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Tang W, Shen T, Chen Z. In silico discovery of potential PPI inhibitors for anti-lung cancer activity by targeting the CCND1-CDK4 complex via the P21 inhibition mechanism. Front Chem 2024; 12:1404573. [PMID: 38957406 PMCID: PMC11217521 DOI: 10.3389/fchem.2024.1404573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2024] [Accepted: 05/31/2024] [Indexed: 07/04/2024] Open
Abstract
Non-Small Cell Lung Cancer (NSCLC) is a prevalent and deadly form of lung cancer worldwide with a low 5-year survival rate. Current treatments have limitations, particularly for advanced-stage patients. P21, a protein that inhibits the CCND1-CDK4 complex, plays a crucial role in cell proliferation. Computer-Aided Drug Design (CADD) based on pharmacophores can screen and design PPI inhibitors targeting the CCND1-CDK4 complex. By analyzing known inhibitors, key pharmacophores are identified, and computational methods are used to screen potential PPI inhibitors. Molecular docking, pharmacophore matching, and structure-activity relationship studies optimize the inhibitors. This approach accelerates the discovery of CCND1-CDK4 PPI inhibitors for NSCLC treatment. Molecular dynamics simulations of CCND1-CDK4-P21 and CCND1-CDK4 complexes showed stable behavior, comprehensive sampling, and P21's impact on complex stability and hydrogen bond formation. A pharmacophore model facilitated virtual screening, identifying compounds with favorable binding affinities. Further simulations confirmed the stability and interactions of selected compounds, including 513457. This study demonstrates the potential of CADD in optimizing PPI inhibitors targeting the CCND1-CDK4 complex for NSCLC treatment. Extended simulations and experimental validations are necessary to assess their efficacy and safety.
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Affiliation(s)
| | | | - Zhoumiao Chen
- Department of Thoracic Surgery, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
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2
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Quantum chemical evaluation, QSAR analysis, molecular docking and dynamics investigation of s-triazine derivatives as potential anticancer agents. Struct Chem 2022. [DOI: 10.1007/s11224-022-01968-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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3
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Fujimori I, Wakabayashi T, Murakami M, Okabe A, Ishii T, McGrath A, Zou H, Saikatendu KS, Imoto H. Discovery of Novel and Highly Selective Cyclopropane ALK Inhibitors through a Fragment-Assisted, Structure-Based Drug Design. ACS OMEGA 2020; 5:31984-32001. [PMID: 33344853 PMCID: PMC7745413 DOI: 10.1021/acsomega.0c04900] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Accepted: 11/13/2020] [Indexed: 06/12/2023]
Abstract
Fragment screening is frequently used for hit identification. However, there was no report starting from a small fragment for the development of an anaplastic lymphoma kinase (ALK) inhibitor, despite the number of ALK inhibitors reported. We began our research with the fragment hit F-1 and our subsequent linker design, and its docking analysis yielded novel cis-1,2,2-trisubstituted cyclopropane 1. The fragment information was integrated with a structure-based approach to improve upon the selectivity over tropomyosin receptor kinase A, leading to the potent and highly selective ALK inhibitor, 4-trifluoromethylphenoxy-cis-1,2,2-trisubstituted cyclopropane 12. This work shows that fragments become a powerful tool for both lead generation and optimization, such as the improvement of selectivity, by combining them with a structure-based drug design approach, resulting in the fast and efficient development of a novel, potent, and highly selective compound.
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Affiliation(s)
- Ikuo Fujimori
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Takeshi Wakabayashi
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Morio Murakami
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Atsutoshi Okabe
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Tsuyoshi Ishii
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
| | - Aaron McGrath
- Takeda California, Inc., 10410 Science Center Drive, San Diego, California 92121, United States
| | - Hua Zou
- Takeda California, Inc., 10410 Science Center Drive, San Diego, California 92121, United States
| | - Kumar Singh Saikatendu
- Takeda California, Inc., 10410 Science Center Drive, San Diego, California 92121, United States
| | - Hiroshi Imoto
- Pharmaceutical Research Division, Takeda
Pharmaceutical Company Limited, 26-1, Muraoka-Higashi 2-chome, Fujisawa, Kanagawa 251-8555, Japan
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4
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Making NSCLC Crystal Clear: How Kinase Structures Revolutionized Lung Cancer Treatment. CRYSTALS 2020. [DOI: 10.3390/cryst10090725] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
The parallel advances of different scientific fields provide a contemporary scenario where collaboration is not a differential, but actually a requirement. In this context, crystallography has had a major contribution on the medical sciences, providing a “face” for targets of diseases that previously were known solely by name or sequence. Worldwide, cancer still leads the number of annual deaths, with 9.6 million associated deaths, with a major contribution from lung cancer and its 1.7 million deaths. Since the relationship between cancer and kinases was unraveled, these proteins have been extensively explored and became associated with drugs that later attained blockbuster status. Crystallographic structures of kinases related to lung cancer and their developed and marketed drugs provided insight on their conformation in the absence or presence of small molecules. Notwithstanding, these structures were also of service once the initially highly successful drugs started to lose their effectiveness in the emergence of mutations. This review focuses on a subclassification of lung cancer, non-small cell lung cancer (NSCLC), and major oncogenic driver mutations in kinases, and how crystallographic structures can be used, not only to provide awareness of the function and inhibition of these mutations, but also how these structures can be used in further computational studies aiming at addressing these novel mutations in the field of personalized medicine.
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Shi Z, Yu T, Sun R, Wang S, Chen XQ, Cheng LJ, Liu R. Discovery of Novel Human Epidermal Growth Factor Receptor-2 Inhibitors by Structure-based Virtual Screening. Pharmacogn Mag 2016; 12:139-44. [PMID: 27076751 PMCID: PMC4809169 DOI: 10.4103/0973-1296.177912] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Human epidermal growth factor receptor-2 (HER2) is a trans-membrane receptor like protein, and aberrant signaling of HER2 is implicated in many human cancers, such as ovarian cancer, gastric cancer, and prostate cancer, most notably breast cancer. Moreover, it has been in the spotlight in the recent years as a promising new target for therapy of breast cancer. OBJECTIVE Since virtual screening has become an integral part of the drug discovery process, it is of great significant to identify novel HER2 inhibitors by structure-based virtual screening. MATERIALS AND METHODS In this study, we carried out a series of elegant bioinformatics approaches, such as virtual screening and molecular dynamics (MD) simulations to identify HER2 inhibitors from Food and Drug Administration-approved small molecule drug as potential "new use" drugs. RESULTS Molecular docking identified top 10 potential drugs which showed spectrum affinity to HER2. Moreover, MD simulations suggested that ZINC08214629 (Nonoxynol-9) and ZINC03830276 (Benzonatate) might exert potential inhibitory effects against HER2-targeted anti-breast cancer therapeutics. CONCLUSION Together, our findings may provide successful application of virtual screening studies in the lead discovery process, and suggest that our discovered small molecules could be effective HER2 inhibitor candidates for further study. SUMMARY A series of elegant bioinformatics approaches, including virtual screening and molecular dynamics (MD) simulations were took advantage to identify human epidermal growth factor receptor-2 (HER2) inhibitors. Molecular docking recognized top 10 candidate compounds, which showed spectrum affinity to HER2. Further, MD simulations suggested that ZINC08214629 (Nonoxynol-9) and ZINC03830276 (Benzonatate) in candidate compounds were identified as potential "new use" drugs against HER2-targeted anti-breast cancer therapeutics. Abbreviations used: HER2: Human epidermal growth factor receptor-2, FDA: Food and Drug Administration, PDB: Protein Database Bank, RMSDs: Root mean square deviations, SPC: Single point charge, PME: Particle mesh Ewald, NVT: Constant volume, NPT: Constant pressure, RMSF: Root-mean-square fluctuation.
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Affiliation(s)
- Zheng Shi
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
| | - Tian Yu
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
| | - Rong Sun
- Department of Bioinformatics, School of Life Sciences, Key Laboratory of Bio-resources, Ministry of Education, Sichuan University, Chengdu 610064, China
| | - Shan Wang
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
| | - Xiao-Qian Chen
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
| | - Li-Jia Cheng
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
| | - Rong Liu
- Department of Basic Medicine, School of Medicine and Nursing, Sichuan Industrial Institute of Antibiotics, Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Chengdu University, Chengdu 610015, China
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Castillo JC, Quiroga J, Abonia R, Rodriguez J, Coquerel Y. The Aryne aza-Diels–Alder Reaction: Flexible Syntheses of Isoquinolines. Org Lett 2015; 17:3374-7. [DOI: 10.1021/acs.orglett.5b01704] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Juan-Carlos Castillo
- Aix Marseille
Université, Centrale Marseille, CNRS, iSm2 UMR 7313, 13397, Marseille, France
| | - Jairo Quiroga
- Universidad del Valle, Departamento de Química, A.A. 25360, Cali, Colombia
| | - Rodrigo Abonia
- Universidad del Valle, Departamento de Química, A.A. 25360, Cali, Colombia
| | - Jean Rodriguez
- Aix Marseille
Université, Centrale Marseille, CNRS, iSm2 UMR 7313, 13397, Marseille, France
| | - Yoann Coquerel
- Aix Marseille
Université, Centrale Marseille, CNRS, iSm2 UMR 7313, 13397, Marseille, France
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Puig de la Bellacasa R, Karachaliou N, Estrada-Tejedor R, Teixidó J, Costa C, Borrell JI. ALK and ROS1 as a joint target for the treatment of lung cancer: a review. Transl Lung Cancer Res 2015; 2:72-86. [PMID: 25806218 DOI: 10.3978/j.issn.2218-6751.2013.03.1] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2013] [Accepted: 03/25/2013] [Indexed: 12/14/2022]
Abstract
Rearrangements of the anaplastic lymphoma kinase (ALK) have been described in multiple malignancies, including non-small cell lung cancer (NSCLC). ALK fusions have gain of function properties while activating mutations in wild-type ALK can also occur within the tyrosine kinase domain. ALK rearrangements define a new molecular subtype of NSCLC that is exquisitely sensitive to ALK inhibition. Crizotinib, an orally available small molecule ATP-mimetic compound which was originally designed as a MET inhibitor, was recognized to have "off-target" anti-ALK activity and has been approved in the USA for the treatment of patients with ALK-positive NSCLC. Chromosomal rearrangements involving the ROS1 receptor tyrosine kinase have also been recently described in NSCLC, while crizotinib is currently under clinical trial in this molecular subset of NSCLC patients. The basic approaches of any computer aided drug design work in terms of structure and ligand based drug design. Details of each of these approaches should be covered with an emphasis on utilizing both in order to develop multi-targeted small-molecule kinase inhibitors. Such multi-targeted tyrosine kinase inhibitors can have antiproliferative activity against both ROS1and ALK rearranged NSCLC. Herein, we highlight the importance of targeting these proteins and the advances in optimizing more potent and selective ALK and ROS1 kinase inhibitors.
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Affiliation(s)
- Raimon Puig de la Bellacasa
- Grup d'Enginyeria Molecular, Institut Químic de Sarrià, Universitat Ramon Llull, Via Augusta 390, E-08017 Barcelona, Spain
| | - Niki Karachaliou
- Breakthrough Cancer Research Unit, Pangaea Biotech S.L, Barcelona, Spain
| | - Roger Estrada-Tejedor
- Grup d'Enginyeria Molecular, Institut Químic de Sarrià, Universitat Ramon Llull, Via Augusta 390, E-08017 Barcelona, Spain
| | - Jordi Teixidó
- Grup d'Enginyeria Molecular, Institut Químic de Sarrià, Universitat Ramon Llull, Via Augusta 390, E-08017 Barcelona, Spain
| | - Carlota Costa
- Breakthrough Cancer Research Unit, Pangaea Biotech S.L, Barcelona, Spain
| | - José I Borrell
- Grup d'Enginyeria Molecular, Institut Químic de Sarrià, Universitat Ramon Llull, Via Augusta 390, E-08017 Barcelona, Spain
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8
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Shi Z, An N, Lu BM, Zhou N, Yang SL, Zhang B, Li CY, Wang ZJ, Wang F, Wu CF, Bao JK. Identification of novel kinase inhibitors by targeting a kinase-related apoptotic protein-protein interaction network in HeLa cells. Cell Prolif 2014; 47:219-30. [PMID: 24645986 PMCID: PMC6496802 DOI: 10.1111/cpr.12098] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2013] [Accepted: 12/28/2013] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVES Protein kinases orchestrate activation of signalling cascades in response to extra- and intracellular stimuli for regulation of cell proliferation. They are directly involved in a variety of diseases, particularly cancers. Systems biology approaches have become increasingly important in understanding regulatory frameworks in cancer, and thus may facilitate future anti-cancer discoveries. Moreover, it has been suggested and confirmed that high-throughput virtual screening provides a novel, effective way to reveal small molecule protein kinase inhibitors. Accordingly, we aimed to identify kinase targets and novel kinase inhibitors. MATERIALS AND METHODS A series of bioinformatics methods, such as network construction, molecular docking and microarray analyses were performed. RESULTS In this study, we computationally constructed the appropriate global human protein-protein interaction network with data from online databases, and then modified it into a kinase-related apoptotic protein-protein interaction network. Subsequently, we identified several kinases as potential drug targets according to their differential expression observed by microarray analyses. Then, we predicted relevant microRNAs, which could target the above-mentioned kinases. Ultimately, we virtually screened a number of small molecule natural products from Traditional Chinese Medicine (TCM)@Taiwan database and identified a number of compounds that are able to target polo-like kinase 1, cyclin-dependent kinase 1 and cyclin-dependent kinase 2 in HeLa cervical carcinoma cells. CONCLUSIONS Taken together, all these findings might hopefully facilitate discovery of new kinase inhibitors that could be promising candidates for anti-cancer drug development.
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Affiliation(s)
- Z. Shi
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
- School of Life SciencesGuizhou Normal UniversityGuiyang550001China
| | - N. An
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - B. M. Lu
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - N. Zhou
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - S. L. Yang
- School of Life SciencesGuizhou Normal UniversityGuiyang550001China
| | - B. Zhang
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - C. Y. Li
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - Z. J. Wang
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - F. Wang
- China National Biotec Group Company LimitedBeijing100029China
| | - C. F. Wu
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
| | - J. K. Bao
- School of Life Sciences & Key Laboratory of Bio‐resourcesMinistry of EducationSichuan UniversityChengdu610064China
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9
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Design of novel anaplastic lymphoma kinase (ALK) inhibitors based on predictive 3D QSAR models using different alignment strategies. Med Chem Res 2013. [DOI: 10.1007/s00044-013-0662-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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10
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ALK inhibitors: a new targeted therapy in the treatment of advanced NSCLC. Target Oncol 2013; 8:55-67. [DOI: 10.1007/s11523-012-0250-9] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2012] [Accepted: 12/20/2012] [Indexed: 12/21/2022]
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11
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Gabriele B, Veltri L, Mancuso R, Salerno G, Maggi S, Aresta BM. A Palladium Iodide-Catalyzed Carbonylative Approach to Functionalized Pyrrole Derivatives. J Org Chem 2012; 77:4005-16. [DOI: 10.1021/jo300365n] [Citation(s) in RCA: 51] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Affiliation(s)
- Bartolo Gabriele
- Dipartimento
di Scienze Farmaceutiche, Università della Calabria, 87036 Arcavacata
di Rende (CS), Italy
| | - Lucia Veltri
- Dipartimento
di Chimica, Università della Calabria, 87036 Arcavacata
di Rende (CS), Italy
| | - Raffaella Mancuso
- Dipartimento
di Chimica, Università della Calabria, 87036 Arcavacata
di Rende (CS), Italy
| | - Giuseppe Salerno
- Dipartimento
di Chimica, Università della Calabria, 87036 Arcavacata
di Rende (CS), Italy
| | - Sabino Maggi
- Istituto di Cristallografia, CNR, 70124 Via Amendola,
122/O, Bari, Italy
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12
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Hallberg B, Palmer RH. ALK and NSCLC: Targeted therapy with ALK inhibitors. F1000 MEDICINE REPORTS 2011; 3:21. [PMID: 22076124 PMCID: PMC3206708 DOI: 10.3410/m3-21] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
For many years treatment for advanced or metastatic non-small cell lung cancer (NSCLC) has employed chemotherapy regimens for patient care, with limited effect. Five-year survival rates for these patients are not encouraging. However, for a subgroup of these patients, there have been radical changes over recent years. Our understanding of the basic pathology behind NSCLC at the molecular level has offered up a host of new molecularly targeted therapies, which are revolutionizing this area of cancer care. Results from recent clinical trials provide hope for NSCLC patients harboring oncogenic translocations involving the anaplastic lymphoma kinase (ALK) receptor tyrosine kinase. Just as inhibition of the breakpoint cluster region-ABL complex has changed the face of chronic myeloid leukemia diagnosis, oncogenic ALK fusions offer a step forward in the diagnosis and treatment of ALK-positive NSCLC. This article discusses the current knowledge and potential implications concerning ALK inhibitors and NSCLC.
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Affiliation(s)
- Bengt Hallberg
- Department of Molecular Biology, Umeå University, UmeåS-901 87Sweden
| | - Ruth H. Palmer
- Department of Molecular Biology, Umeå University, UmeåS-901 87Sweden
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