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Ren J, Wang Y, Liu C, Yang L, Men X, Qiu Z. Correlation analysis of clinical, pathological, imaging and genetic features of ground-glass nodule featured lung adenocarcinomas between high-risk and non-high-risk individuals. Eur J Med Res 2023; 28:478. [PMID: 37924162 PMCID: PMC10625210 DOI: 10.1186/s40001-023-01462-3] [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: 04/12/2023] [Accepted: 10/19/2023] [Indexed: 11/06/2023] Open
Abstract
BACKGROUND Early stage lung adenocarcinomas manifested as ground-glass nodules (GGNs) are increasingly being detected, but screening and diagnosis for GGN-featured lung adenocarcinomas in different risk populations reach no agreement. OBJECTIVES To analyze the clinical, pathological, imaging and genetic features of GGN-featured lung adenocarcinomas on high-resolution computed tomography (HRCT) in different risk groups. METHODS Include patients with GGNs on HRCT surgically diagnosed as lung adenocarcinoma in the West China Hospital, Sichuan University from 2009 to 2021, and their clinical, pathological, imaging and gene sequencing data. RESULTS According to Chinese Expert Consensus on Screening and Management of Lung Cancer, 1,800 patients with GGN-featured lung adenocarcinoma, 545 males (incl. 269 smokers) and 1,255 females (incl. 16 smokers), were divided into high-risk (509) and non-high-risk (1,291) groups. Among them, 1,095 were detected via physical examination. The mean age at diagnosis was 54.78 (23-84) and the mean time from detection to diagnosis was 9.59 months. There were more males than females in the high-risk group [288 (56.58%) vs 221 (43.42%)], just the opposite in the non-high-risk group [1,034 (80.09%) vs 257 (19.91%)] (both P < 0.001). No statistical difference was found in GGN detection way (P > 0.05). The frequency of invasive adenocarcinoma was higher in the high-risk group, while those of precursor lesions and minimally invasive adenocarcinoma were higher in the non-high-risk group (all P < 0.001). The preoperative follow-up time in the non-high-risk group was shorter (P < 0.05). A total of 711 gene mutations were observed in 473 patients with a ratio of non-high-risk to high-risk of 494:217. The incidence of EGFR mutation was not statistically significant (P = 0.824), while those of TP53 and KRAS mutations were higher in the high-risk group (P < 0.05). CONCLUSIONS GGN-featured lung adenocarcinoma is dominated by non-high-risk female patients. Shorter preoperative follow-up in the non-high-risk group and no statistical difference in GGN detection way suggests the existing screening criteria for high-risk population may not suit GGN-featured lung cancer. In addition, the incidences of KRAS and TP53 mutations are higher in the high-risk group.
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Affiliation(s)
- Jing Ren
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
- The Integrated Care Management Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Yuan Wang
- Department of Pulmonary and Critical Care Medicine/Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Chunrong Liu
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
- Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Lan Yang
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Xinlu Men
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
- Outpatient Department, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Zhixin Qiu
- Department of Pulmonary and Critical Care Medicine, State Key Laboratory of Respiratory Health and Multimorbidity, Precision Medicine Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
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K SK, Choppala AD. Development and Optimization of Osimertinib-loaded Biodegradable Polymeric Nanoparticles Enhance In-vitro Cytotoxicity in Mutant EGFR NSCLC Cell Models and In-vivo Tumor Reduction in H1975 Xenograft Mice Models. AAPS PharmSciTech 2022; 23:159. [PMID: 35676448 DOI: 10.1208/s12249-022-02314-9] [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: 02/24/2022] [Accepted: 05/19/2022] [Indexed: 11/30/2022] Open
Abstract
Osimertinib (OMB), a third-generation EGFR inhibitor, specifically and irreversibly inhibits EGFRT790M mutant form. Nevertheless, its clinical use is limited due to poor solubility, low absorption, and oral bioavailability. To overcome the low therapeutic capabilities of the free drug, we developed OMB-loaded PCL or CHS nanoparticles and characterized them. Among fifteen devised nanoparticle formulations (Npfs), OMB-PCL-f3, f9, and OMB-CHS-f3 showed great characteristics such as particle size (ranges from 101.3 ± 8.2 to 119.7 ± 10.4 nm), zeta potential (-36.4 ± 3.2 to -31.7 ± 3.9 mV), and polydispersity index (0.227 ± 0.037 to 0.261 ± 0.025). The % entrapment (91.25 ± 5.84 to 95.25 ± 5.88) and drug loading (29.64 ± 2.38 to 33.59 ± 2.36) indicated the formulation optimization. OMB-CHS-f3 demonstrated long-term in-vitro release, with a % cumulative OMB release of 99.99 ± 2.67 within 24 h, and the cytotoxicity of OMB-CHS-f3 showed 2.6- and 2.4-fold superior activity in mutant EGFR harboring H1975 and PC-9 cells, respectively, compared to plain OMB. Quantitative assessment of OMB cellular uptake from OMB-CHS-f3 showed superior drug accumulation of 81.59 ± 5.8% and 77.31 ± 4.6% in H1975 and PC-9 cells which was more than OMB-CHS-f9 and plain OMB. Flow cytometric cell cycle analysis revealed that OMB-CHS-f3 triggered G2/M phase arrest greater than OMB-PCL-f9 and plain OMB. In vivo, OMB-CHS-f3 Npf treatment reduced tumor size and body weight gain compared to Tagrisso treatment (p < 0.05). These findings showed that chitosan-coated OMB Npfs might improve outcomes by overcoming complications, including resistance and disease recurrence in NSCLC patients.
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Affiliation(s)
- Sanjay Kumar K
- GITAM Institute of Pharmacy, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, 500035, India
| | - Asha Deepti Choppala
- GITAM Institute of Pharmacy, GITAM (Deemed to be University), Visakhapatnam, Andhra Pradesh, 500035, India.
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Li Y, Chang Y, Fu J, Ding R, Zhang L, Liang T, Liu Y, Liu Y, Hu J. Design, synthesis and biological evaluation of aminopyrimidine derivatives bearing a 4,5,6,7-tetrahydrothieno [3,2-c]pyridine as potent EGFR inhibitors. Eur J Med Chem 2021; 226:113845. [PMID: 34534838 DOI: 10.1016/j.ejmech.2021.113845] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 08/30/2021] [Accepted: 09/07/2021] [Indexed: 11/26/2022]
Abstract
To resolve the problem of drug resistance caused by epidermal growth factor receptor (EGFR) mutations in non-small cell lung cancer, we used the principle of collocation to design and synthesize a series of aminopyrimidine derivatives with 4,5,6,7-tetrahydrothieno [3,2-c]pyridine side chains (according to the binding mode of AZD9291 to EGFRT790M) for use as EGFRL858R/T790M kinase inhibitors. The most promising compound A12, a non-covalently bound reversible inhibitor, showed excellent kinase inhibitory activity against EGFRL858R/T790M, with an IC50 value of 4.0 nM and more than 42-fold selectivity for EGFRWT (IC50 = 170.0 nM). Moreover, compound A12 showed strong anti-proliferative activity against H1975 cells, with IC50 value of 0.086 μΜ. Additionally, the effective inhibition of cell migration and the promotion of apoptosis by A12 verified its mechanism of action, as a selective inhibitor of EGFRL858R/T790M.
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Affiliation(s)
- Yingxue Li
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Yaoyao Chang
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Jianfang Fu
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Rongcai Ding
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Lingyun Zhang
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Tian Liang
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China
| | - Yajing Liu
- Key Laboratory of Structure-Based Drug Design and Discovery, Ministry of Education, Shenyang Pharmaceutical University, 103 Wenhua Road, Shenhe District, Shenyang, 110016, China
| | - Yue Liu
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China.
| | - Jinxing Hu
- Weifang Medical University, No.7166 Baotong Road, Weifang, 261053, PR China.
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Schperberg AV, Boichard A, Tsigelny IF, Richard SB, Kurzrock R. Machine learning model to predict oncologic outcomes for drugs in randomized clinical trials. Int J Cancer 2020; 147:2537-2549. [PMID: 32745254 DOI: 10.1002/ijc.33240] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2020] [Revised: 07/15/2020] [Accepted: 07/17/2020] [Indexed: 11/12/2022]
Abstract
Predicting oncologic outcome is challenging due to the diversity of cancer histologies and the complex network of underlying biological factors. In this study, we determine whether machine learning (ML) can extract meaningful associations between oncologic outcome and clinical trial, drug-related biomarker and molecular profile information. We analyzed therapeutic clinical trials corresponding to 1102 oncologic outcomes from 104 758 cancer patients with advanced colorectal adenocarcinoma, pancreatic adenocarcinoma, melanoma and nonsmall-cell lung cancer. For each intervention arm, a dataset with the following attributes was curated: line of treatment, the number of cytotoxic chemotherapies, small-molecule inhibitors, or monoclonal antibody agents, drug class, molecular alteration status of the clinical arm's population, cancer type, probability of drug sensitivity (PDS) (integrating the status of genomic, transcriptomic and proteomic biomarkers in the population of interest) and outcome. A total of 467 progression-free survival (PFS) and 369 overall survival (OS) data points were used as training sets to build our ML (random forest) model. Cross-validation sets were used for PFS and OS, obtaining correlation coefficients (r) of 0.82 and 0.70, respectively (outcome vs model's parameters). A total of 156 PFS and 110 OS data points were used as test sets. The Spearman correlation (rs ) between predicted and actual outcomes was statistically significant (PFS: rs = 0.879, OS: rs = 0.878, P < .0001). The better outcome arm was predicted in 81% (PFS: N = 59/73, z = 5.24, P < .0001) and 71% (OS: N = 37/52, z = 2.91, P = .004) of randomized trials. The success of our algorithm to predict clinical outcome may be exploitable as a model to optimize clinical trial design with pharmaceutical agents.
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Affiliation(s)
- Alexander V Schperberg
- CureMatch, Inc., San Diego, California, USA.,Department of Mechanical and Aerospace Engineering, University of California Los Angeles, Los Angeles, California, USA
| | - Amélie Boichard
- Center for Personalized Cancer Therapy and Division of Hematology and Oncology, University of California San Diego Moores Cancer Center, La Jolla, California, USA
| | - Igor F Tsigelny
- CureMatch, Inc., San Diego, California, USA.,San Diego Supercomputer Center, University of California San Diego, La Jolla, California, USA.,Department of Neurosciences, University of California San Diego, La Jolla, California, USA
| | - Stéphane B Richard
- CureMatch, Inc., San Diego, California, USA.,Oncodesign, Inc., New York, New York, USA
| | - Razelle Kurzrock
- Center for Personalized Cancer Therapy and Division of Hematology and Oncology, University of California San Diego Moores Cancer Center, La Jolla, California, USA
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Zhao B, Zhao C, Hu X, Xu S, Lan Z, Guo Y, Yang Z, Zhu W, Zheng P. Design, synthesis and 3D-QSAR analysis of novel thiopyranopyrimidine derivatives as potential antitumor agents inhibiting A549 and Hela cancer cells. Eur J Med Chem 2020; 185:111809. [DOI: 10.1016/j.ejmech.2019.111809] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 09/17/2019] [Accepted: 10/21/2019] [Indexed: 12/27/2022]
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Zhao B, Xiao Z, Qi J, Luo R, Lan Z, Zhang Y, Hu X, Tang Q, Zheng P, Xu S, Zhu W. Design, synthesis and biological evaluation of AZD9291 derivatives as selective and potent EGFRL858R/T790M inhibitors. Eur J Med Chem 2019; 163:367-380. [DOI: 10.1016/j.ejmech.2018.11.069] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Revised: 11/19/2018] [Accepted: 11/28/2018] [Indexed: 01/08/2023]
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Zhou P, Chen G, Gao M, Wu J. Design, synthesis and evaluation of the osimertinib analogue (C-005) as potent EGFR inhibitor against NSCLC. Bioorg Med Chem 2018; 26:6135-6145. [PMID: 30442506 DOI: 10.1016/j.bmc.2018.10.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Revised: 10/08/2018] [Accepted: 10/19/2018] [Indexed: 01/26/2023]
Abstract
Osimertinib has been approved as a first-line treatment for non-small-cell lung cancer (NSCLC) patients whose tumor carries EGFR activation and / or resistant mutations. To mitigate Osimertinib's toxicity caused by AZ5104, the N-demethylation metabolite of Osimertinib, we designed and synthesized a series of Osimertinib analogs with different headpieces. In vitro and in vivo analysis rendered a potential clinical candidate C-005 which had pyrrolo-pyridine headpiece. Biochemically, C-005 and its main human hepatocyte metabolite showed over 30 fold selectivity of L858R/T790M mutant EGFR over WT EGFR. Such selectivity profile was retained at cellular level. In general, C-005 is 2-14 fold more selective than Osimertinib in a panel of WT EGFR cancer cell lines. Furthermore, C-005 demonstrated robust antitumor efficacy and good tolerability in NCI-H1975, PC-9 and HCC827 xenograft mouse models, making it a potential candidate for human test in clinical.
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Affiliation(s)
- Ping Zhou
- Wuxi Shuangliang Biotechnology Co., Ltd., Jiangyin, Jiangsu Province 214437, People's Republic of China
| | - Gang Chen
- Nanjing Galaxy Biological Technology Co., Ltd., Nanjing, Jiangsu 210032, People's Republic of China
| | - Minqi Gao
- Wuxi Biortus Biosciences Co., Ltd., Jiangyin, Jiangsu Province 214437, People's Republic of China
| | - Jiaquan Wu
- Wuxi Shuangliang Biotechnology Co., Ltd., Jiangyin, Jiangsu Province 214437, People's Republic of China; Wuxi Biortus Biosciences Co., Ltd., Jiangyin, Jiangsu Province 214437, People's Republic of China.
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Wang XS, Zhang L, Li X, Kong DJ, Hu XC, Ding XZ, Yang JQ, Zhao MQ, He Y, Lam KS, Gao SG, Lin TY, Li Y. Nanoformulated paclitaxel and AZD9291 synergistically eradicate non-small-cell lung cancers in vivo. Nanomedicine (Lond) 2018; 13:1107-1120. [PMID: 29874151 DOI: 10.2217/nnm-2017-0355] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023] Open
Abstract
AIM This study aims to develop new nanoformulations of EGFR T790M targeted inhibitor AZD9291 and paclitaxel (PTX) for combination therapy of lung cancer. MATERIALS & METHODS We prepared and characterized PTX- and AZD9291-loaded disulfide cross-linking micelles (DCMs), and evaluate their combination effect and toxicity in vitro and in lung cancer-bearing mice. RESULTS Drug-loaded DCMs were relatively small in size, and possessed glutathione-responsive drug release. The combination of PTX-DCMs and AZD92921-DCMs exhibited strong synergistic effects in both cell line and in vivo without additional toxicity. Molecular studies demonstrated the synergistic modification in both IKB-α/NF-κB/Bcl-2 and EGFR/Akt pathways. CONCLUSION The combination of DCM-loaded AZD9291 and PTX could potentially offer more effective and less toxicity treatment options for lung cancer patients.
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Affiliation(s)
- Xin-Shuai Wang
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Li Zhang
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Xiaocen Li
- Department of Biochemistry & Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA
| | - De-Jiu Kong
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Xiao-Chen Hu
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Xue-Zhen Ding
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Jun-Qiang Yang
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Meng-Qi Zhao
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Yixuan He
- Department of Biochemistry & Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA
| | - Kit S Lam
- Department of Biochemistry & Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA
| | - She-Gan Gao
- Henan Key Laboratory of Cancer Epigenetics, Cancer Hospital, The First Affiliated Hospital, College of Clinical Medicine, Medical College of Henan, University of Science & Technology, Luoyang 471003, China
| | - Tzu-Yin Lin
- Department of Internal Medicine, School of Medicine, University of California Davis, Sacramento, CA 95817, USA
| | - Yuanpei Li
- Department of Biochemistry & Molecular Medicine, University of California Davis, Sacramento, CA 95817, USA
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Gao H, Yang Z, Yang X, Rao Y. Synthesis and evaluation of osimertinib derivatives as potent EGFR inhibitors. Bioorg Med Chem 2017; 25:4553-4559. [PMID: 28716641 DOI: 10.1016/j.bmc.2017.06.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2017] [Revised: 05/29/2017] [Accepted: 06/04/2017] [Indexed: 01/17/2023]
Abstract
Osimertinib has been identified as a promising therapeutic drug targeting for EGFR T790M mutant non-small cell lung cancer (NSCLC). A new series of N-oxidized and fluorinated osimertinib derivatives were designed and synthesized. The cellular anti-proliferative activity, kinase inhibitory activity and the activation of EGFR signaling pathways of 1-6 in vitro were determined against L858R/T790M and wild-type EGFR, the antitumor efficacy in NCI-H1975 xenografts in vivo were further studied. Compound 2, the newly synthesized N-oxide metabolite in N,N,N'-trimethylethylenediamine side chain of osimertinib, showed a comparable kinase selectivity in vitro and a slightly better antitumor efficacy in vivo to osimertinib, making it valuable and suitable for the potential lung cancer therapy.
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Affiliation(s)
- Hongying Gao
- Tsinghua University-Peking University Joint Center for Life Sciences, Beijing 100084, PR China; MOE Key Laboratory of Protein Sciences, School of Life Sciences, Tsinghua University, Beijing 100084, PR China
| | - Zimo Yang
- MOE Key Laboratory of Protein Sciences, School of Pharmaceutical Sciences, Tsinghua University, Beijing 100084, PR China
| | - Xinglin Yang
- MOE Key Laboratory of Protein Sciences, School of Pharmaceutical Sciences, Tsinghua University, Beijing 100084, PR China
| | - Yu Rao
- MOE Key Laboratory of Protein Sciences, School of Pharmaceutical Sciences, Tsinghua University, Beijing 100084, PR China.
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Abstract
Epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) are the evidence-based first-line treatment for advanced non-small-cell lung cancer that harbors sensitizing EGFR mutations (EGFRm(+)) such as exon 19 deletions and L858R substitutions in exon 21. However, acquired resistance to EGFR TKIs is mostly driven by a second-site EGFR T790M mutation, which negates their inhibitory activity. Osimertinib (AZD9291, Tagrisso™), an oral, third-generation EGFR TKI, has been designed to target the EGFR T790M mutation, while sparing wild-type EGFR. In this up-to-date review, focus is not only on the structure, mechanisms, and pharmacokinetics of osimertinib but also on summarizing clinical trials and making recommendations of osimertinib for patients with non-small-cell lung cancer.
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Affiliation(s)
- Haijun Zhang
- Department of Oncology, Zhongda Hospital, Medical School, Southeast University, Nanjing, People's Republic of China
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