathaniel 1 ; Kohno, Takashi 2   VIAFID ORCID Logo  ; Lan, Qing 1   VIAFID ORCID Logo 

 National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075) 
 National Cancer Research Institute, Division of Genome Biology, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
 Aichi Cancer Center Research Institute, Division of Cancer Epidemiology and Prevention, Nagoya, Japan (GRID:grid.410800.d) (ISNI:0000 0001 0722 8444) 
 National Health Research Institutes, Institute of Population Health Sciences, Zhunan, Taiwan (GRID:grid.59784.37) (ISNI:0000000406229172) 
 Nanjing Medical University, Department of Epidemiology, School of Public Health, Nanjing, China (GRID:grid.89957.3a) (ISNI:0000 0000 9255 8984); Nanjing Medical University, Jiangsu Key Lab of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Medicine, Nanjing, China (GRID:grid.89957.3a) (ISNI:0000 0000 9255 8984) 
 Lunenfeld-Tanenbaum Research Institute, Sinai Health, Prosserman Centre for Population Health Research, Toronto, Canada (GRID:grid.250674.2) (ISNI:0000 0004 0626 6184) 
 Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin, China (GRID:grid.250674.2) 
 Vanderbilt University Medical Center and Vanderbilt-Ingram Cancer Center, Division of Epidemiology, Department of Medicine, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916) 
 Seoul National University College of Medicine, Cancer Research Institute, Seoul, Republic of Korea (GRID:grid.31501.36) (ISNI:0000 0004 0470 5905) 
10  Chinese Academy of Medical Sciences and Peking Union Medical College, Department of Etiology & Carcinogenesis and State Key Laboratory of Molecular Oncology, Cancer Institute and Hospital, Beijing, China (GRID:grid.506261.6) (ISNI:0000 0001 0706 7839) 
11  China Medical University, Department of Epidemiology, School of Public Health, Shenyang, China (GRID:grid.412449.e) (ISNI:0000 0000 9678 1884) 
12  The First Hospital of China Medical University, Department of Clinical Epidemiology and Center of Evidence Based Medicine, Shenyang, China (GRID:grid.412636.4) (ISNI:0000 0004 1757 9485) 
13  Shandong Academy of Medical Sciences, Department of Oncology, Shandong Cancer Hospital and Institute, Jinan, China (GRID:grid.410587.f) 
14  Fudan University, Ministry of Education Key Laboratory of Contemporary Anthropology, School of Life Sciences, Shanghai, China (GRID:grid.8547.e) (ISNI:0000 0001 0125 2443); Fudan University, State Key Laboratory of Genetic Engineering, School of Life Sciences, Shanghai, China (GRID:grid.8547.e) (ISNI:0000 0001 0125 2443) 
15  National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075); Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore (GRID:grid.4280.e) (ISNI:0000 0001 2180 6431); National University of Singapore and National University Health System, Department of Medicine, Yong Loo Lin School of Medicine, Singapore, Singapore (GRID:grid.4280.e) (ISNI:0000 0001 2180 6431) 
16  National Health Research Institutes, National Institute of Cancer Research, Zhunan, Taiwan (GRID:grid.59784.37) (ISNI:0000000406229172) 
17  Seoul National University College of Medicine, Department of Preventive Medicine, Seoul, Republic of Korea (GRID:grid.31501.36) (ISNI:0000 0004 0470 5905) 
18  Chonnam National University Medical School, Department of Preventive Medicine, Gwangju, Republic of Korea (GRID:grid.14005.30) (ISNI:0000 0001 0356 9399) 
19  Guangdong Academy of Medical Sciences, Guangdong Lung Cancer Institute, Medical Research Center and Cancer Center of Guangdong Provincial People’s Hospital, Guangzhou, China (GRID:grid.410643.4) 
20  Queen Mary Hospital, Department of Pathology, Hong Kong, Hong Kong (GRID:grid.415550.0) (ISNI:0000 0004 1764 4144) 
21  National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075); Gillings School of Global Public Health, University of North Carolina, Department of Biostatistics, Chapel Hill, USA (GRID:grid.10698.36) (ISNI:0000000122483208) 
22  National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075); Georgetown University Medical Center, Department of Biostatistics, Bioinformatics & Biomathematics, Washington, USA (GRID:grid.411667.3) (ISNI:0000 0001 2186 0438) 
23  St. Jude Children’s Research Hospital, Department of Computational Biology, Memphis, USA (GRID:grid.240871.8) (ISNI:0000 0001 0224 711X) 
24  Seoul National University, Department of Environmental Health, Graduate School of Public Health, Seoul, Republic of Korea (GRID:grid.31501.36) (ISNI:0000 0004 0470 5905) 
25  Shanghai Pulmonary Hospital, Shanghai, China (GRID:grid.412532.3) 
26  Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin, China (GRID:grid.410643.4) 
27  National Cancer Center Hospital, Department of Pathology and Clinical Laboratories, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
28  Chonnam National University Hwasun Hospital, Lung and Esophageal Cancer Clinic, Hwasuneup, Republic of Korea (GRID:grid.411602.0) (ISNI:0000 0004 0647 9534); Chonnam National Univerisity Medical School, Department of Internal Medicine, Gwangju, Republic of Korea (GRID:grid.14005.30) (ISNI:0000 0001 0356 9399) 
29  Chinese Academy of Medical Sciences and Peking Union Medical College, Department of Etiology & Carcinogenesis, Cancer Institute and Hospital, Beijing, China (GRID:grid.506261.6) (ISNI:0000 0001 0706 7839) 
30  The University of Hong Kong, Queen Mary Hospital, Department of Medicine, Hong Kong, Hong Kong (GRID:grid.415550.0) (ISNI:0000 0004 1764 4144) 
31  RIKEN Center for Integrative Medical Sciences, Laboratory for Genotyping Development, Yokohama, Japan (GRID:grid.509459.4) (ISNI:0000 0004 0472 0267) 
32  The University of Tokyo, Center for Antibody and Vaccine Therapy, Research Hospital, Institute of Medical Science, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X); Shiga University of Medical Science, Department of Medical Oncology and Cancer Center, and Center for Advanced Medicine against Cancer, Shiga, Japan (GRID:grid.410827.8) (ISNI:0000 0000 9747 6806) 
33  Sookmyung Women’s University, Department of Statistics & Research Institute of Natural Sciences, Seoul, Republic of Korea (GRID:grid.412670.6) (ISNI:0000 0001 0729 3748) 
34  RIKEN Center for Integrative Medical Sciences, Laboratory for Statistical Analysis, Yokohama, Japan (GRID:grid.509459.4) (ISNI:0000 0004 0472 0267) 
35  Tokyo Medical and Dental University, Department of Thoracic Surgery, Tokyo, Japan (GRID:grid.265073.5) (ISNI:0000 0001 1014 9130) 
36  Tokyo Medical and Dental University, Department of Respiratory Medicine, Tokyo, Japan (GRID:grid.265073.5) (ISNI:0000 0001 1014 9130) 
37  Albert Einstein College of Medicine, Department of Epidemiology and Population Health, New York, USA (GRID:grid.251993.5) (ISNI:0000000121791997) 
38  Japanese Red Cross Medical Center, Department of Medical Oncology, Tokyo, Japan (GRID:grid.414929.3) (ISNI:0000 0004 1763 7921) 
39  National Cancer Center Hospital, Department of Thoracic Surgery, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
40  Kanagawa Cancer Center Research Institute, Molecular Pathology and Genetics Division, Yokohama, Japan (GRID:grid.414944.8) (ISNI:0000 0004 0629 2905) 
41  Kanagawa Cancer Center, Department of Thoracic Surgery, Yokohama, Japan (GRID:grid.414944.8) (ISNI:0000 0004 0629 2905) 
42  National Cancer Center Hospital East, Department of Thoracic Oncology, Kashiwa, Japan (GRID:grid.497282.2) 
43  National Cancer Center Hospital East, Department of Thoracic Surgery, Kashiwa, Japan (GRID:grid.497282.2) 
44  National Cancer Center Research Institute, Division of Medical AI Research and Development, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
45  Graduate School of Medicine, Akita University, Department of Cellular and Organ Pathology, Akita, Japan (GRID:grid.251924.9) (ISNI:0000 0001 0725 8504) 
46  Graduate School of Medicine, Akita University, Department of Thoracic Surgery, Akita, Japan (GRID:grid.251924.9) (ISNI:0000 0001 0725 8504) 
47  Saga University, Department of Preventive Medicine, Faculty of Medicine, Saga, Japan (GRID:grid.412339.e) (ISNI:0000 0001 1172 4459) 
48  Nagoya University Graduate School of Medicine, Department of Preventive Medicine, Nagoya, Japan (GRID:grid.27476.30) (ISNI:0000 0001 0943 978X) 
49  The University of Tokyo, Laboratory of Clinical Genome Sequencing, Department of Computational Biology and Medical Science, Graduate School of Frontier Sciences, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X) 
50  The University of Tokyo, Division of Molecular Pathology, Institute of Medical Science, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X) 
51  Shinshu University School of Medicine Asahi, Department of Surgery, Division of General Thoracic Surgery, Nagano, Japan (GRID:grid.263518.b) (ISNI:0000 0001 1507 4692) 
52  Fukushima Medical University School of Medicine, Department of Chest Surgery, Fukushima, Japan (GRID:grid.411582.b) (ISNI:0000 0001 1017 9540) 
53  Fukushima Medical University School of Medicine, Department of Gastrointestinal Tract Surgery, Fukushima, Japan (GRID:grid.411582.b) (ISNI:0000 0001 1017 9540) 
54  Gunma University Hospital, Department of Integrative center of General Surgery, Gunma, Japan (GRID:grid.411887.3) (ISNI:0000 0004 0595 7039) 
55  Huazhong University of Science and Technology, Institute of Occupational Medicine and Ministry of Education Key Lab for Environment and Health, School of Public Health, Wuhan, China (GRID:grid.33199.31) (ISNI:0000 0004 0368 7223) 
56  China National Environmental Monitoring Center, Beijing, China (GRID:grid.464219.c) (ISNI:0000 0004 0574 7605) 
57  Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin, China (GRID:grid.464219.c) 
58  Korea University Anam Hospital, Department of Internal Medicine, Division of Oncology/Hematology, College of Medicine, Seoul, Republic of Korea (GRID:grid.411134.2) (ISNI:0000 0004 0474 0479) 
59  The University of Hong Kong, Queen Mary Hospital, Department of Clinical Oncology, Hong Kong, Hong Kong (GRID:grid.415550.0) (ISNI:0000 0004 1764 4144) 
60  Chung Shan Medical University, School of Medicine and Institute of Medicine, Taichung, Taiwan (GRID:grid.411641.7) (ISNI:0000 0004 0532 2041); Chung Shan Medical University Hospital, Department of Internal Medicine, Division of Pulmonary Medicine, Taichung, Taiwan (GRID:grid.411645.3) (ISNI:0000 0004 0638 9256); National Chung Hsing University, Institute of Biomedical Sciences, Taichung, Taiwan (GRID:grid.260542.7) (ISNI:0000 0004 0532 3749); Division of Chest Medicine, Taichung Veterans General Hospital, Department of Internal Medicine, Taichung, Taiwan (GRID:grid.410764.0) (ISNI:0000 0004 0573 0731) 
61  Chang Gung University, Department of Respiratory Therapy, Taoyuan, Taiwan (GRID:grid.145695.a) (ISNI:0000 0004 1798 0922); Xiamen Chang Gung Hospital, Department of Pulmonary and Critical Care, Xiamen, China (GRID:grid.508002.f) (ISNI:0000 0004 1777 8409) 
62  National Taiwan University Hospital and College of Medicine, Department of Internal Medicine, Taipei, Taiwan (GRID:grid.412094.a) (ISNI:0000 0004 0572 7815) 
63  E-Da Cancer Hospital, I-Shou University and Kaohsiung Medical University, Department of Internal Medicine, Kaohsiung, Taiwan (GRID:grid.412019.f) (ISNI:0000 0000 9476 5696) 
64  National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Department of Oncology, Tainan, Taiwan (GRID:grid.412040.3) (ISNI:0000 0004 0639 0054) 
65  Taipei Veterans General Hospital, and school of Medicine, National Yang Ming Chiao Tung University, Department of Chest Medicine, Taipei, Taiwan (GRID:grid.278247.c) (ISNI:0000 0004 0604 5314) 
66  Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore (GRID:grid.4280.e) (ISNI:0000 0001 2180 6431) 
67  Kyungpook National University Medical Center, Lung Cancer Center, Daegu, Republic of Korea (GRID:grid.477473.4) 
68  Chonnam National University Medical School, Department of Preventive Medicine, Gwangju, Republic of Korea (GRID:grid.14005.30) (ISNI:0000 0001 0356 9399); Chonnam National University, Jeonnam Regional Cancer Center, Hwasun, Republic of Korea (GRID:grid.14005.30) (ISNI:0000 0001 0356 9399) 
69  Chung Shan Medical University Hospital, Department of Internal Medicine, Division of Pulmonary Medicine, Taichung, Taiwan (GRID:grid.411645.3) (ISNI:0000 0004 0638 9256) 
70  Shanghai Cancer Institute, Department of Epidemiology, Shanghai, China (GRID:grid.419087.3) (ISNI:0000 0004 1789 563X) 
71  Tianjin Medical University Cancer Institute and Hospital, Tianjin Medical University, Department of Epidemiology and Biostatistics, National Clinical Research Center for Cancer, Key Laboratory of Molecular Cancer Epidemiology of Tianjin, Tianjin, China (GRID:grid.419087.3) 
72  Technology and Research, Genome Institute of Singapore, Agency of Science, Singapore, Singapore (GRID:grid.185448.4) (ISNI:0000 0004 0637 0221); National University of Singapore, Yong Loo Lin School of Medicine, Singapore, Singapore (GRID:grid.4280.e) (ISNI:0000 0001 2180 6431) 
73  Karmanos Cancer Institute, Detroit, USA (GRID:grid.477517.7) (ISNI:0000 0004 0396 4462) 
74  Institute of Cancer Research, Division of Genetics and Epidemiology, London, UK (GRID:grid.18886.3f) 
75  Institute for Clinical and Translational Research, Department of Medicine, Section of Epidemiology and Population Science, Houston, USA (GRID:grid.18886.3f) 
76  Zhejiang University, School of Medicine, Hangzhou, China (GRID:grid.13402.34) (ISNI:0000 0004 1759 700X) 
77  Mayo Clinic, Department of Health Sciences Research, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339) 
78  British Columbia Cancer Agency, Vancouver, Canada (GRID:grid.248762.d) (ISNI:0000 0001 0702 3000) 
79  University of Oviedo and CIBERESP, IUOPA, Madrid, Spain (GRID:grid.10863.3c) (ISNI:0000 0001 2164 6351) 
80  Fred Hutchinson Cancer Center, Public Health Sciences Division, Seattle, USA (GRID:grid.270240.3) (ISNI:0000 0001 2180 1622) 
81  University of Copenhagen, Faculty of Health and Medical Sciences, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X); Copenhagen University Hospital, Department of Clinical Biochemistry, Herlev and Gentofte Hospital, Copenhagen, Denmark (GRID:grid.4973.9) (ISNI:0000 0004 0646 7373) 
82  International Agency for Research on Cancer (IARC/WHO), Lyon, France (GRID:grid.17703.32) (ISNI:0000000405980095) 
83  German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584); Member of the German Center for Lung Research (DZL), Translational Lung Research Center Heidelberg (TLRC-H), Heidelberg, Germany (GRID:grid.5253.1) (ISNI:0000 0001 0328 4908); University of Salzburg and Cancer Cluster Salzburg, Salzburg, Austria (GRID:grid.7039.d) (ISNI:0000000110156330) 
84  University Medical Center Goettingen, Goettingen, Germany (GRID:grid.411984.1) (ISNI:0000 0001 0482 5331) 
85  Ludwig Maximilians University, Institute of Medical Informatics, Biometry and Epidemiology, Munich, Germany (GRID:grid.5252.0) (ISNI:0000 0004 1936 973X); Institute of Epidemiology, Helmholtz Center Munich, Munich, Germany (GRID:grid.4567.0) (ISNI:0000 0004 0483 2525); Technical University Munich, Institute of Medical Statistics and Epidemiology, Munich, Germany (GRID:grid.6936.a) (ISNI:0000000123222966) 
86  Harvard TH Chan School of Public Health, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
87  Carmel Medical Center, Haifa, Israel (GRID:grid.413469.d) 
88  Markey Cancer Center, Lexington, USA (GRID:grid.478547.d) (ISNI:0000 0004 0402 4587) 
89  Liverpool University, Liverpool, UK (GRID:grid.10025.36) (ISNI:0000 0004 1936 8470) 
90  The University of Texas MD Anderson Cancer Center, Houston, USA (GRID:grid.240145.6) (ISNI:0000 0001 2291 4776) 
91  University of Hawaii Cancer Center, Epidemiology Program, Honolulu, USA (GRID:grid.516097.c) (ISNI:0000 0001 0311 6891) 
92  Princess Margaret Cancer Center, Toronto, Canada (GRID:grid.415224.4) (ISNI:0000 0001 2150 066X) 
93  Norris Cotton Cancer Center, Lebanon, USA (GRID:grid.516082.8) (ISNI:0000 0000 9476 9750) 
94  Radboud University Medical Center, Nijmegen, Netherlands (GRID:grid.10417.33) (ISNI:0000 0004 0444 9382) 
95  National Institute of Occupational Health, Oslo, Norway (GRID:grid.416876.a) (ISNI:0000 0004 0630 3985) 
96  Umeå University, Department of Medical Biosciences, Umeå, Sweden (GRID:grid.12650.30) (ISNI:0000 0001 1034 3451) 
97  Umeå University, Department of Radiation Sciences, Umeå, Sweden (GRID:grid.12650.30) (ISNI:0000 0001 1034 3451) 
98  University of Sheffield, Sheffield, UK (GRID:grid.11835.3e) (ISNI:0000 0004 1936 9262) 
99  University of Pittsburgh, UPMC Hillman Cancer Center and Department of Epidemiology, School of Public Health, Pittsburgh, USA (GRID:grid.21925.3d) (ISNI:0000 0004 1936 9000) 
100  Washington State University College of Pharmacy, Spokane, USA (GRID:grid.470982.0) (ISNI:0000 0004 0400 6231) 
101  H. Lee Moffitt Cancer Center and Research Institute, Department of Cancer Epidemiology, Tampa, USA (GRID:grid.468198.a) (ISNI:0000 0000 9891 5233) 
102  Vanderbilt University Medical Center, Department of Thoracic Surgery, Division of Epidemiology, Nashville, USA (GRID:grid.412807.8) (ISNI:0000 0004 1936 9916) 
103  Kyungpook National University Medical Center, Cancer Research Center, Daegu, Republic of Korea (GRID:grid.477473.4) 
104  Seoul National University College of Medicine, Department of Thoracic and Cardiovascular Surgery, Cancer Research Institute, Seoul, Republic of Korea (GRID:grid.31501.36) (ISNI:0000 0004 0470 5905) 
105  Huazhong University of Science and Technology, Department of Occupational and Environmental Health and Ministry of Education Key Lab for Environment and Health, School of Public Health, Tongji Medical College, Wuhan, China (GRID:grid.33199.31) (ISNI:0000 0004 0368 7223) 
106  Nanjing Medical University, Department of Epidemiology, School of Public Health, Nanjing, China (GRID:grid.89957.3a) (ISNI:0000 0000 9255 8984) 
107  National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075); Leidos Biomedical Research Inc., Cancer Genomics Research Laboratory, Rockville, USA (GRID:grid.419407.f) (ISNI:0000 0004 4665 8158) 
108  The University of Hong Kong, Department of Biochemistry, Li Ka Shing (LKS) Faculty of Medicine, Hong Kong, China (GRID:grid.194645.b) (ISNI:0000000121742757); The University of Hong Kong, Centre for Genomic Sciences, Li Ka Shing (LKS) Faculty of Medicine, Hong Kong, China (GRID:grid.194645.b) (ISNI:0000000121742757) 
109  Genome Institute of Singapore, Department of Human Genetics, Singapore, Singapore (GRID:grid.418377.e) (ISNI:0000 0004 0620 715X) 
110  Seoul National University Bundang Hospital, Department of Thoracic and Cardiovascular Surgery, Seongnam, Republic of Korea (GRID:grid.412480.b) (ISNI:0000 0004 0647 3378) 
111  Huazhong University of Science and Technology, Department of Oncology, Cancer Center, Union Hospital, Wuhan, China (GRID:grid.33199.31) (ISNI:0000 0004 0368 7223) 
112  Taipei Medical University, The Ph.D. Program for Translational Medicine, College of Medical Science and Technology, Taipei, Taiwan (GRID:grid.412896.0) (ISNI:0000 0000 9337 0481) 
113  The University of Hong Kong, School of Public Health, Li Ka Shing (LKS) Faculty of Medicine, Hong Kong, China (GRID:grid.194645.b) (ISNI:0000000121742757) 
114  China Medical University, Department of Epidemiology, School of Public Health, Shenyang, China (GRID:grid.412449.e) (ISNI:0000 0000 9678 1884); University of Liaoning Province, Key Laboratory of Cancer Etiology and Intervention, Shenyang, China (GRID:grid.411356.4) (ISNI:0000 0000 9339 3042) 
115  National Taiwan University Hospital Hsin-Chu Branch, Department of Internal Medicine, Hsinchu, Taiwan (GRID:grid.412094.a) (ISNI:0000 0004 0572 7815) 
116  Gleneagles Hong Kong Hospital, Hong Kong, China (GRID:grid.412807.8) 
117  Korea University Guro Hospital, Department of Internal Medicine, Division of Medical Oncology, College of Medicine, Seoul, Republic of Korea (GRID:grid.411134.2) (ISNI:0000 0004 0474 0479) 
118  Seoul National University Bundang Hospital, Department of Internal Medicine, Seongnam, Republic of Korea (GRID:grid.412480.b) (ISNI:0000 0004 0647 3378) 
119  Wuhan Iron and Steel (Group) Corporation Staff-Worker Hospital, Department of Oncology, Wuhan, China (GRID:grid.31501.36) 
120  Chang Gung Memorial Hospital, Department of Pulmonary and Critical Care, Taoyuan, Taiwan (GRID:grid.413801.f) (ISNI:0000 0001 0711 0593) 
121  Utrecht University, Division of Environmental Epidemiology, Institute for Risk Assessment Sciences (IRAS), Utrecht, The Netherlands (GRID:grid.5477.1) (ISNI:0000000120346234) 
122  University of California, San Francisco, Department of Epidemiology and Biostatistics, San Francisco, USA (GRID:grid.266102.1) (ISNI:0000 0001 2297 6811) 
123  Queen Elizabeth Hospital, Department of Pathology, Hong Kong, China (GRID:grid.415499.4) (ISNI:0000 0004 1771 451X) 
124  Qujing Center for Diseases Control and Prevention, Qujing, China (GRID:grid.415499.4) 
125  National Cancer Center, Division of Cohort Research, National Cancer Center Institute for Cancer Control, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
126  National Cancer Center, Division of Epidemiology, National Cancer Center Institute for Cancer Control, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
127  National Cancer Institute, Center for Global Health, Bethesda, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075) 
128  National Cancer Center, Division of Cohort Research, National Cancer Center Institute for Cancer Control, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385); National Cancer Center, Division of Epidemiology, National Cancer Center Institute for Cancer Control, Tokyo, Japan (GRID:grid.272242.3) (ISNI:0000 0001 2168 5385) 
129  Chung Shan Medical University, Institute of Medicine, Taichung, Taiwan (GRID:grid.411641.7) (ISNI:0000 0004 0532 2041); Chung Shan Medical University Hospital, Division of Thoracic Surgery, Department of Surgery, Taichung, Taiwan (GRID:grid.411645.3) (ISNI:0000 0004 0638 9256) 
130  Academia Sinica, Genomic Research Center, Taipei, Taiwan (GRID:grid.28665.3f) (ISNI:0000 0001 2287 1366) 
131  National Taiwan University Hospital, Department of Internal Medicine, Taipei, Taiwan (GRID:grid.412094.a) (ISNI:0000 0004 0572 7815) 
132  American Cancer Society, Laboratory Services, Atlanta, USA (GRID:grid.422418.9) (ISNI:0000 0004 0371 6485) 
133  National Cancer Institute, Division of Cancer Epidemiology and Genetics, Rockville, USA (GRID:grid.48336.3a) (ISNI:0000 0004 1936 8075); Johns Hopkins University, Department of Oncology, School of Medicine, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311); Johns Hopkins Bloomberg School of Public Health, Department of Biostatistics, Baltimore, USA (GRID:grid.21107.35) (ISNI:0000 0001 2171 9311) 
134  Institute for Clinical and Translational Research, Department of Medicine, Section of Epidemiology and Population Science, Houston, USA (GRID:grid.21107.35); Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA (GRID:grid.516068.c) 
135  Institute for Clinical and Translational Research, Department of Medicine, Section of Epidemiology and Population Science, Houston, USA (GRID:grid.59784.37); Dan L Duncan Comprehensive Cancer Center, Baylor College of Medicine, Houston, USA (GRID:grid.516068.c) 
Pages
3043
Publication year
2023
Publication date
2023
Publisher
Nature Publishing Group
e-ISSN
20411723
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2819550389
Copyright
© This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.