2
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Shin SH, Cha S, Lee HY, Shin SH, Kim YJ, Park D, Han KY, Oh YJ, Park WY, Ahn MJ, Kim H, Won HH, Park HY. Machine learning model for circulating tumor DNA detection in chronic obstructive pulmonary disease patients with lung cancer. Transl Lung Cancer Res 2024; 13:112-125. [PMID: 38404987 PMCID: PMC10891398 DOI: 10.21037/tlcr-23-633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 01/17/2024] [Indexed: 02/27/2024]
Abstract
Background Patients with chronic obstructive pulmonary disease (COPD) have a high risk of developing lung cancer. Due to the high rates of complications from invasive diagnostic procedures in this population, detecting circulating tumor DNA (ctDNA) as a non-invasive method might be useful. However, clinical characteristics that are predictive of ctDNA mutation detection remain incompletely understood. This study aimed to investigate factors associated with ctDNA detection in COPD patients with lung cancer. Methods Herein, 177 patients with COPD and lung cancer were prospectively recruited. Plasma ctDNA was genotyped using targeted deep sequencing. Comprehensive clinical variables were collected, including the emphysema index (EI), using chest computed tomography. Machine learning models were constructed to predict ctDNA detection. Results At least one ctDNA mutation was detected in 54 (30.5%) patients. After adjustment for potential confounders, tumor stage, C-reactive protein (CRP) level, and milder emphysema were independently associated with ctDNA detection. An increase of 1% in the EI was associated with a 7% decrease in the odds of ctDNA detection (adjusted odds ratio =0.933; 95% confidence interval: 0.857-0.999; P=0.047). Machine learning models composed of multiple clinical factors predicted individuals with ctDNA mutations at high performance (AUC =0.774). Conclusions ctDNA mutations were likely to be observed in COPD patients with lung cancer who had an advanced clinical stage, high CRP level, or milder emphysema. This was validated in machine learning models with high accuracy. Further prospective studies are required to validate the clinical utility of our findings.
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Affiliation(s)
- Sun Hye Shin
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Soojin Cha
- Department of Health Science and Technology, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, Republic of Korea
- Hanyang University Institute for Rheumatology Research, Seoul, Republic of Korea
| | - Ho Yun Lee
- Department of Health Science and Technology, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, Republic of Korea
- Department of Radiology, Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Seung-Ho Shin
- Geninus Inc., Seoul, Republic of Korea
- Artificial Intelligence Research Center, Hallym University Sacred Heart Hospital, Chuncheon-si, Republic of Korea
| | - Yeon Jeong Kim
- Samsung Genome Institute, Samsung Medical Center, Seoul, Republic of Korea
| | - Donghyun Park
- Geninus Inc., Seoul, Republic of Korea
- Planit Healthcare Inc., Seoul, Republic of Korea
| | - Kyung Yeon Han
- Samsung Genome Institute, Samsung Medical Center, Seoul, Republic of Korea
| | - You Jin Oh
- Department of Radiology, Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Woong-Yang Park
- Geninus Inc., Seoul, Republic of Korea
- Samsung Genome Institute, Samsung Medical Center, Seoul, Republic of Korea
| | - Myung-Ju Ahn
- Division of Haematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Hojoong Kim
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Hong-Hee Won
- Department of Health Science and Technology, Samsung Advanced Institute for Health Sciences and Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Seoul, Republic of Korea
- Samsung Genome Institute, Samsung Medical Center, Seoul, Republic of Korea
| | - Hye Yun Park
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
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3
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Zhou C, Qin Y, Zhao W, Liang Z, Li M, Liu D, Bai L, Chen Y, Chen Y, Cheng Y, Chu T, Chu Q, Deng H, Dong Y, Fang W, Fu X, Gao B, Han Y, He Y, Hong Q, Hu J, Hu Y, Jiang L, Jin Y, Lan F, Li Q, Li S, Li W, Li Y, Liang W, Lin G, Lin X, Liu M, Liu X, Liu X, Liu Z, Lv T, Mu C, Ouyang M, Qin J, Ren S, Shi H, Shi M, Su C, Su J, Sun D, Sun Y, Tang H, Wang H, Wang K, Wang K, Wang M, Wang Q, Wang W, Wang X, Wang Y, Wang Z, Wang Z, Wu L, Wu D, Xie B, Xie M, Xie X, Xie Z, Xu S, Xu X, Yang X, Yin Y, Yu Z, Zhang J, Zhang J, Zhang J, Zhang X, Zhang Y, Zhong D, Zhou Q, Zhou X, Zhou Y, Zhu B, Zhu Z, Zou C, Zhong N, He J, Bai C, Hu C, Li W, Song Y, Zhou J, Han B, Varga J, Barreiro E, Park HY, Petrella F, Saito Y, Goto T, Igai H, Bravaccini S, Zanoni M, Solli P, Watanabe S, Fiorelli A, Nakada T, Ichiki Y, Berardi R, Tsoukalas N, Girard N, Rossi A, Passaro A, Hida T, Li S, Chen L, Chen R. International expert consensus on diagnosis and treatment of lung cancer complicated by chronic obstructive pulmonary disease. Transl Lung Cancer Res 2023; 12:1661-1701. [PMID: 37691866 PMCID: PMC10483081 DOI: 10.21037/tlcr-23-339] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 08/04/2023] [Indexed: 09/12/2023]
Abstract
Background Lung cancer combined by chronic obstructive pulmonary disease (LC-COPD) is a common comorbidity and their interaction with each other poses significant clinical challenges. However, there is a lack of well-established consensus on the diagnosis and treatment of LC-COPD. Methods A panel of experts, comprising specialists in oncology, respiratory medicine, radiology, interventional medicine, and thoracic surgery, was convened. The panel was presented with a comprehensive review of the current evidence pertaining to LC-COPD. After thorough discussions, the panel reached a consensus on 17 recommendations with over 70% agreement in voting to enhance the management of LC-COPD and optimize the care of these patients. Results The 17 statements focused on pathogenic mechanisms (n=2), general strategies (n=4), and clinical application in COPD (n=2) and lung cancer (n=9) were developed and modified. These statements provide guidance on early screening and treatment selection of LC-COPD, the interplay of lung cancer and COPD on treatment, and considerations during treatment. This consensus also emphasizes patient-centered and personalized treatment in the management of LC-COPD. Conclusions The consensus highlights the need for concurrent treatment for both lung cancer and COPD in LC-COPD patients, while being mindful of the mutual influence of the two conditions on treatment and monitoring for adverse reactions.
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Affiliation(s)
- Chengzhi Zhou
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Yinyin Qin
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Wei Zhao
- Department of Respiratory and Critical Care Medicine, Chinese People’s Liberation Army (PLA) General Hospital, Beijing, China
| | - Zhenyu Liang
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Min Li
- Department of Respiratory Medicine, Xiangya Cancer Center, Xiangya Hospital, Central South University, Changsha, China
| | - Dan Liu
- Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Li Bai
- Department of Respiratory Medicine, Xinqiao Hospital Army Medical University, Chongqing, China
| | - Yahong Chen
- Department of Respiratory and Critical Care Medicine, Peking University Third Hospital, Beijing, China
| | - Yan Chen
- Department of Respiratory and Critical Care Medicine, the Second Xiangya Hospital, Central South University, Changsha, China
| | - Yuan Cheng
- Department of Respiratory and Critical Care Medicine, Peking University First Hospital, Beijing, China
| | - Tianqing Chu
- Department of Respiratory Medicine, Shanghai Chest Hospital, Jiaotong University, Shanghai, China
| | - Qian Chu
- Department of Oncology, Tongji Hospital, Huazhong University of Science and Technology, Wuhan, China
| | - Haiyi Deng
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Yuchao Dong
- Department of Pulmonary and Critical Care Medicine, Shanghai Changhai Hospital, Second Military Medical University, Shanghai, China
| | - Wenfeng Fang
- Department of Medical Oncology, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Xiuhua Fu
- Division of Respiratory Diseases, Affiliated Hospital of Inner Mongolia Medical University, Hohhot, China
| | - Beili Gao
- Department of Respiratory, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Yiping Han
- Department of Respiratory Medicine, Changhai Hospital, Second Military Medical University, Shanghai, China
| | - Yong He
- Department of Pulmonary and Critical Care Medicine, Daping Hospital, Army Medical University, Chongqing, China
| | - Qunying Hong
- Department of Respiratory Medicine, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jie Hu
- Department of Respiratory Medicine, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yi Hu
- Department of Medical Oncology, Chinese People’s Liberation Army (PLA) General Hospital, Beijing, China
| | - Liyan Jiang
- Department of Respiratory Medicine, Shanghai Chest Hospital, Jiaotong University, Shanghai, China
| | - Yang Jin
- Department of Respiratory and Critical Care Medicine, NHC Key Laboratory of Pulmonary Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Fen Lan
- Department of Respiratory Medicine, The Second Affiliated Hospital of Zhejiang University of Medicine, Hangzhou, China
| | - Qiang Li
- Department of Respiratory Medicine, Shanghai Dongfang Hospital, Shanghai, China
| | - Shuben Li
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Wen Li
- Key Laboratory of Respiratory Disease of Zhejiang Province, Department of Respiratory and Critical Care Medicine, Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, China
| | - Yaqing Li
- Department of Internal Medicine, Cancer Hospital of the University of Chinese Academy of Sciences, Zhejiang Cancer Hospital, Hangzhou, China
| | - Wenhua Liang
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Gen Lin
- Department of Thoracic Oncology, Fujian Cancer Hospital and Fujian Medical University Cancer Hospital, Fuzhou, China
| | - Xinqing Lin
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Ming Liu
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Xiaofang Liu
- Department of Respiratory and Critical Care Medicine, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Xiaoju Liu
- Department of Gerontal Respiratory Medicine, The First Hospital of Lanzhou University, Lanzhou, China
| | - Zhefeng Liu
- Department of Oncology, General Hospital of Chinese PLA, Beijing, China
| | - Tangfeng Lv
- Department of Respiratory Medicine, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - Chuanyong Mu
- Department of Respiratory Medicine, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Ming Ouyang
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Jianwen Qin
- Department of Respiratory and Critical Care Medicine, Tianjin Chest Hospital, Tianjin, China
| | - Shengxiang Ren
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Thoracic Cancer Institute, Tongji University School of Medicine, Shanghai, China
| | - Huanzhong Shi
- Department of Respiratory and Critical Care Medicine, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Minhua Shi
- Department of Respiratory Medicine, The Second Affiliated Hospital of Suzhou University, Suzhou, China
| | - Chunxia Su
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, China
| | - Jin Su
- Department of Respiratory and Critical Care Medicine, Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Dejun Sun
- Department of Respiratory and Critical Care Medicine, Inner Mongolia Autonomous Region People’s Hospital, Hohhot, China
| | - Yongchang Sun
- Department of Respiratory and Critical Care Medicine, Peking University Third Hospital, Beijing, China
| | - Huaping Tang
- Department of Respiratory Medicine, Qingdao Municipal Hospital, Qingdao, China
| | - Huijuan Wang
- Department of Medical Oncology, The Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, China
| | - Kai Wang
- Department of Respiratory Medicine, The Second Affiliated Hospital of Zhejiang University of Medicine, Hangzhou, China
| | - Ke Wang
- Department of Respiratory Medicine, The Second Hospital of Jilin University, Changchun, China
| | - Mengzhao Wang
- Department of Respiratory and Critical Care Medicine, Peking Union Medical College Hospital, Beijing, China
| | - Qi Wang
- Department of Respiratory Medicine, The Second Affiliated Hospital of Dalian Medical University, Dalian, China
| | - Wei Wang
- Department of Pulmonary and Critical Care Medicine, the First Hospital of China Medical University, Shenyang, China
| | - Xiaoping Wang
- Department of Respiratory Disease, China-Japan Friendship Hospital, Beijing, China
| | - Yuehong Wang
- Department of Respiratory Medicine, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zhijie Wang
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zirui Wang
- Department of Respiratory and Critical Care Medicine, Chinese People’s Liberation Army (PLA) General Hospital, Beijing, China
| | - Lin Wu
- Thoracic Medicine Department II, Hunan Cancer Hospital, Changsha, China
| | - Di Wu
- Department of Respiratory Medicine, Shenzhen People’s Hospital, Shenzhen, China
| | - Baosong Xie
- Department of Respiratory Medicine, Fujian Provincial Hospital, Fuzhou, China
| | - Min Xie
- Department of Pulmonary and Critical Care Medicine, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaohong Xie
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Zhanhong Xie
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Shufeng Xu
- Department of Respiratory and Critical Care Medicine, First Hospital of Qinhuangdao, Qinhuangdao, China
| | - Xiaoman Xu
- Department of Respiratory Medicine, Shengjing Hospital of China Medical University, Shenyang, China
| | - Xia Yang
- Department of Respiratory Medicine, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Yan Yin
- Department of Pulmonary and Critical Care Medicine, the First Hospital of China Medical University, Shenyang, China
| | - Zongyang Yu
- Department of Pulmonary and Critical Care Medicine, The 900th Hospital of Joint Logistic Support Force, PLA, Fuzhou, China
| | - Jian Zhang
- Department of Pulmonary and Critical Care Medicine, Xijing Hospital, Fourth Military Medical University, Xi’an, China
| | - Jianqing Zhang
- Second Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Jing Zhang
- Department of Respiratory Medicine, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Xiaoju Zhang
- Department of Respiratory and Critical Care Medicine, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou University, Zhengzhou, China
| | - Yingying Zhang
- Department of Medical Oncology, Xiangya Hospital, Central South University, Changsha, China
| | - Diansheng Zhong
- Department of Medical Oncology, Tianjin Medical University General Hospital, Tianjin, China
| | - Qing Zhou
- Guangdong Lung Cancer Institute, Guangdong Provincial People’s Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Xiangdong Zhou
- Department of Respiratory Medicine, The First Affiliated Hospital of Army Medical University, Chongqing, China
| | - Yanbin Zhou
- Department of Respiratory and Critical Care Medicine, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Bo Zhu
- Chongqing Key Laboratory of Immunotherapy, Xinqiao Hospital, Third Military Medical University, Chongqing, China
| | - Zhengfei Zhu
- Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, China
| | - Chenxi Zou
- Department of Respiratory and Critical Care Medicine, Chinese People’s Liberation Army (PLA) General Hospital, Beijing, China
| | - Nanshan Zhong
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Jianxing He
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Chunxue Bai
- Department of Pulmonary Medicine, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Chengping Hu
- Department of Pulmonary Medicine, Xiangya Hospital, Central South University, Changsha, China
| | - Weimin Li
- Department of Respiratory and Critical Care Medicine, Clinical Research Center for Respiratory Disease, West China Hospital, Sichuan University, Chengdu, China
| | - Yong Song
- Department of Respiratory and Critical Care Medicine, Jinling Hospital, Nanjing, China
| | - Jianying Zhou
- Department of Respiratory Diseases, The First Affiliated Hospital of College of Medicine, Zhejiang University, Hangzhou, China
| | - Baohui Han
- Department of Pulmonology, Shanghai Chest Hospital, Shanghai, China
| | - Janos Varga
- Department of Pulmonology, Semmelweis University, Budapest, Hungary
| | - Esther Barreiro
- Pulmonology Department-Lung Cancer and Muscle Research Group, IMIM-Hospital del Mar, Parc de Salut Mar, Department of Medicine and Life Sciences (MELIS), Pompeu Fabra University (UPF), CIBER de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III (ISCIII) Barcelona, Spain
| | - Hye Yun Park
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Francesco Petrella
- Division of Thoracic Surgery, IRCCS European Institute of Oncology, Milan, Italy
- Department of Oncology and Hemato-oncology, University of Milan, Milan, Italy
| | - Yuichi Saito
- Department of Surgery, Teikyo University School of Medicine, Tokyo, Japan
| | - Taichiro Goto
- Lung Cancer and Respiratory Disease Center, Yamanashi Central Hospital, Yamanashi, Japan
| | - Hitoshi Igai
- Department of General Thoracic Surgery, Japanese Red Cross Maebashi Hospital, Maebashi, Gunma, Japan
| | - Sara Bravaccini
- IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Michele Zanoni
- IRCCS Istituto Romagnolo per lo Studio dei Tumori (IRST) “Dino Amadori”, Meldola, Italy
| | - Piergiorgio Solli
- Department of Cardio-Thoracic Surgery and Hearth & Lung Transplantation, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Satoshi Watanabe
- Department of Respiratory Medicine and Infectious Diseases, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Alfonso Fiorelli
- Thoracic Surgery Unit, Universitàdella Campania Luigi Vanvitelli, Naples, Italy
| | - Takeo Nakada
- Division of Thoracic Surgery, Department of Surgery, the Jikei University School of Medicine, Tokyo, Japan
| | - Yoshinobu Ichiki
- Department of General Thoracic Surgery, Saitama Medical University International Medical Center, Saitama, Japan
| | - Rossana Berardi
- Clinica Oncologica, Università Politecnica delle Marche, Azienda Ospedaliero-Universitaria delle Marche, Ancona, Italy
| | | | - Nicolas Girard
- Institut du Thorax Curie Montsouris, Institut Curie, Paris, France
- Paris Saclay, UVSQ, Versailles, France
| | - Antonio Rossi
- Oncology Center of Excellence, Therapeutic Science & Strategy Unit, IQVIA, Milan, Italy
| | - Antonio Passaro
- Division of Thoracic Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Toyoaki Hida
- Lung Cancer Center, Central Japan International Medical Center, Minokamo, Japan
| | - Shiyue Li
- The First Affiliated Hospital of Guangzhou Medical University, National Center for Respiratory Medicine, National Clinical Research Center for Respiratory Disease, State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Health, Guangzhou, China
| | - Liang’an Chen
- Department of Respiratory and Critical Care Medicine, Chinese People’s Liberation Army (PLA) General Hospital, Beijing, China
| | - Rongchang Chen
- Shenzhen Institute of Respiratory Diseases, Shenzhen People’s Hospital, Shenzhen, China
- Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
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