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Liu B, Zhao B, Yin Y, Jiang Y, Feng X, Wang L, Zhai L, Liu G, Shi D, Qin J. ctDNA SNORD3F Hypermethylation is a Prognostic Indicator in EGFR-TKI-Treated Advanced Non-Small Cell Lung Cancer. Cancer Manag Res 2024; 16:1405-1416. [PMID: 39411686 PMCID: PMC11476527 DOI: 10.2147/cmar.s474241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Accepted: 08/27/2024] [Indexed: 10/19/2024] Open
Abstract
Purpose DNA methylation plays a regulatory role in the oncogenesis and tumor progression and is valuable in the diagnosis and prognosis of cancer. While circulating tumor DNA (ctDNA) is widely used in the detection of oncogenic mutations and the guidance of treatment in advanced non-small cell lung cancer (NSCLC), studies of ctDNA methylation remains insufficient. We aim to investigate the methylation profiles of ctDNA in patients with advanced NSCLC undergoing EGFR-tyrosine kinase inhibitor (EGFR-TKI) therapy and to discover novel biomarkers with predictive or prognostic value. Patients and Methods We recruited 49 patients with EGFR-mutated advanced NSCLC undergoing EGFR-TKI as first-line treatment. Utilizing next-generation sequencing, we examined the somatic mutations and methylation signatures within the tumor-associated genomic regions of ctDNA from pre-treatment blood. Subsequently, we explored the association of these molecular features with the patients' response to therapy and their progression-free survival (PFS). Results Genomic mutation profiling revealed no significant association of PFS or best overall response (BOR) and ctDNA status. Evaluation of ctDNA methylation showed a negative correlation between the methylation of small nucleolar RNA (snoRNA) genes and PFS (R=-0.31, P=0.043). Furthermore, high-level methylation of SNORD3F was associated with poorer PFS (mPFS 346d vs 243d, HR 0.49, 95% CI 0.24-0.93, P=0.029). Conclusion Our study explored the prognostic value of ctDNA methylation in patients with advanced NSCLC undergoing targeted therapies and first revealed the predictive role of SNORD3F.
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Affiliation(s)
- Bin Liu
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Bingtian Zhao
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Yan Yin
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Yan Jiang
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Xue Feng
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Lei Wang
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Liang Zhai
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Guangxin Liu
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Dongsheng Shi
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Jianwen Qin
- Department of Respiratory and Critical Medicine, Tianjin Chest Hospital, Tianjin, People’s Republic of China
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2
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Moiseenko F, Kuligina E, Elsakova E, Imyanitov E. Epidermal growth factor receptor-mutated lung carcinomas with insufficient response to epidermal growth factor receptor inhibitors. Future Oncol 2024; 20:2397-2407. [PMID: 39229777 PMCID: PMC11520547 DOI: 10.1080/14796694.2024.2386925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2024] [Accepted: 07/29/2024] [Indexed: 09/05/2024] Open
Abstract
Administration of single-agent epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) is a standard treatment option for metastatic non-small cell lung carcinomas with EGFR exon 19 deletions (ex19del) and L858R substitutions. However, there is a significant interpatient heterogeneity with regard to the degree of the response and its duration. Patients with EGFR ex19del mutation, TP53 wild-type, good performance status, low tumor burden and no circulating tumor DNA (ctDNA) at baseline have the best chances to derive pronounced benefit from TKI therapy. In contrast, subjects with EGFR L858R substitution, mutated TP53, poor overall condition, high tumor volume and detectable ctDNA are generally poor responders to EGFR inhibitors. ctDNA dynamics in the first days or weeks of treatment allows reliable identification of patients, who are very unlikely to derive clinically meaningful benefit from single-agent TKIs. These patients are candidates for clinical trials, which may involve the addition of chemotherapy and antiangiogenic drugs to patients, who failed to achieve immediate benefit from TKI monotherapy.
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Affiliation(s)
- Fedor Moiseenko
- N.N. Petrov National Medical Research Center of Oncology, Ministry of Public Health of the Russian Federation, Saint-Petersburg, Russia
- N.P. Napalkov Saint Petersburg Clinical Research & Practical Centre for Specialized Types of Medical Care (Oncological), Saint-Petersburg, Russia
- State budget institution of higher education «North-Western State Medical University named after I.I Mechnikov» under the Ministry of Public Health of the Russian Federation, Saint-Petersburg, Russia
| | - Ekaterina Kuligina
- N.N. Petrov National Medical Research Center of Oncology, Ministry of Public Health of the Russian Federation, Saint-Petersburg, Russia
- N.P. Napalkov Saint Petersburg Clinical Research & Practical Centre for Specialized Types of Medical Care (Oncological), Saint-Petersburg, Russia
- Saint-Petersburg Pediatric Medical University, Saint-Petersburg, Russia
| | - Ekaterina Elsakova
- N.P. Napalkov Saint Petersburg Clinical Research & Practical Centre for Specialized Types of Medical Care (Oncological), Saint-Petersburg, Russia
| | - Evgeny Imyanitov
- N.N. Petrov National Medical Research Center of Oncology, Ministry of Public Health of the Russian Federation, Saint-Petersburg, Russia
- State budget institution of higher education «North-Western State Medical University named after I.I Mechnikov» under the Ministry of Public Health of the Russian Federation, Saint-Petersburg, Russia
- Saint-Petersburg Pediatric Medical University, Saint-Petersburg, Russia
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Ang YLE, Zhao X, Reungwetwattana T, Cho BC, Liao BC, Yeung R, Loong HH, Kim DW, Yang JCH, Lim SM, Ahn MJ, Lee SH, Suwatanapongched T, Kongchauy K, Ou Q, Yu R, Tai BC, Goh BC, Mok TSK, Soo RA. A Phase II Study of Osimertinib in Patients with Advanced-Stage Non-Small Cell Lung Cancer following Prior Epidermal Growth Factor Receptor Tyrosine Kinase Inhibitor (EGFR TKI) Therapy with EGFR and T790M Mutations Detected in Plasma Circulating Tumour DNA (PLASMA Study). Cancers (Basel) 2023; 15:4999. [PMID: 37894366 PMCID: PMC10605750 DOI: 10.3390/cancers15204999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 08/26/2023] [Accepted: 08/29/2023] [Indexed: 10/29/2023] Open
Abstract
Epidermal growth factor receptor (EGFR) T790M mutations drive resistance in 50% of patients with advanced non-small cell lung cancer (NSCLC) who progress on first/second generation (1G/2G) EGFR tyrosine kinase inhibitors (TKIs) and are sensitive to Osimertinib. Tissue sampling is the gold-standard modality of T790M testing, but it is invasive. We evaluated the efficacy of Osimertinib in patients with EGFR mutant NSCLC and T790M in circulating tumour DNA (ctDNA). PLASMA is a prospective, open-label, multicentre single-arm Phase II study. Patients with advanced NSCLC harbouring sensitizing EGFR and T790M mutations in plasma at progression from ≥one 1G/2G TKI were treated with 80 mg of Osimertinib daily until progression. The primary endpoint was the objective response rate (ORR); the secondary endpoints included progression-free survival (PFS), overall survival (OS), disease control rate (DCR) and toxicities. Plasma next-generation sequencing was performed to determine Osimertinib resistance mechanisms and assess serial ctDNA. A total of 110 patients from eight centres in five countries were enrolled from 2017 to 2019. The median follow-up duration was 2.64 (IQR 2.44-3.12) years. The ORR was 50.9% (95% CI 41.2-60.6) and the DCR was 84.5% (95% CI 76.4-90.7). Median PFS was 7.4 (95% CI 6.0-9.3) months; median OS was 1.63 (95% CI 1.35-2.16) years. Of all of the patients, 76% had treatment-related adverse events (TRAEs), most commonly paronychia (22.7%); 11% experienced ≥ Grade 3 TRAEs. The ctDNA baseline load and dynamics were prognostic. Osimertinib is active in NSCLC harbouring sensitizing EGFR and T790M mutations in ctDNA testing post 1G/2G TKIs.
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Affiliation(s)
- Yvonne L. E. Ang
- Department of Haematology-Oncology, National University Cancer Institute, Singapore 119074, Singapore
| | - Xiaotian Zhao
- Geneseeq Research Institute, Geneseeq Technology Inc., Nanjing 210032, China
| | - Thanyanan Reungwetwattana
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
| | - Byoung-Chul Cho
- Division of Medical Oncology, Department of Internal Medicine, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Bin-Chi Liao
- Department of Oncology, National Taiwan University Hospital, Taipei 100229, Taiwan
- National Taiwan University Cancer Center, Taipei 100229, Taiwan
| | - Rebecca Yeung
- Clinical Oncology Department, Pamela Youde Nethersole Eastern Hospital, Chai Wan, Hong Kong
| | - Herbert H. Loong
- Department of Clinical Oncology, The Chinese University of Hong Kong, Central Ave, Hong Kong
| | - Dong-Wan Kim
- Seoul National University College of Medicine, Seoul National University Hospital, Seoul 03080, Republic of Korea
| | - James Chih-Hsin Yang
- Department of Oncology, National Taiwan University Hospital, Taipei 100229, Taiwan
- National Taiwan University Cancer Center, Taipei 100229, Taiwan
| | - Sun Min Lim
- Division of Medical Oncology, Department of Internal Medicine, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul 03722, Republic of Korea
| | - Myung-Ju Ahn
- Division of Haematology-Oncology, Samsung Medical Center, Seoul 06351, Republic of Korea; (M.-J.A.); (S.-H.L.)
| | - Se-Hoon Lee
- Division of Haematology-Oncology, Samsung Medical Center, Seoul 06351, Republic of Korea; (M.-J.A.); (S.-H.L.)
| | - Thitiporn Suwatanapongched
- Division of Diagnostic Radiology, Department of Diagnostic and Therapeutic Radiology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
| | - Kanchaporn Kongchauy
- Clinical Research Center, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
| | - Qiuxiang Ou
- Geneseeq Research Institute, Geneseeq Technology Inc., Nanjing 210032, China
| | - Ruoying Yu
- Geneseeq Research Institute, Geneseeq Technology Inc., Nanjing 210032, China
| | - Bee Choo Tai
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore 117549, Singapore
| | - Boon Cher Goh
- Department of Haematology-Oncology, National University Cancer Institute, Singapore 119074, Singapore
| | - Tony S. K. Mok
- Department of Clinical Oncology, The Chinese University of Hong Kong, Central Ave, Hong Kong
| | - Ross A. Soo
- Department of Haematology-Oncology, National University Cancer Institute, Singapore 119074, Singapore
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Cho YG, Park J, Han JY, Kim TY. Evaluation of the Analytical Performance of Oncomine Lung cfDNA Assay for Detection of Plasma EGFR Mutations. Genes (Basel) 2023; 14:1219. [PMID: 37372399 DOI: 10.3390/genes14061219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 05/30/2023] [Accepted: 06/01/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND The clinical utility of circulating tumor DNA (ctDNA) in the early detection of tumor mutations for targeted therapy and the monitoring of tumor recurrence has been reported. However, the analytical validation of ctDNA assays is required for clinical application. METHODS This study evaluated the analytical performance of the Oncomine Lung cfDNA Assay compared with the cobas®EGFR Mutation Test v2. The analytical specificity and sensitivity were estimated using commercially pre-certified reference materials. The comparative evaluation of the two assays was carried out using reference materials and plasma derived from patients diagnosed with lung cancer. RESULTS Using 20 ng of input cell-free DNA (cfDNA), the analytical sensitivities for EGFR mutations with variant allele frequencies (VAFs) of 1% and 0.1% were 100% and 100%, respectively. With VAFs of 1.2% and 0.1% using 20 ng of input cfDNA, seven out of nine different mutations in six driver genes were identified in the Oncomine Lung cfDNA Assay. The two assays showed 100% concordance in 16 plasma samples clinically. Furthermore, various PIK3CA and/or TP53 mutations were identified only in the Oncomine Lung cfDNA Assay. CONCLUSIONS The Oncomine Lung cfDNA Assay can be used to identify plasma EGFR mutations in patients with lung cancer, although further large-scale studies are required to evaluate the analytical validity for other types of aberrations and genes using clinical samples.
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Affiliation(s)
- Yong Gon Cho
- Department of Laboratory Medicine, Jeonbuk National University Medical School and Hospital, Jeonju 54907, Republic of Korea
- Research Institute of Clinical Medicine, Jeonbuk National University-Biomedical Research Institute, Jeonbuk National University Hospital, Jeonju 54907, Republic of Korea
| | - Joonhong Park
- Department of Laboratory Medicine, Jeonbuk National University Medical School and Hospital, Jeonju 54907, Republic of Korea
| | - Ji Yoon Han
- Department of Pediatrics, College of Medicine, The Catholic University of Korea, Seoul 06591, Republic of Korea
| | - Tae Yun Kim
- Department of Thoracic and Cardiovascular Surgery, Jeonbuk National University Medical School and Hospital, Jeonju 54907, Republic of Korea
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Zaman FY, Subramaniam A, Afroz A, Samoon Z, Gough D, Arulananda S, Alamgeer M. Circulating Tumour DNA (ctDNA) as a Predictor of Clinical Outcome in Non-Small Cell Lung Cancer Undergoing Targeted Therapies: A Systematic Review and Meta-Analysis. Cancers (Basel) 2023; 15:cancers15092425. [PMID: 37173891 PMCID: PMC10177293 DOI: 10.3390/cancers15092425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 04/16/2023] [Accepted: 04/17/2023] [Indexed: 05/15/2023] Open
Abstract
BACKGROUND Liquid biopsy (LB) analysis using (ctDNA)/cell-free DNA (cfDNA) is an emerging alternative to tissue profiling in (NSCLC). LB is used to guide treatment decisions, detect resistance mechanisms, and predicts responses, and, therefore, outcomes. This systematic review and meta-analysis evaluated the impact of LB quantification on clinical outcomes in molecularly altered advanced NSCLC undergoing targeted therapies. METHODS We searched Embase, MEDLINE, PubMed, and Cochrane Database, between 1 January 2020 and 31 August 2022. The primary outcome was progression-free survival (PFS). Secondary outcomes included overall survival (OS), objective response rate (ORR), sensitivity, and specificity. Age stratification was performed based on the mean age of the individual study population. The quality of studies was assessed using the Newcastle-Ottawa Scale (NOS). RESULTS A total of 27 studies (3419 patients) were included in the analysis. Association of baseline ctDNA with PFS was reported in 11 studies (1359 patients), while that of dynamic changes with PFS was reported in 16 studies (1659 patients). Baseline ctDNA-negative patients had a trend towards improved PFS (pooled hazard ratio [pHR] = 1.35; 95%CI: 0.83-1.87; p < 0.001; I2 = 96%) than ctDNA-positive patients. Early reduction/clearance of ctDNA levels after treatment was related to improved PFS (pHR = 2.71; 95%CI: 1.85-3.65; I2 = 89.4%) compared to those with no reduction/persistence in ctDNA levels. The sensitivity analysis based on study quality (NOS) demonstrated improved PFS only for good [pHR = 1.95; 95%CI: 1.52-2.38] and fair [pHR = 1.99; 95%CI: 1.09-2.89] quality studies, but not for poor quality studies. There was, however, a high level of heterogeneity (I2 = 89.4%) along with significant publication bias in our analysis. CONCLUSIONS This large systematic review, despite heterogeneity, found that baseline negative ctDNA levels and early reduction in ctDNA following treatment could be strong prognostic markers for PFS and OS in patients undergoing targeted therapies for advanced NSCLC. Future randomised clinical trials should incorporate serial ctDNA monitoring to further establish the clinical utility in advanced NSCLC management.
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Affiliation(s)
- Farzana Y Zaman
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
| | - Ashwin Subramaniam
- School of Public Health and Preventive Medicine, Monash University, Clayton 3168, Australia
- Department of Intensive Care, Peninsula Health, Frankston 3199, Australia
- Peninsula Clinical School, Monash University, Frankston 3199, Australia
| | - Afsana Afroz
- School of Public Health and Preventive Medicine, Monash University, Clayton 3168, Australia
| | - Zarka Samoon
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
| | - Daniel Gough
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- Department of Molecular and Translational Science, Monash University, Clayton 3168, Australia
| | - Surein Arulananda
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- School of Clinical Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton 3168, Australia
| | - Muhammad Alamgeer
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- School of Clinical Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton 3168, Australia
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Zhong J, Bai H, Wang Z, Duan J, Zhuang W, Wang D, Wan R, Xu J, Fei K, Ma Z, Zhang X, Wang J. Treatment of advanced non-small cell lung cancer with driver mutations: current applications and future directions. Front Med 2023; 17:18-42. [PMID: 36848029 DOI: 10.1007/s11684-022-0976-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 12/05/2022] [Indexed: 03/01/2023]
Abstract
With the improved understanding of driver mutations in non-small cell lung cancer (NSCLC), expanding the targeted therapeutic options improved the survival and safety. However, responses to these agents are commonly temporary and incomplete. Moreover, even patients with the same oncogenic driver gene can respond diversely to the same agent. Furthermore, the therapeutic role of immune-checkpoint inhibitors (ICIs) in oncogene-driven NSCLC remains unclear. Therefore, this review aimed to classify the management of NSCLC with driver mutations based on the gene subtype, concomitant mutation, and dynamic alternation. Then, we provide an overview of the resistant mechanism of target therapy occurring in targeted alternations ("target-dependent resistance") and in the parallel and downstream pathways ("target-independent resistance"). Thirdly, we discuss the effectiveness of ICIs for NSCLC with driver mutations and the combined therapeutic approaches that might reverse the immunosuppressive tumor immune microenvironment. Finally, we listed the emerging treatment strategies for the new oncogenic alternations, and proposed the perspective of NSCLC with driver mutations. This review will guide clinicians to design tailored treatments for NSCLC with driver mutations.
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Affiliation(s)
- Jia Zhong
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Hua Bai
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Zhijie Wang
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Jianchun Duan
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Wei Zhuang
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Di Wang
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Rui Wan
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Jiachen Xu
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Kailun Fei
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Zixiao Ma
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Xue Zhang
- State Key Laboratory of Molecular Oncology, 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, 100021, China
| | - Jie Wang
- State Key Laboratory of Molecular Oncology, 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, 100021, China.
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