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Nie L, Wang YN, Hsu JM, Hou J, Chu YY, Chan LC, Huo L, Wei Y, Deng R, Tang J, Hsu YH, Ko HW, Lim SO, Huang K, Chen MK, Chiu TJ, Cheng CC, Fang YF, Li CW, Goverdhan A, Wu HJ, Lee CC, Wang WL, Hsu J, Chiao P, Wang SC, Hung MC. Nuclear export signal mutation of epidermal growth factor receptor enhances malignant phenotypes of cancer cells. Am J Cancer Res 2023; 13:1209-1239. [PMID: 37168336 PMCID: PMC10164793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 02/16/2023] [Indexed: 05/13/2023] Open
Abstract
Nuclear epidermal growth factor receptor (EGFR) has been shown to be correlated with drug resistance and a poor prognosis in patients with cancer. Previously, we have identified a tripartite nuclear localization signal (NLS) within EGFR. To comprehensively determine the functions and underlying mechanism of nuclear EGFR and its clinical implications, we aimed to explore the nuclear export signal (NES) sequence of EGFR that is responsible for interacting with the exportins. We combined in silico prediction with site-directed mutagenesis approaches and identified a putative NES motif of EGFR, which is located in amino acid residues 736-749. Mutation at leucine 747 (L747) in the EGFR NES led to increased nuclear accumulation of the protein via a less efficient release of the exportin CRM1. Interestingly, L747 with serine (L747S) and with proline (L747P) mutations were found in both tyrosine kinase inhibitor (TKI)-treated and -naïve patients with lung cancer who had acquired or de novo TKI resistance and a poor outcome. Reconstituted expression of the single NES mutant EGFRL747P or EGFRL747S, but not the dual mutant along with the internalization-defective or NLS mutation, in lung cancer cells promoted malignant phenotypes, including cell migration, invasiveness, TKI resistance, and tumor initiation, supporting an oncogenic role of nuclear EGFR. Intriguingly, cells with germline expression of the NES L747 mutant developed into B cell lymphoma. Mechanistically, nuclear EGFR signaling is required for sustaining nuclear activated STAT3, but not for Erk. These findings suggest that EGFR functions are compartmentalized and that nuclear EGFR signaling plays a crucial role in tumor malignant phenotypes, leading to tumorigenesis in human cancer.
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Affiliation(s)
- Lei Nie
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Ying-Nai Wang
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Jung-Mao Hsu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Center for Molecular Medicine, China Medical University HospitalTaichung, Taiwan
| | - Junwei Hou
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Yu-Yi Chu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Li-Chuan Chan
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- UTHealth Houston Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Longfei Huo
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Yongkun Wei
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Rong Deng
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- State Key Laboratory of Oncology in South China, Cancer Center, Sun Yat-Sen UniversityGuangzhou, Guangdong, China
| | - Jun Tang
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Department of Breast Oncology, Cancer Center, Sun Yat-Sen UniversityGuangzhou, Guangdong, China
| | - Yi-Hsin Hsu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - How-Wen Ko
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- UTHealth Houston Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University College of MedicineTaoyuan, Taiwan
| | - Seung-Oe Lim
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Kebin Huang
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- State Key Laboratory for Chemistry and Molecular Engineering of Medicinal Resources, School of Chemistry & Pharmacy, Guangxi Normal UniversityGuilin, Guangxi, China
| | - Mei-Kuang Chen
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- UTHealth Houston Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Tai-Jan Chiu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Department of Hematology-Oncology, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of MedicineKaohsiung, Taiwan
| | - Chien-Chia Cheng
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Yueh-Fu Fang
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Department of Thoracic Medicine, Chang Gung Memorial Hospital, Chang Gung University College of MedicineTaoyuan, Taiwan
| | - Chia-Wei Li
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Aarthi Goverdhan
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- UTHealth Houston Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Hsing-Ju Wu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Department of Medical Research, Chang Bing Show Chwan Memorial HospitalChanghua, Taiwan
| | - Cheng-Chung Lee
- Center for Molecular Medicine, China Medical University HospitalTaichung, Taiwan
| | - Wen-Ling Wang
- Center for Molecular Medicine, China Medical University HospitalTaichung, Taiwan
| | - Jennifer Hsu
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Paul Chiao
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- UTHealth Houston Graduate School of Biomedical Sciences, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
| | - Shao-Chun Wang
- Center for Molecular Medicine, China Medical University HospitalTaichung, Taiwan
| | - Mien-Chie Hung
- Department of Molecular and Cellular Oncology, The University of Texas MD Anderson Cancer CenterHouston, Texas, USA
- Center for Molecular Medicine, China Medical University HospitalTaichung, Taiwan
- Graduate Institute of Biomedical Sciences, Institute of Biochemistry and Molecular Biology, Research Center for Cancer Biology, China Medical UniversityTaichung, Taiwan
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Li Y, Guo W, Jiang B, Han C, Ye F, Wu J. Case Report: Dacomitinib is effective in lung adenocarcinoma with rare EGFR mutation L747P and brain metastases. Front Oncol 2022; 12:863771. [PMID: 36016627 PMCID: PMC9396254 DOI: 10.3389/fonc.2022.863771] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 07/12/2022] [Indexed: 11/24/2022] Open
Abstract
Due to the low incidence of rare EGFR mutation, its response to EGFR-TKI has not been fully investigated. L747P is a rare EGFR mutation in EGFR exon 19. Previous case reports showed that patients with EGFR L747P mutation responded to afatinib treatment. However, we encountered a patient with EGFR L747P who was resistant to afatinib but responded to dacomitinib. It is the first case report of the effective application of dacomitinib in a patient with L747P mutation and BMS, and the efficacy of BMS achieved PR.
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Affiliation(s)
- Yibin Li
- Department of Medical Oncology, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Weixi Guo
- Department of Thoracic Surgery, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Bin Jiang
- Department of Neurology, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Chengkun Han
- Department of Radiology, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Feng Ye
- Department of Medical Oncology, The First Affiliated Hospital of Xiamen University, Xiamen, China
- *Correspondence: Jingxun Wu, ; Feng Ye,
| | - Jingxun Wu
- Department of Medical Oncology, The First Affiliated Hospital of Xiamen University, Xiamen, China
- *Correspondence: Jingxun Wu, ; Feng Ye,
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3
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Yang G, Liu C, Hu J, Sun Y, Hu P, Liu L, Xu H, Li D, Li W, Yang Y, Sun N, He J, Wang Y. The Lifted Veil of Uncommon EGFR Mutation p.L747P in Non-Small Cell Lung Cancer: Molecular Feature and Targeting Sensitivity to Tyrosine Kinase Inhibitors. Front Oncol 2022; 12:843299. [PMID: 35223527 PMCID: PMC8873585 DOI: 10.3389/fonc.2022.843299] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2021] [Accepted: 01/24/2022] [Indexed: 01/16/2023] Open
Abstract
Objectives The uncommon p.L747P mutation in epidermal growth factor receptor (EGFR) exon 19 reveals to alter the response to tyrosine kinase inhibitors (TKIs) in patients diagnosed with advanced non-small cell lung cancer (NSCLC). However, the underlying mechanism is still not clear. This study aimed to investigate the clinical outcomes, binding affinities, and modes of action of currently available EGFR TKIs towards p.L747P mutation. Materials and Methods Clinical data of NSCLC patients harboring p.L747P mutation who had received different generations of EGFR TKIs were collected from medical records. Computational structure of p.L747P was constructed and in vitro cellular kinase inhibition assay and mice xenograft experiment were performed to predict and confirm the binding affinities and antitumor activities of diverse EGFR TKIs. Results A total of five metastatic NSCLC patients with p.L747P mutation were included in the final analysis. Patients treated with second-generation (2G) TKI afatinib achieved numerically longer progression-free survival (range 2.4-8.5 months) than that with first-generation (1G, range 1.4-5.5 months) or third-generation (3G, range 1.6-7.5 months) TKIs. None of the patients administered 1G or 3G TKIs achieved tumor response, but two-thirds of them treated with afatinib achieved partial response. Dynamics simulation predicted that 2G TKIs presented the best binding affinity to p.L747P mutation. The cellular kinase inhibition assay and mice xenograft experiment confirmed that afatinib could potently inhibit p.L747P-mutant cells and significantly reduce p.L747P-mutant tumor growth (P< 0.001), together with reduced phosphorylation of EGFR and its downstream signalings. Conclusions The uncommon p.L747P mutation in EGFR exon 19 resulted in a poor response to first-generation EGFR TKIs. Afatinib revealed a better clinical response and binding affinity compared with osimertinib for this specific alteration.
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Affiliation(s)
- Guangjian Yang
- 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
| | - Chengming Liu
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jiaqi Hu
- Drug Discovery Business Unit, PharmaBlock Sciences (Nanjing), Inc., Nanjing, China
| | - Yang Sun
- Drug Discovery Business Unit, PharmaBlock Sciences (Nanjing), Inc., Nanjing, China
| | - Peizeng Hu
- Department of Traditional Chinese Medicine, Yidu Central Hospital of Weifang, Qingzhou, China
| | - Liu Liu
- Drug Discovery Business Unit, PharmaBlock Sciences (Nanjing), Inc., Nanjing, China
| | - Haiyan Xu
- Department of Comprehensive Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Dazhou Li
- College of Computer Science and Technology, Shenyang University of Chemical Technology, Shenyang, China
| | - Weihua Li
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yaning Yang
- 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
| | - Nan Sun
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie He
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yan 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
- *Correspondence: Yan Wang,
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Content of circulating tumor DNA depends on the tumor type and the dynamics of tumor size, but is not influenced significantly by physical exercise, time of the day or recent meal. Cancer Genet 2021; 256-257:165-178. [PMID: 34186498 DOI: 10.1016/j.cancergen.2021.05.014] [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: 12/30/2020] [Revised: 05/11/2021] [Accepted: 05/24/2021] [Indexed: 01/20/2023]
Abstract
PURPOSE This study aimed to investigate factors, which influence the content of circulating tumor DNA (ctDNA). METHODS 398 serial plasma samples were collected within 1-7 consecutive days from patients with EGFR-mutated lung cancer (n = 13), RAS/RAF-mutated colorectal cancer (n = 54) and BRAF-mutated melanoma (n = 17), who presented with measurable tumor disease. The amount of ctDNA was determined by ddPCR. RESULTS Among 82 patients, who donated 2-6 serial plasma samples, 42 subjects were classified as ctDNA-positive; only 22% cases were mutation-positive across all consecutive tests, while 24/82 (29%) patients showed presence of mutated ctDNA in some but not all blood draws. Subjects with progressing tumors had higher probability of being detected ctDNA-positive as compared to patients, who responded to therapy or had stable disease (39/55 (71%) vs. 4/24 (17%); p = 0.0001). Our study failed to reveal the impact of the time of the day, recent meal or prior physical exercise on the results of ctDNA testing. CONCLUSIONS Presence of ctDNA in plasma is particularly characteristic for patients, who experience clinical progression of tumor disease. Consecutive plasma tests may occasionally provide discordant data; thus, the repetition of analysis may be advised in certain cases in order to ensure the validity of negative ctDNA result.
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5
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Yoshizawa T, Uchibori K, Araki M, Matsumoto S, Ma B, Kanada R, Seto Y, Oh-Hara T, Koike S, Ariyasu R, Kitazono S, Ninomiya H, Takeuchi K, Yanagitani N, Takagi S, Kishi K, Fujita N, Okuno Y, Nishio M, Katayama R. Microsecond-timescale MD simulation of EGFR minor mutation predicts the structural flexibility of EGFR kinase core that reflects EGFR inhibitor sensitivity. NPJ Precis Oncol 2021; 5:32. [PMID: 33863983 PMCID: PMC8052404 DOI: 10.1038/s41698-021-00170-7] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 03/10/2021] [Indexed: 12/30/2022] Open
Abstract
Approximately 15–30% of patients with lung cancer harbor mutations in the EGFR gene. Major EGFR mutations (>90% of EGFR-mutated lung cancer) are highly sensitive to EGFR tyrosine kinase inhibitors (TKIs). Many uncommon EGFR mutations have been identified, but little is known regarding their characteristics, activation, and sensitivity to various EGFR-TKIs, including allosteric inhibitors. We encountered a case harboring an EGFR-L747P mutation, originally misdiagnosed with EGFR-del19 mutation using a routine diagnostic EGFR mutation test, which was resistant to EGFR-TKI gefitinib. Using this minor mutation and common EGFR-activating mutations, we performed the binding free energy calculations and microsecond-timescale molecular dynamic (MD) simulations, revealing that the L747P mutation considerably stabilizes the active conformation through a salt-bridge formation between K745 and E762. We further revealed why several EGFR inhibitors, including the allosteric inhibitor, were ineffective. Our computational structural analysis strategy would be beneficial for future drug development targeting the EGFR minor mutations.
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Affiliation(s)
- Takahiro Yoshizawa
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan.,Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan.,Division of Respiratory Medicine, Toho University School of Medicine, 6-11-1, Omorinishi, Ota-ku, Tokyo, Japan.,Department of Clinical Oncology, Toho University School of Medicine, 6-11-1, Omorinishi, Ota-ku, Tokyo, Japan
| | - Ken Uchibori
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan.,Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Mitsugu Araki
- Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawaharacho, Sakyo-ku, Kyoto, Japan
| | - Shigeyuki Matsumoto
- Medical Sciences Innovation Hub Program, RIKEN Cluster for Science, Technology and Innovation Hub, Kanagawa, Japan
| | - Biao Ma
- Research and Development Group for In Silico Drug Discovery, Center for Cluster Development and Coordination (CCD), Foundation for Biomedical Research and Innovation at Kobe (FBRI), Hyogo, Japan
| | - Ryo Kanada
- Medical Sciences Innovation Hub Program, RIKEN Cluster for Science, Technology and Innovation Hub, Kanagawa, Japan
| | - Yosuke Seto
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Tomoko Oh-Hara
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Sumie Koike
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Ryo Ariyasu
- Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Satoru Kitazono
- Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Hironori Ninomiya
- Division of Pathology, Cancer Institute, , Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Kengo Takeuchi
- Division of Pathology, Cancer Institute, , Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Noriko Yanagitani
- Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Satoshi Takagi
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Kazuma Kishi
- Division of Respiratory Medicine, Toho University School of Medicine, 6-11-1, Omorinishi, Ota-ku, Tokyo, Japan.,Department of Clinical Oncology, Toho University School of Medicine, 6-11-1, Omorinishi, Ota-ku, Tokyo, Japan
| | - Naoya Fujita
- Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan
| | - Yasushi Okuno
- Graduate School of Medicine, Kyoto University, 53 Shogoin-Kawaharacho, Sakyo-ku, Kyoto, Japan
| | - Makoto Nishio
- Department of Thoracic Medical Oncology, the Cancer Institute Hospital, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan.
| | - Ryohei Katayama
- Div. of Experimental Chemotherapy, Cancer Chemotherapy Center, Japanese Foundation for Cancer Research, 3-8-31, Ariake, Koto-ku, Tokyo, Japan.
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Yu Q, Zhang J, Qiu W, Li K, Qian L, Zhang X, Liu G. Gold nanorods-based lateral flow biosensors for sensitive detection of nucleic acids. Mikrochim Acta 2021; 188:133. [PMID: 33745096 DOI: 10.1007/s00604-021-04788-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Accepted: 03/15/2021] [Indexed: 11/24/2022]
Abstract
A gold nanorod (AuNR)-based lateral flow nucleic acid biosensor (LFNAB) is reported for visual detection of DNA with a short test time and high sensitivity. AuNRs with an approximate length of 60 nm were utilized as a colored tag to label the detection DNA probe (Det-DNA). The capture DNA probe (Cap-DNA) was immobilized on the test region of LFNAB. Sandwich-type complex was formed among the AuNR-Det-DNA, target DNA (Tar-DNA), and Cap-DNA on the LFNAB by Watson-Crick base pairing. In the presence of Tar-DNA, AuNRs were thus seized on the test region of LFNAB, and the accumulation of AuNRs subsequently produced a characteristic colored band. The optimized LFNAB was able to detect 10 pM Tar-DNA without instrumentation. Quantitative analysis could be established by measuring the intensity of test band using a portable strip reader, and the detection limit of 2 pM target DNA was achieved on the LFNAB without signal amplification. The detection limit of the AuNR-based LFNAB is 250-fold lower than that of gold nanoparticle (AuNP)-based LFNABs. This work unveiled a sensitive, rapid, and economical strategy for the detection of nucleic acids, and simultaneously opening new promising routes for disease diagnosis and clinical applications. Gold nanorods are used as colored tags for lateral flow nucleic acid biosensor.
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Affiliation(s)
- Qingcai Yu
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China
| | - Jing Zhang
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China
| | - Wanwei Qiu
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China
| | - Kun Li
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China
| | - Lisheng Qian
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China.
| | - Xueji Zhang
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China. .,School of Biomedical Engineering, Shenzhen University Healthy Science Center, Shenzhen, Guangdong, 518060, People's Republic of China.
| | - Guodong Liu
- Institute of Biomedical and Health Science, School of Life and Health Science, Anhui Science and Technology University, Fengyang, 233100, Anhui, China.
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7
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Abstract
Response evaluation for cancer treatment consists primarily of clinical and radiological assessments. In addition, a limited number of serum biomarkers that assess treatment response are available for a small subset of malignancies. Through recent technological innovations, new methods for measuring tumor burden and treatment response are becoming available. By utilization of highly sensitive techniques, tumor-specific mutations in circulating DNA can be detected and circulating tumor DNA (ctDNA) can be quantified. These so-called liquid biopsies provide both molecular information about the genomic composition of the tumor and opportunities to evaluate tumor response during therapy. Quantification of tumor-specific mutations in plasma correlates well with tumor burden. Moreover, with liquid biopsies, it is also possible to detect mutations causing secondary resistance during treatment. This review focuses on the clinical utility of ctDNA as a response and follow-up marker in patients with non-small cell lung cancer, melanoma, colorectal cancer, and breast cancer. Relevant studies were retrieved from a literature search using PubMed database. An overview of the available literature is provided and the relevance of ctDNA as a response marker in anti-cancer therapy for clinical practice is discussed. We conclude that the use of plasma-derived ctDNA is a promising tool for treatment decision-making based on predictive testing, detection of resistance mechanisms, and monitoring tumor response. Necessary steps for translation to daily practice and future perspectives are discussed.
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8
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Huang X, Yang Y, Wang P, Wang J, Chen S, Mao X, Ding L. A rare EGFR mutation L747P conferred therapeutic efficacy to both gefitinib and osimertinib: A case report. Lung Cancer 2020; 150:9-11. [PMID: 33035779 DOI: 10.1016/j.lungcan.2020.09.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 08/26/2020] [Accepted: 09/22/2020] [Indexed: 10/23/2022]
Abstract
EGFR mutations, primarily sensitizing mutations such as exon 19 deletion and exon 21 point mutations, have been proven to act as predictive biomarkers for the response to tyrosine kinase inhibitors (TKIs). How patients harboring EGFR L747 P (a rare mutation located in exon 19) respond to EGFR-TKI is controversial. Some studies have described EGFR L747 P as providing intrinsic resistance to EGFR-TKIs, but others support this rare mutation as a sensitive mutation. Hence, we reported a patient with advanced lung adenocarcinoma harboring an EGFR L747 P who benefited from first-line treatment with gefitinib. This patient achieved stable disease (SD) and had a progression-free survival (PFS) of 18 months. After disease progression, this patient was subsequently administered osimertinib and responded, as evidenced by a significant reduction in nodular lesions. This case revealed that EGFR L747 P rendered both gefitinib and osimertinib therapeutically efficacious.
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Affiliation(s)
- Xiaojie Huang
- Department of Respiratory Medicine, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310052, Zhejiang, China
| | - Yan Yang
- Department of Respiratory Medicine, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310052, Zhejiang, China
| | - Pingli Wang
- Department of Respiratory Medicine, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310052, Zhejiang, China
| | - Jia Wang
- Burning Rock Biotech, Guangzhou, China
| | | | - Xinru Mao
- Burning Rock Biotech, Guangzhou, China
| | - Liren Ding
- Department of Respiratory Medicine, Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou, 310052, Zhejiang, China.
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9
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Yang Z, Li J, Hu Y, Chen M, Peng D, Zong D, Shang Q, Tao L, Zhao Y, Ni Y, Ye J, Xie Y, Yang L, Lin Q, Cai C, Xu N, Huang X, Dong X, Zhou Z, Yu Y, Shangguan Z, Xu Y, Ying W, Weng M, Yuan Z, Dong Z, Li J, Zheng Z, Pan J, Liu L, Ye J, Zhang Z, Li W, Zhu J, Jin S, Li Y, Ding C. Dynamics of Plasma EGFR T790M Mutation in Advanced NSCLC: A Multicenter Study. Target Oncol 2020; 14:719-728. [PMID: 31691892 DOI: 10.1007/s11523-019-00682-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
BACKGROUND Droplet digital polymerase chain reaction (ddPCR) is an emerging technology for quantitative cell-free DNA oncology applications. However, a ddPCR assay for the epidermal growth factor receptor (EGFR) p.Thr790Met (T790M) mutation suitable for clinical use remains to be established with analytical and clinical validations. OBJECTIVE We aimed to develop and validate a new ddPCR assay to quantify the T790M mutation in plasma for monitoring and predicting the progression of advanced non-small-cell lung cancer (NSCLC). METHODS Specificity of the ddPCR assay was evaluated with genomic DNA samples from healthy individuals. The inter- and intraday variations of the assay were evaluated using mixtures of plasmid DNA containing wild-type EGFR and T790M mutation sequences. We assessed the clinical utility of the T790M assay in a multicenter prospective study in patients with advanced NSCLC receiving tyrosine kinase inhibitor (TKI) treatment by analyzing longitudinal plasma DNA samples. RESULTS We set the criteria for a positive call when the following conditions were satisfied: (1) T790M mutation frequency > 0.098% (3 standard deviations above the background signal); (2) at least two positive droplets in duplicate ddPCR reactions. Among the 62 patients with advanced NSCLC exhibiting resistance to TKI treatment, 15 had one or more serial plasma samples that tested positive for T790M. T790M mutation was detected in the plasma as early as 205 days (median 95 days) before disease progression, determined by imaging analysis. Plasma T790M concentrations also correlated with intervention after disease progression. CONCLUSIONS We developed a ddPCR assay to quantify the T790M mutation in plasma. Quantification of longitudinal plasma T790M mutation may allow noninvasive assessment of drug resistance and guide follow-up treatment in TKI-treated patients with NSCLC. TRIAL REGISTRATION Clinical Trials.gov identifier: NCT02804100.
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Affiliation(s)
- Zhengquan Yang
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jialu Li
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yujie Hu
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Meihua Chen
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Danli Peng
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Dan Zong
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Qingjuan Shang
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Lianqin Tao
- Department of Pulmonary Medicine, Taizhou Central Hospital, Taizhou, Zhejiang, China
| | - Yanling Zhao
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yiyun Ni
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jinyan Ye
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yupeng Xie
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Li Yang
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Quan Lin
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Chang Cai
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Ning Xu
- Department of Respiratory Medicine, Ningbo First Hospital, Ningbo, Zhejiang, China
| | - Xiaoping Huang
- Department of Respiratory Medicine, Ningbo First Hospital, Ningbo, Zhejiang, China
| | - Xiaoting Dong
- Wenzhou Hospital of Traditional Chinese Medicine, Wenzhou, Zhejiang, China
| | - Zhonghui Zhou
- Ningbo Hospital of Traditional Chinese Medicine, Ningbo, Zhejiang, China
| | - Yali Yu
- Ningbo Hospital of Traditional Chinese Medicine, Ningbo, Zhejiang, China
| | - Zongxiao Shangguan
- The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yangyang Xu
- Zhejiang Jinhua Guangfu Hospital, Jinhua, Zhejiang, China
| | - Weiping Ying
- Zhejiang Jinhua Guangfu Hospital, Jinhua, Zhejiang, China
| | - Meiling Weng
- Department of Oncology, The People's Hospital of Quzhou, Quzhou, Zhejiang, China
| | - Zuguo Yuan
- Department of Radiotherapy and Chemotherapy, Yinzhou Hospital Affiliated to Medical School of Ningbo University, Ningbo, Zhejiang, China
| | - Zhijun Dong
- ChinacoHealthcare Corporation International Hospital, Ningbo, Zhejiang, China
| | - Jifa Li
- Yue Qing General Hospital, Yue Qing, Zhejiang, China
| | - Zhe Zheng
- The Ping Yang Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jiongwei Pan
- Department of Respiratory and Critical Care Medicine, Lishui People's Hospital, Lishui, Zhejiang, China
| | - Lu Liu
- Department of Interventional Radiology, Zhejiang University Lishui Hospital, Lishui, Zhejiang, China
| | - Junhui Ye
- Department of Respiratory Medicine, Sanmen People's Hospital of Zhejiang, Taizhou, Zhejiang, China
| | - Zhan Zhang
- Huangyan Hospital of Wenzhou Medical University, Taizhou, Zhejiang, China
| | - Wenfeng Li
- Department of Radiotherapy and Chemotherapy, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Junfei Zhu
- Department of Pulmonary Medicine, Taizhou Central Hospital, Taizhou, Zhejiang, China.
| | - Shengnan Jin
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China. .,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China.
| | - Yuping Li
- Department of Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.
| | - Chunming Ding
- School of Laboratory Medicine and Life Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China. .,Key Laboratory of Laboratory Medicine, Ministry of Education, Wenzhou Medical University, Wenzhou, Zhejiang, China.
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10
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Prior EGFR-TKI Treatment in EGFR-Mutated NSCLC Affects the Allele Frequency Fraction of Acquired T790M and the Subsequent Efficacy of Osimertinib. Target Oncol 2020; 14:433-440. [PMID: 31346928 DOI: 10.1007/s11523-019-00657-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
BACKGROUND The first (1G) and second (2G) generations of epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) show differential inhibitory capacities towards EGFR T790M-mutated non-small-cell lung cancer (NSCLC) cells. OBJECTIVE To assess the ratio of the allele fractions of T790M (AFT790M) to EGFR-activating mutations (AFmEGFR) in patients treated with 1G and 2G EGFR TKIs who acquired T790M-mediated resistance and to determine the relationship between AF and the later efficacy of osimertinib. PATIENTS AND METHODS The efficacy of osimertinib was reviewed for 54 T790M-positive EGFR-mutated NSCLC patients grouped by the generation of prior EGFR TKI use (1G vs. 2G). AFmEGFR and AFT790M were determined by QuantStudio digital PCR using tissues obtained upon acquired resistance. RESULTS The progression-free survival (PFS; 20.3 vs. 11.6 months, p = 0.031) and the 1-year PFS rate (63.2 vs. 37.5%, p = 0.029) for osimertinib were significantly better for group 1G compared to group 2G. The ratio of AFT790M to AFmEGFR in group 1G was significantly higher than in group 2G (46.16 ± 5.40% vs. 25.86 ± 4.25%, p = 0.009). An unbiased analysis revealed three AF-associated clusters (ARCs) suggesting the ratio of AFT790M to AFmEGFR correlates with the efficacy of osimertinib. We found all patients in ARC2 having the highest ratio of AFT790M to AFmEGFR to have previously been treated with a 1G EGFR TKI and to show the longest osimertinib PFS compared to ARC3 (NR vs. 11.9 months, p = 0.060) and ARC1 (NR vs. 12.4 month, p = 0.045). CONCLUSIONS Acquired T790M fraction of EGFR-mutated NSCLC is linked to different generations of prior EGFR TKI use and the later efficacy of osimertinib.
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11
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Cell-Free Circulating Tumour DNA Blood Testing to Detect EGFR T790M Mutation in People With Advanced Non-Small Cell Lung Cancer: A Health Technology Assessment. ONTARIO HEALTH TECHNOLOGY ASSESSMENT SERIES 2020; 20:1-176. [PMID: 32206157 PMCID: PMC7082730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
BACKGROUND Cell-free circulating tumour DNA blood testing (also called liquid biopsy) can determine if a person with advanced non-small cell lung cancer (NSCLC) whose disease is progressing has developed the epidermal growth factor receptor (EGFR) T790M resistance mutation. Identifying this resistance mutation can help physicians choose appropriate treatment (i.e., osimertinib if positive and chemotherapy if negative). Tissue biopsy is typically used to look for the resistance mutation, but this is an invasive test that might not be feasible if the patient is too ill. We conducted a health technology assessment of liquid biopsy for people with advanced NSCLC, which included an evaluation of the diagnostic accuracy, clinical utility, safety, cost-effectiveness, and the budget impact of publicly funding liquid biopsy, as well as an evaluation of patient preferences and values. METHODS We performed a systematic literature search of the clinical evidence. We assessed the risk of bias of each included study using Risk of Bias in Systematic Reviews (ROBIS), Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2), Risk of Bias Among Non-randomized Studies (RoBANS), and the Cochrane risk of bias (ROB) tool and assessed quality of evidence according to the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) Working Group criteria. We performed a systematic economic literature search and conducted short-term and long-term cost-effectiveness and cost-utility analyses comparing liquid biopsy as a triage test, liquid biopsy alone, and tissue biopsy alone from a public payer perspective. We also analyzed the budget impact of publicly funding liquid biopsy for people in Ontario with advanced NSCLC. To assess the potential value of liquid biopsy, we spoke with people with lung cancer and people with an understanding of the process of liquid biopsy. RESULTS We included 19 studies (within a published systematic review) to examine diagnostic test accuracy and 12 studies to examine clinical utility. In patients with advanced NSCLC, liquid biopsy to detect the EGFR T790M resistance mutation demonstrated a positive and negative predictive value of 89% and 61%, respectively, a sensitivity of 68%, and specificity of 86%. No studies examined the clinical utility of liquid biopsy as a triage test. When NSCLC was treated appropriately, progression-free survival was similar in patients with and without the resistance mutation, as ascertained by liquid biopsy.We estimated that it costs about $700 to conduct a liquid biopsy and $2,500 to conduct a tissue biopsy. Our analyses showed that, when considering costs and effects directly related to testing, liquid biopsy (as a triage test, which means patients who test negative undergo a follow-up tissue biopsy, or alone, which means using only liquid biopsy) was less costly than tissue biopsy alone and led to fewer tissue biopsies. Using liquid biopsy as a triage test produced the most correct treatment decisions and greatest number of people who were given osimertinib.When considering long-term costs (i.e., treatment and care) and effects (i.e., life-years and quality-adjusted life-years [QALYs]), liquid biopsy as a triage test was the most effective and most costly strategy followed by liquid biopsy alone. Tissue biopsy alone was the least effective and least costly strategy. The incremental cost-effectiveness ratios (ICERs) of liquid biopsy as a triage test compared with liquid biopsy alone and of liquid biopsy alone compared with tissue biopsy alone were greater than $100,000 per QALY. However, this result was largely driven by the cost of osimertinib, which was used more often when liquid biopsy was used as a triage test.We estimated that the total annual budget impact of publicly funding liquid biopsy as a triage test in Ontario over the next 5 years would range from approximateily $60,000 in year 1 to $3 million in year 5.People with lung cancer with whom we spoke said that liquid biopsy would likely be an appropriate test for people with NSCLC given their frail condition and because it would avoid the pain and anxiety associated with tissue biopsy. CONCLUSIONS As a minimally invasive test, liquid biopsy identifies a high proportion of people with the EGFR T790M resistance mutation. This identification could better guide treatment for people with advanced NSCLC. However, its relatively low negative predictive value means it is best used as a triage test (i.e., followed by tissue biopsy if the liquid biopsy does not identify a resistance mutation). Liquid biopsy as a triage test is likely more effective than tissue biopsy alone. However, owing to the high cost of treatment, liquid biopsy may not be cost-effective. We estimated that publicly funding liquid biopsy as a triage test in Ontario would result in additional costs (related to more patients being treated) of between $0.06 million and $3 million over the next 5 years.
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12
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Jeannot E, Darrigues L, Michel M, Stern MH, Pierga JY, Rampanou A, Melaabi S, Benoist C, Bièche I, Vincent-Salomon A, El Ayachy R, Noret A, Epaillard N, Cabel L, Bidard FC, Proudhon C. A single droplet digital PCR for ESR1 activating mutations detection in plasma. Oncogene 2020; 39:2987-2995. [PMID: 32042112 DOI: 10.1038/s41388-020-1174-y] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2019] [Revised: 01/07/2020] [Accepted: 01/20/2020] [Indexed: 11/09/2022]
Abstract
Activating mutations in the estrogen receptor 1 (ESR1) gene confer resistance to aromatase inhibitors (AI), and may be targeted by selective estrogen receptor downregulators. We designed a multiplex droplet digital PCR (ddPCR), which combines a drop-off assay, targeting the clustered hotspot mutations found in exon 8, with an unconventional assay interrogating the E380Q mutation in exon 5. We assessed its sensitivity in vitro using synthetic oligonucleotides, harboring E380Q, L536R, Y537C, Y537N, Y537S, or D538G mutations. Further validation was performed on plasma samples from a prospective study and compared with next generation sequencing (NGS) data. The multiplex ESR1-ddPCR showed a high sensitivity with a limit of detection ranging from 0.07 to 0.19% in mutant allele frequency. The screening of plasma samples from patients with AI-resistant metastatic breast cancer identified ESR1 mutations in 29% of them, all mutations being confirmed by NGS. In addition, this test identifies patients harboring polyclonal alterations. Furthermore, the monitoring of circulating tumor DNA using this technique during treatment follow-up predicts the clinical benefit of palbociclib-fulvestrant. The multiplex ESR1-ddPCR detects, in a single reaction, the most frequent ESR1 activating mutations with good sensitivity. This method allows real-time liquid biopsy for ESR1 mutation monitoring in large cohorts of patients.
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Affiliation(s)
- Emmanuelle Jeannot
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France.,Department of Biopathology and Genetics, Institut Curie, PSL Research University, Paris, France
| | - Lauren Darrigues
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France
| | - Marc Michel
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France
| | - Marc-Henri Stern
- INSERM U830, Institut Curie, PSL Research University, Paris, France
| | - Jean-Yves Pierga
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France.,Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France.,Université de Paris, Paris, France.,Medical Oncology, Department of the Institut Curie, Paris, France
| | - Aurore Rampanou
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France
| | - Samia Melaabi
- Department of Biopathology and Genetics, Institut Curie, PSL Research University, Paris, France
| | - Camille Benoist
- Department of Biopathology and Genetics, Institut Curie, PSL Research University, Paris, France
| | - Ivan Bièche
- Department of Biopathology and Genetics, Institut Curie, PSL Research University, Paris, France
| | - Anne Vincent-Salomon
- Department of Biopathology and Genetics, Institut Curie, PSL Research University, Paris, France
| | - Radouane El Ayachy
- Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France
| | - Aurélien Noret
- Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France
| | - Nicolas Epaillard
- Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France
| | - Luc Cabel
- Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France.,Versailles Saint Quentin University, Paris Saclay University, Saint Cloud, France
| | - François-Clément Bidard
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France.,Department of Medical Oncology, Institut Curie, PSL Research University, Paris & Saint Cloud, France.,Versailles Saint Quentin University, Paris Saclay University, Saint Cloud, France
| | - Charlotte Proudhon
- Circulating tumor biomarkers laboratory, Inserm CIC 1428, Institut Curie, PSL Research University, Paris, France.
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13
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Zhu X, Su S, Fu M, Peng Z, Wang D, Rui X, Wang F, Liu X, Liu B, Zhu L, Yang W, Gao N, Huang G, Jing G, Guo Y. A density-watershed algorithm (DWA) method for robust, accurate and automatic classification of dual-fluorescence and four-cluster droplet digital PCR data. Analyst 2019; 144:4757-4771. [PMID: 31290860 DOI: 10.1039/c9an00637k] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Droplet digital PCR (ddPCR) is a single-molecule amplification technology with broad applications in precision medicine and clinical diagnosis. Dual-fluorescence and four-cluster ddPCR (two/four-ddPCR) assay is an effective way to quantify copy numbers. Currently, two/four-ddPCR data are usually classified with manual thresholds. For clinical applications, automatic and accurate methods are required to avoid subjectivity in diagnosis. Although there are some automatic classification algorithms, their accuracy and robustness still need to be improved to meet the needs of clinical diagnosis. Therefore, a new method is in high demand to automatically classify two/four-ddPCR data in an accurate and robust way. Here, a novel density-watershed algorithm (DWA) method was developed for the accurate, automatic and unsupervised classification of two/four-ddPCR data. First, data gridding was applied to a scatter plot of the fluorescence signal intensity to calculate data densities. Based on the data densities, the watershed algorithm was used to divide the gridded scatter plot into isolated regions automatically. Next, an optimal cluster pattern was determined based on these isolated regions, and excess regions were merged. Finally, the two/four-ddPCR data were classified based on the merged regions, and DNA template copy numbers were calculated accordingly. Using the DWA method for the quantification of both wild types and mutants of epidermal growth factor receptor (EGFR) L858R and T790M, the classification results were highly consistent with expectations, and significantly better than commonly-used automatic algorithms for now. The computed template copy numbers scaled proportionally to the relative concentration of input templates (r2 > 0.998) in four orders of magnitude with a good reproducibility, and achieved a limit of detection over 40 times lower than the commonly-used automatic algorithms. Furthermore, the DWA method was validated on 254 clinical DNA samples derived from frozen tissues, formalin-fixed paraffin-embedded tissues and peripheral blood. In most cases, the DWA method derived accurate and valid classification results. This highly effective DWA method may be widely used for automatically classifying two/four-ddPCR data, and it will greatly promote the application of ddPCR in clinical diagnosis.
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Affiliation(s)
- Xiurui Zhu
- Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing, China.
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14
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EGFR Mutation Analysis in Non-small Cell Lung Carcinoma Patients: A Liquid Biopsy Approach. Indian J Clin Biochem 2019; 36:51-58. [PMID: 33505127 DOI: 10.1007/s12291-019-00864-7] [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: 08/23/2019] [Accepted: 11/25/2019] [Indexed: 10/25/2022]
Abstract
In the era of the targeted therapy identification of EGFR mutation detection in lung cancer is extremely helpful to predict the treatment efficacy of EGFR tyrosine kinase inhibitors (TKIs). Unfortunately, the inadequacy and quality of the biopsy samples are the major obstacles in molecular testing of EGFR mutation in lung cancer. To address this issue, the present study intended to use liquid biopsy as the non-invasive method for EGFR mutation detection. A total of 31 patients with an advanced stage of lung cancer were enrolled in the study from which cell-free DNA (cfDNA) and FFPE tissue DNA was extracted. Extracted DNA samples were analyzed for further EGFR exon specific mutation analysis by ARMS-PCR. Data were analyzed statistically using SPSS software. In cfDNA samples, the prevalence of wild type EGFR was 48% while the prevalence of TKI resistant and TKI sensitive mutations were 3%. Conversely, in tissue DNA samples, the prevalence of wild type, TKI sensitive and TKI resistant mutations were 48%, 19%, and 3%, respectively. The overall concordance of EGFR mutation between cfDNA and tissue DNA was 83%. McNemar's test revealed that there was no significant difference between EGFR expression of cfDNA and tissue DNA samples. Additionally, the significant-high incidence of TKI resistant mutations was observed in tobacco habituates, indicating the role of carcinogens present in the tobacco in developing resistant mutations. In conclusion, our data suggest that evaluation of EGFR mutation from cfDNA samples is practicable as a non-invasive tool in patients with advanced-stage of lung cancer.
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15
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Liao Y, Chen Y, Kou X, Xiao Y, Ye J, Wu A. Diagnostic test accuracy of droplet digital PCR for the detection of EGFR mutation (T790M) in plasma: Systematic review and meta-analysis. Clin Chim Acta 2019; 503:190-196. [PMID: 31805270 DOI: 10.1016/j.cca.2019.11.023] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2019] [Revised: 11/04/2019] [Accepted: 11/16/2019] [Indexed: 01/19/2023]
Abstract
BACKGROUND T790M mutation was a primary lead cause in the acquired resistance to EGFR-TKIs confirmed in earlier studies. Since the shortcomings of tumor tissue detection are well known, the liquid biopsy is more appropriate to track T790M status. We assessed the accuracy and clinical significance of the droplet digital PCR (ddPCR) detection of T790M mutation in plasma. METHODS We retrieved PubMed, Embase, Cochrane, and Web of science with no limitation of language and publication year. Summary sensitivity and specificity, positive likelihood ratio (PLR), negative likelihood ratio (NLR) and diagnostic odds ratio of detection of EGFR T790M status were calculated from extracted data from included articles. The summary receiver operating curve (SROC), diagnostic odds ratio (DOR), and the area under the summary receiver operating curve (AUC) was used to assess the overall diagnostic accuracy. I2 and meta-regression were used to evaluate heterogeneity and the source of heterogeneity, respectively. RESULT We identified 15 studies in the total search of 1364 reports, including 427 paired tissue and plasma samples. The pooled sensitivity and the pooled specificity were 0.68 (95% CI 0.61-0.75) and 0.85 (95% CI 0.75-0.91) by the bivariate model, respectively. The AUC and the pooled DOR were 0.78 (95% CI 0.74-0.81) and 12 (95% CI 7-22), respectively. None of the cofactors could account for the heterogeneity. CONCLUSION The plasma analysis is of a promising performance to screen EGFR-T790M mutation status by ddPCR.
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Affiliation(s)
- Yingyin Liao
- KingMed School of Laboratory Medicine of Guangzhou Medical University, No. 195 Dongfengxi Road, Guangzhou, Guangdong, China
| | - Yuan Chen
- Department of Clinical Laboratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, No. 151 Yanjiangxi Road, Guangzhou, Guangdong, China
| | - Xiaoxia Kou
- KingMed School of Laboratory Medicine of Guangzhou Medical University, No. 195 Dongfengxi Road, Guangzhou, Guangdong, China
| | - Yi Xiao
- The Fifth Affiliated Hospital of Guangzhou Medical University, No. 621 Gangwan Road, Guangzhou, Guangdong, China
| | - Junkai Ye
- Department of Clinical Laboratory Medicine, The First Affiliated Hospital of Guangzhou Medical University, No. 151 Yanjiangxi Road, Guangzhou, Guangdong, China
| | - Aiwu Wu
- KingMed School of Laboratory Medicine of Guangzhou Medical University, No. 195 Dongfengxi Road, Guangzhou, Guangdong, China.
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16
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Cruz A, Peng WK. Perspective: Cellular and Molecular Profiling Technologies in Personalized Oncology. J Pers Med 2019; 9:E44. [PMID: 31547284 PMCID: PMC6789676 DOI: 10.3390/jpm9030044] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Revised: 08/28/2019] [Accepted: 09/04/2019] [Indexed: 02/08/2023] Open
Abstract
Cancer is a leading cause of death worldwide and therefore one of the most important public health concerns. In this contribution, we discuss recent key enabling technological innovations (and their challenges), including biomarker-based technologies, that potentially allow for decentralization (e.g., self-monitoring) with the increasing availability of point-of-care technologies in the near future. These technological innovations are moving the field one step closer toward personalized oncology.
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Affiliation(s)
- Andrea Cruz
- International Iberian Nanotechnology Laboratory, 4715-330 Braga, Portugal.
| | - Weng Kung Peng
- International Iberian Nanotechnology Laboratory, 4715-330 Braga, Portugal.
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17
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Liang SK, Ko JC, Yang JCH, Shih JY. Afatinib is effective in the treatment of lung adenocarcinoma with uncommon EGFR p.L747P and p.L747S mutations. Lung Cancer 2019; 133:103-109. [PMID: 31200815 DOI: 10.1016/j.lungcan.2019.05.019] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 05/13/2019] [Accepted: 05/16/2019] [Indexed: 12/28/2022]
Abstract
OBJECTIVES Epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (TKIs) are used as first-line standard treatment for advanced lung adenocarcinoma with mutant EGFR. Nevertheless, few studies have demonstrated the efficacy of first- and second-generation EGFR TKIs in patients harboring the uncommon p.L747P and p.L747S mutations in exon 19 of EGFR. MATERIALS AND METHODS From 2005-2018, we identified patients with lung adenocarcinoma with EGFR p.L747P or p.L747S mutations using DNA and cDNA sequencing or commercial kits and recorded their clinical data. Published data pertaining to these mutations were also reviewed. RESULTS Twelve eligible patients were enrolled at National Taiwan University Hospital (NTUH), and ten additional patients were identified in published literature. In NTUH cohort, the direct DNA sequencing had a 60.0% (3 of 5 patients) false-negative rate, and use of commercial kits all caused misidentification of EGFR p.L747P or p.L747S. Of the 7 patients receiving EGFR TKI treatment, five stage-IV lung adenocarcinoma patients that received afatinib had a 80.0% objective response rate (ORR), while two patients administered gefitinib or erlotinib showed a 0% ORR. The median progression-free survival (PFS) rates were 11.97 and 0.92 months (P = 0.012) for afatinib and gefitinib/erlotinib, respectively. No patients (0%) acquired p.T790 M resistance after failure of afatinib (n = 3). Of 10 patients harboring EGFR p.L747P from published literature, six patients used first-generation EGFR TKIs as treatment also showed 0% ORR and 1.00 month median PFS. CONCLUSIONS Patients with the uncommon EGFR mutations p.L747P and p.L747S could be incorrectly classified as having wild-type EGFR or a 19DEL when using direct DNA sequencing or commercial kits. Moreover, use of afatinib may provide significantly improved PFS in patients with advanced lung adenocarcinoma with one of these two EGFR mutations.
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Affiliation(s)
- Sheng-Kai Liang
- Department of Internal Medicine, National Taiwan University Hospital Hsinchu Branch, Hsinchu, Taiwan; Institute of Biotechnology, National Tsing Hua University, Hsinchu, Taiwan
| | - Jen-Chung Ko
- Department of Internal Medicine, National Taiwan University Hospital Hsinchu Branch, Hsinchu, Taiwan
| | | | - Jin-Yuan Shih
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan.
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18
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Huang M, Wei S. Overview of Molecular Testing of Cytology Specimens. Acta Cytol 2019; 64:136-146. [PMID: 30917368 DOI: 10.1159/000497187] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Accepted: 01/23/2019] [Indexed: 12/15/2022]
Abstract
OBJECTIVE Utilizing cytology specimens for molecular testing has attracted increasing attention in the era of personalized medicine. Cytology specimens are clinically easier to access. The samples can be quickly and completely fixed in a very short time of fixation before tissue degradation occurs, compared to hours or days of fixation in surgical pathology specimens. In addition, cytology specimens can be fixed without formalin, which can significantly damage DNA and RNA. All these factors contribute to the superb quality of DNA and RNA in cytology specimens for molecular tests. STUDY DESIGN We summarize the most pertinent information in the literature regarding molecular testing in the field of cytopathology. RESULTS The first part focuses on the types of cytological specimens that can be used for molecular testing, including the advantages and limitations. The second section describes the common molecular tests and their clinical application. CONCLUSION Various types of cytology specimens are suitable for many molecular tests, which may require additional clinical laboratory validation.
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Affiliation(s)
- Min Huang
- Department of Pathology, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA
| | - Shuanzeng Wei
- Department of Pathology, Fox Chase Cancer Center, Philadelphia, Pennsylvania, USA,
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19
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Bronkhorst AJ, Ungerer V, Holdenrieder S. The emerging role of cell-free DNA as a molecular marker for cancer management. BIOMOLECULAR DETECTION AND QUANTIFICATION 2019; 17:100087. [PMID: 30923679 PMCID: PMC6425120 DOI: 10.1016/j.bdq.2019.100087] [Citation(s) in RCA: 327] [Impact Index Per Article: 65.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 02/26/2019] [Accepted: 03/11/2019] [Indexed: 02/07/2023]
Abstract
An increasing number of studies demonstrate the potential use of cell-free DNA (cfDNA) as a surrogate marker for multiple indications in cancer, including diagnosis, prognosis, and monitoring. However, harnessing the full potential of cfDNA requires (i) the optimization and standardization of preanalytical steps, (ii) refinement of current analysis strategies, and, perhaps most importantly, (iii) significant improvements in our understanding of its origin, physical properties, and dynamics in circulation. The latter knowledge is crucial for interpreting the associations between changes in the baseline characteristics of cfDNA and the clinical manifestations of cancer. In this review we explore recent advancements and highlight the current gaps in our knowledge concerning each point of contact between cfDNA analysis and the different stages of cancer management.
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Affiliation(s)
| | | | - Stefan Holdenrieder
- Institute for Laboratory Medicine, German Heart Centre, Technical University Munich, Lazarettstraße. 36, D-80636, Munich, Germany
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20
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Yin J, Hu J, Sun J, Wang B, Mu Y. A fast nucleic acid extraction system for point-of-care and integration of digital PCR. Analyst 2019; 144:7032-7040. [DOI: 10.1039/c9an01067j] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
This work showcases a PTFE-based nucleic acid extraction system for point-of-care and integration of digital PCR.
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Affiliation(s)
- Juxin Yin
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Jiumei Hu
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Jingjing Sun
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
| | - Ben Wang
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention
- National Ministry of Education)
- The Second Affiliated Hospital
- Zhejiang University School of Medicine
- Hangzhou
| | - Ying Mu
- Research Centre for Analytical Instrumentation
- Institute of Cyber-Systems and Control
- State Key Laboratory of Industrial Control Technology
- Zhejiang University
- Hangzhou
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21
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Del Re M, Bordi P, Rofi E, Restante G, Valleggi S, Minari R, Crucitta S, Arrigoni E, Chella A, Morganti R, Tiseo M, Petrini I, Danesi R. The amount of activating EGFR mutations in circulating cell-free DNA is a marker to monitor osimertinib response. Br J Cancer 2018; 119:1252-1258. [PMID: 30397287 PMCID: PMC6251035 DOI: 10.1038/s41416-018-0238-z] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2018] [Revised: 07/16/2018] [Accepted: 07/31/2018] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Circulating cell-free DNA (cfDNA) may help understand the molecular response to pharmacologic treatment and provide information on dynamics of clonal heterogeneity. Therefore, this study evaluated the correlation between treatment outcome and activating EGFR mutations (act-EGFR) and T790M in cfDNA in patients with advanced NSCLC given osimertinib. METHODS Thirty-four NSCLC patients resistant to first/second-generation EGFR-TKIs, positive for both act-EGFR and T790M in cfDNA at the time of progression were enrolled in this study. Plasma samples were obtained at osimertinib baseline and after 3 months of therapy; cfDNA was analyzed by droplet digital PCR and results were expressed as mutant allele frequency (MAF). RESULTS At baseline, act-EGFR MAF was significantly higher than T790M (p < 0.0001). act-EGFR MAF and T790M/act-EGFR MAF ratio were significantly correlated with disease response (p = 0.02). Cut-off values of act-EGFR MAF and T790M/act-EGFR ratio of 2.6% and 0.22 were found, respectively. The PFS of patients with act-EGFR MAF of > 2.6% and < 2.6%, were 10 months vs. not reached, respectively (p = 0.03), whereas patients with T790M/act-EGFR ≤ 0.22 had poorer PFS than patients with a value of > 0.22 (6 months vs. not reached, respectively, p = 0.01). CONCLUSION act-EGFR MAF and T790M/act-EGFR MAF ratio are potential markers of outcome in patients treated with osimertinib.
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Affiliation(s)
- Marzia Del Re
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Paola Bordi
- Medical Oncology Unit, University Hospital of Parma, Parma, Italy
| | - Eleonora Rofi
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Giuliana Restante
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Simona Valleggi
- Pneumology Unit, Department of Translational Research and New Technologies in Medicine, University of Pisa, Pisa, Italy
| | - Roberta Minari
- Medical Oncology Unit, University Hospital of Parma, Parma, Italy
| | - Stefania Crucitta
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Elena Arrigoni
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Antonio Chella
- Pneumology Unit, Department of Translational Research and New Technologies in Medicine, University of Pisa, Pisa, Italy
| | - Riccardo Morganti
- Section of Statistics, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Marcello Tiseo
- Medical Oncology Unit, University Hospital of Parma, Parma, Italy
| | - Iacopo Petrini
- Pneumology Unit, Department of Translational Research and New Technologies in Medicine, University of Pisa, Pisa, Italy.
| | - Romano Danesi
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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22
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Demaree B, Weisgerber D, Dolatmoradi A, Hatori M, Abate AR. Direct quantification of EGFR variant allele frequency in cell-free DNA using a microfluidic-free digital droplet PCR assay. Methods Cell Biol 2018; 148:119-131. [PMID: 30473066 DOI: 10.1016/bs.mcb.2018.10.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Analysis of liquid biopsy samples is a promising diagnostic intervention for noninvasive detection and monitoring of cancer genotypes. However, current methods used to assess mutation status are either costly, in the case of next-generation sequencing-based assays, or lacking in sensitivity, in the case of bulk quantitative PCR measurements. Digital droplet PCR (ddPCR) is at once a sensitive and low-cost method for detecting rare cancer mutations and measuring their variant allele frequency. In this chapter, we describe a method for conducting ddPCR assays without microfluidics in a process called "particle-templated emulsification" (PTE). Using hydrogel particles and a standard benchtop vortexer to rapidly emulsify large volumes, the method forgoes the specialized instrumentation required for conventional ddPCR assays and is capable of high experimental throughput. To assess the quantitative performance of the method, we apply PTE ddPCR to analysis of variant allele frequency in EGFR, a commonly mutated gene in lung adenocarcinomas.
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Affiliation(s)
- Benjamin Demaree
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA, United States; UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, CA, United States
| | - Daniel Weisgerber
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA, United States
| | - Ata Dolatmoradi
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA, United States
| | - Makiko Hatori
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA, United States
| | - Adam R Abate
- Department of Bioengineering and Therapeutic Sciences, California Institute for Quantitative Biosciences, University of California, San Francisco, CA, United States; UC Berkeley-UCSF Graduate Program in Bioengineering, University of California, San Francisco, CA, United States; Chan Zuckerberg Biohub, San Francisco, CA, United States.
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23
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The diagnostic accuracy of circulating tumor DNA for the detection of EGFR-T790M mutation in NSCLC: a systematic review and meta-analysis. Sci Rep 2018; 8:13379. [PMID: 30190486 PMCID: PMC6127187 DOI: 10.1038/s41598-018-30780-4] [Citation(s) in RCA: 60] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 08/01/2018] [Indexed: 12/18/2022] Open
Abstract
This pooled analysis aims at evaluating the diagnostic accuracy of circulating tumor (ct) DNA for the detection of EGFR-T790M mutation in NSCLC patients who progressed after EGFR-TKIs. Data from all published studies, reporting both sensitivity and specificity of plasma-based EGFR-T790M mutation testing by ctDNA were collected by searching in PubMed, Cochrane Library, American Society of Clinical Oncology, European Society of Medical Oncology and World Conference of Lung Cancer meeting proceedings. A total of twenty-one studies, with 1639 patients, were eligible. The pooled sensitivity of ctDNA analysis was 0.67 (95% CI: 0.64–0.70) and the pooled specificity was 0.80 (95% CI: 0.77–0.83). The pooled positive predictive value (PPV) was 0.85 (95% CI: 0.82–0.87) and the pooled negative predictive value (NPV) was 0.60 (95% CI: 0.56–0.63). The positive likelihood ratio (PLR) and negative likelihood ratio (NLR) were 2.67 (95% CI: 1.86–3.82) and 0.46 (95% CI: 0.38–0.54), respectively. The pooled diagnostic odds ratio (DOR) was 7.27 (4.39–12.05) and the area under the curve (AUC) of the summary receiver operating characteristics (sROC) curve was 0.77. The ctDNA analysis represents a promising, non-invasive approach to detect and monitor the T790M mutation status in NSCLC patients. Development of standardized methodologies and clinical validation are recommended.
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24
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Cabanero M, Tsao MS. Circulating tumour DNA in EGFR-mutant non-small-cell lung cancer. ACTA ACUST UNITED AC 2018; 25:S38-S44. [PMID: 29910646 DOI: 10.3747/co.25.3761] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The advent of targeted therapy in non-small-cell lung cancer (nsclc) has made the routine molecular diagnosis of EGFR mutations crucial for optimal patient management. Obtaining tumour tissue for biomarker testing, especially in the setting of re-biopsy, can present many challenges. A potential alternative source of tumour dna is circulating cell-free tumour-derived dna (ctdna). Although ctdna is present in low quantities in plasma, the convenience of sample acquisition and the increasing reliability of detection methods make this approach a promising one. The various performance characteristics of both digital and nondigital platforms are still variable, and a standardized approach is needed that will make those platforms reliable clinical tools for the detection of EGFR sensitizing mutations and resistance mutations, including the T790M resistance mutation. Information derived from ctdna can be used to assess tumour burden, to identify genomic-based resistance mechanisms, and to track dynamic changes during therapy.
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Affiliation(s)
- M Cabanero
- Princess Margaret Cancer Centre, University Health Network, and.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON
| | - M S Tsao
- Princess Margaret Cancer Centre, University Health Network, and.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON
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25
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Zhang S, Zhu L, Xia B, Chen E, Zhao Q, Zhang X, Chen X, Chen X, Ma S. Epidermal growth factor receptor (EGFR) T790M mutation identified in plasma indicates failure sites and predicts clinical prognosis in non-small cell lung cancer progression during first-generation tyrosine kinase inhibitor therapy: a prospective observational study. Cancer Commun (Lond) 2018; 38:28. [PMID: 29789021 PMCID: PMC5993134 DOI: 10.1186/s40880-018-0303-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Accepted: 11/26/2017] [Indexed: 12/21/2022] Open
Abstract
Introduction Plasma circulating tumor DNA (ctDNA) is an ideal approach to detecting the epidermal growth factor receptor (EGFR) T790M mutation, which is a major mechanism of resistance to first-generation EGFR-tyrosine kinase inhibitor (TKI) therapy. The present study aimed to explore the association of ctDNA-identified T790M mutation with disease failure sites and clinical prognosis in non-small cell lung cancer (NSCLC) patients. Methods Patients who progressed on first-generation TKIs were categorized into failure site groups of chest limited (CF), brain limited (BF) and other (OF). Amplification refractory mutation system (ARMS) and droplet digital PCR (ddPCR) were used to identify the T790M mutation in ctDNA. Prognosis was analyzed with Kaplan–Meier methods. Results Overall concordance between the two methods was 78.3%. According to both ARMS and ddPCR, patients in the OF group had a significantly higher rate of T790M mutation than did patients in the BF and CF groups (P < 0.001), and a significantly higher T790M mutation rate was also observed in OF-group patients than in those in the CF and BF groups (P < 0.001). AZD9291 was found to be an excellent treatment option and yielded the longest survival for T790M+ patients in all groups who had progressed on EGFR-TKIs; for other treatments, the prognosis of T790M− patient subgroups varied. Conclusions The present study demonstrates that T790M mutation in ctDNA is associated with failure sites for NSCLC patients after EGFR-TKI therapy and indicates that both failure site and T790M mutational status greatly influence treatment selection and prognosis. Electronic supplementary material The online version of this article (10.1186/s40880-018-0303-2) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Shirong Zhang
- Center for Translational Medicine, Hangzhou First People's Hospital, Nanjing Medical University, No. 261 Huansha Road, Shangcheng District, Hangzhou, 310006, Zhejiang, China.,Department of Oncology, Hangzhou First People's Hospital, Nanjing Medical University, Hangzhou, 310006, Zhejiang, China
| | - Lucheng Zhu
- Department of Oncology, Hangzhou First People's Hospital, Nanjing Medical University, Hangzhou, 310006, Zhejiang, China.,Department of Oncology, Hangzhou Cancer Hospital, Hangzhou, 310000, Zhejiang, China
| | - Bing Xia
- Department of Oncology, Hangzhou Cancer Hospital, Hangzhou, 310000, Zhejiang, China
| | - Enguo Chen
- Department of Respiratory, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University, Hangzhou, 310020, Zhejiang, China
| | - Qiong Zhao
- Department of Oncology, the First Affiliated Hospital, Zhejiang University, Hangzhou, 310006, Zhejiang, China
| | - Xiaochen Zhang
- Department of Oncology, the First Affiliated Hospital, Zhejiang University, Hangzhou, 310006, Zhejiang, China
| | - Xueqin Chen
- Department of Oncology, Hangzhou Cancer Hospital, Hangzhou, 310000, Zhejiang, China
| | - Xufeng Chen
- Department of Cancer Genetics and Epigenetics, City of Hope National Medical Center, Duarte, CA, 91010, USA
| | - Shenglin Ma
- Center for Translational Medicine, Hangzhou First People's Hospital, Nanjing Medical University, No. 261 Huansha Road, Shangcheng District, Hangzhou, 310006, Zhejiang, China. .,Department of Oncology, Hangzhou First People's Hospital, Nanjing Medical University, Hangzhou, 310006, Zhejiang, China.
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26
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Zhang R, Chen B, Tong X, Wang Y, Wang C, Jin J, Tian P, Li W. Diagnostic accuracy of droplet digital PCR for detection of EGFR T790M mutation in circulating tumor DNA. Cancer Manag Res 2018; 10:1209-1218. [PMID: 29844700 PMCID: PMC5962302 DOI: 10.2147/cmar.s161382] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Objectives Although different methods have been established to detect epidermal growth factor receptor (EGFR) T790M mutation in circulating tumor DNA (ctDNA), a wide range of diagnostic accuracy values were reported in previous studies. The aim of this meta-analysis was to provide pooled diagnostic accuracy measures for droplet digital PCR (ddPCR) in the diagnosis of EGFR T790M mutation based on ctDNA. Materials and methods A systematic review and meta-analysis were carried out based on resources from Pubmed, Web of Science, Embase and Cochrane Library up to October 11, 2017. Data were extracted to assess the pooled sensitivity, specificity, positive likelihood ratio, negative likelihood ratio (NLR), diagnostic OR (DOR), and areas under the summary receiver-operating characteristic curve (SROC). Results Eleven of 311 studies identified have met the including criteria. The sensitivity and specificity of ddPCR for the detection of T790M mutation in ctDNA ranged from 0.0% to 100.0% and 63.2% to 100.0%, respectively. For the pooled analysis, ddPCR had a performance of 70.1% (95% CI, 62.7%–76.7%) sensitivity, 86.9 % (95% CI, 80.6%–91.7%) specificity, 3.67 (95% CI, 2.33–5.79) PLR, 0.41 (95% CI, 0.32–0.55) NLR, and 10.83 (95% CI, 5.86–20.03) DOR, with the area under the SROC curve being 0.82. Conclusion The ddPCR harbored a good performance for detection of EGFR T790M mutation in ctDNA.
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Affiliation(s)
- Rui Zhang
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Bojiang Chen
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Xiang Tong
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Ye Wang
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China.,Lung Cancer Treatment Center, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Chengdi Wang
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Jing Jin
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Panwen Tian
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China.,Lung Cancer Treatment Center, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Weimin Li
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
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27
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Goag EK, Lee JM, Chung KS, Kim SY, Leem AY, Song JH, Jung JY, Park MS, Chang YS, Kim YS, Chang J, Kim EY. Usefulness of Bronchoscopic Rebiopsy of Non-Small Cell Lung Cancer with Acquired Resistance to Epidermal Growth Factor Receptor-Tyrosine Kinase Inhibitor. J Cancer 2018; 9:1113-1120. [PMID: 29581791 PMCID: PMC5868179 DOI: 10.7150/jca.21650] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2017] [Accepted: 02/02/2018] [Indexed: 01/15/2023] Open
Abstract
Background: Approximately 50% of non-small cell lung cancer (NSCLC) patients with acquired resistance to EGFR-TKI harbor the EGFR mutation T790M. The recent development and wide use of third-generation EGFR-TKIs targeting T790M-mutant NSCLCs have increased the importance of rebiopsy after EGFR-TKI failure. We aimed to investigate the advantages of flexible bronchoscopy as a rebiopsy method and the prevalence of and factors affecting the T790M mutation after EGFR-TKI failure. Methods: We investigated 139 patients who had undergone bronchoscopic rebiopsy and endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) between Sep 2014 and Jul 2016. Results: Among the 139 patients, bronchoscopic rebiopsy yielded successful pathological diagnoses in 102 (73.4%). Among them, 41 patients with EGFR-mutant lung adenocarcinoma and EGFR-TKI progression were selected for an investigation of T790M mutation prevalence at rebiopsy. The initial EGFR mutations were exon 19 del (56.1%), L858R or L861Q (34.1%), and others (9.8%). The most common rebiopsy method was transbronchial lung biopsy (41.5%), followed by EBUS-TBNA (26.8%) and endobronchial biopsy (19.5%). The median interval to T790M emergence was the longest among cases with exon 19 deletion (14.1 months), followed by exon 21 L858R or L861Q (11.3 months) and other rare EGFR mutations (2.9 months). The T790M mutation was identified in 18 (43.9%) patients, and exon 19 del was the most significant factor affecting T790M mutation development (hazard ratio: 6.875, P = 0.014). Conclusions: Bronchoscopy was more useful than other rebiopsy approaches. The T790M emergence rate was highest in cases with exon 19 deletion, likely as a consequence of long-term EGFR-TKI exposure.
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Affiliation(s)
- Eun Kyong Goag
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jung Mo Lee
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Kyung Soo Chung
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Song Yee Kim
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Ah Young Leem
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Joo Han Song
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Ji Ye Jung
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Moo Suk Park
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Yoon Soo Chang
- Division of Pulmonology, Department of Internal Medicine, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Young Sam Kim
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Joon Chang
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Eun Young Kim
- Division of Pulmonology, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
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28
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Seki Y, Fujiwara Y, Kohno T, Yoshida K, Goto Y, Horinouchi H, Kanda S, Nokihara H, Yamamoto N, Kuwano K, Ohe Y. Circulating cell-free plasma tumour DNA shows a higher incidence of EGFR mutations in patients with extrathoracic disease progression. ESMO Open 2018; 3:e000292. [PMID: 29464111 PMCID: PMC5812398 DOI: 10.1136/esmoopen-2017-000292] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2017] [Revised: 12/05/2017] [Accepted: 12/13/2017] [Indexed: 12/15/2022] Open
Abstract
Background Non-invasive monitoring of epidermal growth factor receptor (EGFR) mutations conferring sensitivity and resistance to tyrosine kinase inhibitors (TKIs) is vital for efficient therapy of lung adenocarcinoma (LADC). Although plasma circulating cell-free tumour DNA (ctDNA) is detectable at an early stage, the size of the tumour does not strongly correlate with concentration of whole cell-free DNA (cfDNA), including normal leucocyte DNA. We sought to examine the clinical features of patients with LADC whose cfDNA examination held clues for analysis of cancer genomics. Methods Forty-four plasma samples from 37 patients with LADC receiving EGFR-TKI therapy, including 20 who developed resistance, were prospectively subjected to droplet digital PCR-cfDNA analysis to detect EGFR mutations and analysed according to clinical features. Results cfDNA samples from 28 (64%) of the 44 samples were positive for TKI-sensitive mutations. Samples from 19 (95%) of the 20 EGFR-TKI-resistant patients were positive for TKI-sensitive mutations. In 24 patients without TKI resistance, 7 (54%) of 13 patients with regional lymph node metastases, 4 (67%) of 6 patients with advanced T stage (T3 or T4) and 8 (57%) of 14 patients with extrathoracic disease progression were also positive for TKI-sensitive mutations. cfDNA analysis from patients with acquired TKI-resistance disease or extrathoracic disease progression correlated with a high detection rate of TKIsensitive mutations (acquired resistance: risk ratio=2.53, 95% CI 1.50 to 4.29; extrathoracic disease progression: risk ratio=5.71, 95% CI 0.84 to 36.74). Conclusions cfDNA in patients with EGFR-TKI-resistance or extrathoracic disease progression may be useful for analysis of cancer genomics. Trial registration number UMIN 000017581.
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Affiliation(s)
- Yoshitaka Seki
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan.,Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Yutaka Fujiwara
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Takashi Kohno
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Kazushi Yoshida
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Yasushi Goto
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Hidehito Horinouchi
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Shintaro Kanda
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Hiroshi Nokihara
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Noboru Yamamoto
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Kazuyoshi Kuwano
- Division of Respiratory Diseases, Department of Internal Medicine, Jikei University School of Medicine, Tokyo, Japan
| | - Yuichiro Ohe
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
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29
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Abraham J, Singh S, Joshi S. Liquid biopsy - emergence of a new era in personalized cancer care. ACTA ACUST UNITED AC 2018. [DOI: 10.1186/s41241-018-0053-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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30
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Li X, Zhou C. Comparison of cross-platform technologies for EGFR T790M testing in patients with non-small cell lung cancer. Oncotarget 2017; 8:100801-100818. [PMID: 29246024 PMCID: PMC5725066 DOI: 10.18632/oncotarget.19007] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Accepted: 06/19/2017] [Indexed: 12/14/2022] Open
Abstract
Somatic mutations in the gene encoding epidermal growth factor receptor (EGFR) play an important role in determining targeted treatment modalities in non-small cell lung cancer (NSCLC). The EGFR T790M mutation emerges in approximately 50% of cases who acquire resistance to tyrosine kinase inhibitors. Detecting EGFR T790M mutation in tumor tissue is challenging due to heterogeneity of the tumor, low abundance of the mutation and difficulty for re-biopsy in patients with advanced disease. Alternatively, circulating tumor DNA (ctDNA) has been proposed as a non-invasive method for mutational analysis. The presence of EGFR mutations in ctDNA predicts response to the EGFR TKIs in the first-line setting. Molecular testing is now considered a standard care for NSCLC. The advent of standard commercially available kits and targeted mutational analysis has revolutionized the accuracy of mutation detection platforms for detection of EGFR mutations. Our review provides an overview of various commonly used platforms for detecting EGFR T790M mutation in tumor tissue and plasma.
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Affiliation(s)
- Xuefei Li
- Department of Lung Cancer and Immunology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Pulmonary Cancer institute, Tongji University School of Medicine, Shanghai, P. R. China
| | - Caicun Zhou
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University, Tongji University Medical School Cancer Institute, Shanghai, P. R. China
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Mehrotra M, Singh RR, Loghavi S, Duose DY, Barkoh BA, Behrens C, Patel KP, Routbort MJ, Kopetz S, Broaddus RR, Medeiros LJ, Wistuba II, Luthra R. Detection of somatic mutations in cell-free DNA in plasma and correlation with overall survival in patients with solid tumors. Oncotarget 2017. [PMID: 29535804 PMCID: PMC5828199 DOI: 10.18632/oncotarget.21982] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
A suitable clinical-grade platform is required for detection of somatic mutations with high sensitivity in cell-free DNA (cfDNA) of patients with solid tumors. In this study, we evaluated in parallel ultra-deep NGS with MassARRAY and allele-specific droplet digital PCR (ddPCR) for cfDNA genotyping and correlated cfDNA yield and mutation status with overall survival (OS) of patients. We assessed plasma samples from 46 patients with various advanced metastatic solid tumors and known mutations by deep sequencing using an Ampliseq cancer hotspot panel V2 on Ion Proton. A subset of these samples with DNA availability was tested by ddPCR and UltraSEEK MassARRAY for mutation detection in 5 genes (IDH1, PIK3CA, KRAS, BRAF, and NRAS). Sixty one of 104 expected tissue mutations and 6 additional mutations not present in the tissue were detected in cfDNA. ddPCR and MassARRAY showed 83% and 77% concordance with NGS for mutation detection with 100% and 79% sensitivity, respectively. The median OS of patients with lower cfDNA yield (74 vs 50 months; P < 0.03) and cfDNA negative for mutations (74.2 vs 53 months; p < 0.04) was significantly longer than in patients with higher cfDNA yield and positive for mutations. A limit-of-detection of 0.1% was demonstrated for ddPCR and MassARRAY platforms using a serially diluted positive cfDNA sample. The MassARRAY and ddPCR systems enable fast and cost-effective genotyping for a targeted set of mutations and can be used for single gene testing to guide response to chemotherapy or for orthogonal validation of NGS results.
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Affiliation(s)
- Meenakshi Mehrotra
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Rajesh R Singh
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Sanam Loghavi
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Dzifa Yawa Duose
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Bedia A Barkoh
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Carmen Behrens
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Keyur P Patel
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Mark J Routbort
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Scott Kopetz
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Russell R Broaddus
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - L Jeffrey Medeiros
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Ignacio I Wistuba
- Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Rajyalakshmi Luthra
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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32
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Garcia J, Dusserre E, Cheynet V, Bringuier PP, Brengle-Pesce K, Wozny AS, Rodriguez-Lafrasse C, Freyer G, Brevet M, Payen L, Couraud S. Evaluation of pre-analytical conditions and comparison of the performance of several digital PCR assays for the detection of major EGFR mutations in circulating DNA from non-small cell lung cancers: the CIRCAN_0 study. Oncotarget 2017; 8:87980-87996. [PMID: 29152135 PMCID: PMC5675687 DOI: 10.18632/oncotarget.21256] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Accepted: 06/26/2017] [Indexed: 12/18/2022] Open
Abstract
Non invasive somatic detection assays are suitable for repetitive tumor characterization or for detecting the appearance of somatic resistance during lung cancer. Molecular diagnosis based on circulating free DNA (cfDNA) offers the opportunity to track the genomic evolution of the tumor, and was chosen to assess the molecular profile of several EGFR alterations, including deletions in exon 19 (delEX19), the L858R substitution on exon 21 and the EGFR resistance mutation T790M on exon 20. Our study aimed at determining optimal pre-analytical conditions and EGFR mutation detection assays for analyzing cfDNA using the picoliter-droplet digital polymerase chain reaction (ddPCR) assay. Within the framework of the CIRCAN project set-up at the Lyon University Hospital, plasma samples were collected to establish a pre-analytical and analytical workflow of cfDNA analysis. We evaluated all of the steps from blood sampling to mutation detection output, including shipping conditions (4H versus 24H in EDTA tubes), the reproducibility of cfDNA extraction, the specificity/sensitivity of ddPCR (using external controls), and the comparison of different PCR assays for the detection of the three most important EGFR hotspots, which highlighted the increased sensitivity of our in-house primers/probes. Hence, we have described a new protocol facilitating the molecular detection of somatic mutations in cancer patients from liquid biopsies, improving their diagnosis and introducing a less traumatic monitoring system during tumor progression.
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Affiliation(s)
- Jessica Garcia
- Laboratoire de Biochimie et Biologie Moléculaire, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, 69310, Pierre Bénite, France.,Centre de Recherche en Cancérologie de Lyon, INSERM 1052, CNRS 5286, Université Claude Bernard Lyon 1, Lyon, 69003, France.,Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France
| | - Eric Dusserre
- Laboratoire de Biochimie et Biologie Moléculaire, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, 69310, Pierre Bénite, France.,Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France
| | - Valérie Cheynet
- Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Medical Diagnostic Discovery Department, BioMérieux, 69290 Craponne, France
| | - Pierre Paul Bringuier
- Service d'Anatomie et de Cytologie Pathologiques, Groupement Hospitalier Est, Hospices Civils de Lyon, 69500, Bron, France
| | - Karen Brengle-Pesce
- Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Medical Diagnostic Discovery Department, BioMérieux, 69290 Craponne, France
| | - Anne-Sophie Wozny
- Laboratoire de Biochimie et Biologie Moléculaire, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, 69310, Pierre Bénite, France.,Faculté de Pharmacie de Lyon (IPSB), Université de Lyon1, Lyon, 69008, France
| | - Claire Rodriguez-Lafrasse
- Laboratoire de Biochimie et Biologie Moléculaire, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, 69310, Pierre Bénite, France.,Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France.,Faculté de Pharmacie de Lyon (IPSB), Université de Lyon1, Lyon, 69008, France
| | - Gilles Freyer
- Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France.,Service d'Oncologie Médicale, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Lyon, 69003, France.,EMR 3738 Ciblage Thérapeutique en Oncologie, Faculté de Médecine Lyon Sud, Université Lyon 1, 69600, Oullins, France
| | - Marie Brevet
- Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France.,Service d'Anatomie et de Cytologie Pathologiques, Groupement Hospitalier Est, Hospices Civils de Lyon, 69500, Bron, France.,EMR 3738 Ciblage Thérapeutique en Oncologie, Faculté de Médecine Lyon Sud, Université Lyon 1, 69600, Oullins, France
| | - Léa Payen
- Laboratoire de Biochimie et Biologie Moléculaire, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, 69310, Pierre Bénite, France.,Centre de Recherche en Cancérologie de Lyon, INSERM 1052, CNRS 5286, Université Claude Bernard Lyon 1, Lyon, 69003, France.,Laboratoire Commun de Recherche Hospices Civils de Lyon - BioMérieux, Centre Hospitalier Lyon Sud, 69310, Pierre Bénite, France.,Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France.,Faculté de Pharmacie de Lyon (IPSB), Université de Lyon1, Lyon, 69008, France
| | - Sébastien Couraud
- Institut de Cancérologie des Hospices Civils de Lyon, CIRculating CANcer Program (CIRCAN), 69002 Lyon, France.,EMR 3738 Ciblage Thérapeutique en Oncologie, Faculté de Médecine Lyon Sud, Université Lyon 1, 69600, Oullins, France.,Service de Pneumologie Aigue Spécialisée et Cancérologie Thoracique, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Lyon, 69003, France
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33
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Zhang N, Wang D, Li X, Yang Z, Zhang G, Wang Y, Wang C. A case report of EGFR mutant lung adenocarcinoma that acquired resistance to EGFR-tyrosine kinase inhibitors with T790M mutation and epithelial-to-mesenchymal transition. Respir Med Case Rep 2017; 22:183-186. [PMID: 28879074 PMCID: PMC5576958 DOI: 10.1016/j.rmcr.2017.08.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2017] [Revised: 08/14/2017] [Accepted: 08/16/2017] [Indexed: 01/04/2023] Open
Abstract
Although a secondary mutation and the epithelial-to-mesenchymal transition (EMT) are encountered very often in patients received the EGFR-TKI targeted treatment. The entire detrimental morphological change of the cancer entity was rare reported. Herein we report a case that acquired resistance to EGFR-TKI with T790M mutation and complete EMT morphological change of the tumor tissue. The primary lung tumor from a 52-year-old woman was diagnosed with moderate differentiated adenocarcinoma, with intensively positiveTTF-1 and E-cadherin in differentiated glandular structure but not the budding cancer cell cluster which with an intensive Vimentin staining. Molecular analysis revealed an EGFR exon 19 deletion and with an excellent response to Gefitinib treatment. Microscopic examination of recurred tumor specimens revealed a diffuse poorer differentiated proliferation of atypical cells. Immunostaining showed intensive Vimentin but almost completely negative for E-cadherin and TTF-1. Genetic analyses revealed T790M mutation. It is worth noting that rare clinical studies have been reported that acquired EGFR-TKI resistant lung adenocarcinoma underwent T790M mutation and almost complete EMT together. More significantly, the similarity of poorly differentiated cancer cell cluster in the primary lesions to recurred tumor lesions, which may pre-harbor drug resistance mutation should not be neglected underneath the predominant morphologic patterns.
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Affiliation(s)
- Nana Zhang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China.,Institute of Cancer Research, School of Basic Medical Science of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Depu Wang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Xiaofeng Li
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Zhe Yang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Guanjun Zhang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Yili Wang
- Institute of Cancer Research, School of Basic Medical Science of Xi'an Jiaotong University, Xi'an, 710061, China
| | - Chunbao Wang
- Department of Pathology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, China
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34
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Dong L, Lei D, Zhang H. Clinical strategies for acquired epidermal growth factor receptor tyrosine kinase inhibitor resistance in non-small-cell lung cancer patients. Oncotarget 2017; 8:64600-64606. [PMID: 28969097 PMCID: PMC5610029 DOI: 10.18632/oncotarget.19925] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 07/26/2017] [Indexed: 12/15/2022] Open
Abstract
Epidermal growth factor receptor (EGFR) mutations (EGFRm+) occur in 10–35% of non-small-cell lung cancer (NSCLC) cases and confer sensitivity to EGFR tyrosine kinase inhibitors (TKIs). EGFR TKIs are standard treatments for NSCLC patients harboring EGFR exon 19 deletions or exon 21 L858R point mutations. Despite initial benefit, most patients develop drug resistance, posing a challenge to oncologists. The secondary T790M point mutation in EGFR exon 20 contributes to approximately 60% of resistance cases. Optimum strategies for overcoming acquired EGFR TKI resistance are not clearly defined, although current common practice is to switch to platinum-based chemotherapy following resistance onset. While the second-generation EGFR TKIs, including afatinib, dacomitinib, and neratinib, exhibit promising preclinical activity against T790M mutants, dose-limiting toxicities in patients have limited clinical success. However, third generation EGFR TKIs appear able to overcome this mutation. Other treatment options aimed at EGFR TKI resistance include use of an EGFR TKI beyond progression, and chemotherapy plus an EGFR TKI. This review focuses on improved anticancer agents and therapy options for NSCLC patients with acquired EGFR TKI resistance.
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Affiliation(s)
- Lijun Dong
- Department of Oncology, Zhongda Hospital, Southeast University, Nanjing, China
| | - Dan Lei
- Department of Oncology, Zhongda Hospital, Southeast University, Nanjing, China
| | - Haijun Zhang
- Department of Oncology, Zhongda Hospital, Southeast University, Nanjing, China
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35
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Alantolactone induces apoptosis, promotes STAT3 glutathionylation and enhances chemosensitivity of A549 lung adenocarcinoma cells to doxorubicin via oxidative stress. Sci Rep 2017; 7:6242. [PMID: 28740138 PMCID: PMC5524969 DOI: 10.1038/s41598-017-06535-y] [Citation(s) in RCA: 60] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2017] [Accepted: 06/14/2017] [Indexed: 01/08/2023] Open
Abstract
Alantolactone (ALT), a sesquiterpene lactone component of Inula helenium, has been reported to exert anticancer activity in various cancers. However, the cellular targets and underlying mechanism of anticancer activity of ALT in various cancers including lung cancer has not been fully defined. In the present study, we found that ALT effectively inhibits proliferation and triggers oxidative stress mediated-apoptosis in A549 lung adenocarcinoma cells by inducing ER stress and mitochondrial dysfunction. This ALT-mediated apoptosis was inhibited by NAC while diamide potentiated it. Moreover, ALT effectively suppressed both constitutive and inducible STAT3 activation, inhibited its translocation into nucleus and decreased its DNA binding activity. Further mechanistic study revealed that ALT abrogated STAT3 activation by promoting STAT3 glutathionylation. ROS scavenger NAC reverted ALT-mediated STAT3 glutathionylation and inhibition of STAT3 phosphorylation. Finally, ALT enhanced chemosensitivity of A549 cells to doxorubicin and reversed doxorubicin resistance in A549/DR cells by inhibiting STAT3 activation and P-glycoprotein expression and increasing intracellular accumulation of doxorubicin. Suppression of STAT3 activation by targeting ROS metabolism with ALT thus discloses a previously unrecognized mechanism underlying the biological activity of ALT. Taken together; ALT induces oxidative stress-dependent apoptosis, inhibits STAT3 activation and augments doxorubicin toxicity in A549 lung cancer cells. These findings provide an in-depth insight into the molecular mechanism of ALT in the treatment of lung cancer.
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36
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Wu YL, Tong RZ, Zhang Y, Hu BB, Zheng K, Ding ZY, Peng F, Gong YL, Liu YM, Lu Y. Conventional real-time PCR-based detection of T790M using tumor tissue or blood in patients with EGFR TKI-resistant NSCLC. Onco Targets Ther 2017; 10:3307-3312. [PMID: 28740406 PMCID: PMC5505613 DOI: 10.2147/ott.s136823] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Blood biopsy has many advantages over tissue biopsy for diagnosing acquired T790M mutation in patients with non-small-cell lung cancer, such as being less risky and painful. New techniques with high sensitivity (eg, droplet digital PCR) show promising results during blood biopsy, but the positive rates of identification are still quite unclear. Whether there are other factors, except technology, affecting the results of blood biopsy is unclear. In this study, we used conventional amplification refractory mutation system to detect tumor tissue or blood for T790M mutation in patients clinically resistant to tyrosine kinase inhibitors. A total of 45 patients treated at West China Hospital between 2014 and 2016 were analyzed. The positive rate of T790M mutation was 70.8% based on tissue biopsy and 37.5% based on blood biopsy. Of the 24 patients whose epidermal growth factor receptor gene was genotyped through tissue and blood biopsy, 10 (41.7%) were concordant for T790M mutation status (κ=0.006). Of the 17 patients positive for T790M by tissue biopsy, 7 (41.2%) were positive for T790M by blood biopsy, and 3 of these 7 were only weakly positive. Of the 7 patients negative for T790M by tissue biopsy, 2 (28.6%) were positive by blood biopsy. Our T790M detection rate is higher than that reported by other studies using digital droplet PCR. These results suggest that other factors (eg, clinical features), intrinsically connected with circulating tumor DNA level, also affect the results of blood biopsy, and thus cannot be controlled through technological optimization.
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Affiliation(s)
- Ya-Lan Wu
- Department of Thoracic Oncology, Cancer Center.,Department of Oncology, Chengdu Shang Jin Nan Fu Hospital
| | | | - Yan Zhang
- Department of Thoracic Oncology, Cancer Center
| | - Bin-Bin Hu
- Department of Thoracic Oncology, Cancer Center
| | - Ke Zheng
- Department of Pathology, West China Hospital, Sichuan University, People's Republic of China
| | | | - Feng Peng
- Department of Thoracic Oncology, Cancer Center
| | | | | | - You Lu
- Department of Thoracic Oncology, Cancer Center
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37
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Mehrotra M, Singh RR, Chen W, Huang RS, Almohammedsalim AA, Barkoh BA, Simien CM, Hernandez M, Behrens C, Patel KP, Routbort MJ, Broaddus RR, Medeiros LJ, Wistuba II, Kopetz S, Luthra R. Study of Preanalytic and Analytic Variables for Clinical Next-Generation Sequencing of Circulating Cell-Free Nucleic Acid. J Mol Diagn 2017; 19:514-524. [DOI: 10.1016/j.jmoldx.2017.03.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2017] [Revised: 02/10/2017] [Accepted: 03/06/2017] [Indexed: 12/19/2022] Open
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38
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Liang Z, Cheng Y, Chen Y, Hu Y, Liu WP, Lu Y, Wang J, Wang Y, Wu G, Ying JM, Zhang HL, Zhang XC, Wu YL. EGFR T790M ctDNA testing platforms and their role as companion diagnostics: Correlation with clinical outcomes to EGFR-TKIs. Cancer Lett 2017. [PMID: 28642172 DOI: 10.1016/j.canlet.2017.06.008] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Somatic mutation in the epidermal growth factor receptor (EGFR) predict clinical response to EGFR tyrosine kinase inhibitors in non-small cell lung cancer (NSCLC) and is a promising target for personalised medicine. EGFR mutations have prognostic value. Initially patients respond well to tyrosine kinase inhibitors but finally they would develop resistance and about 50% of this resistance can be attributed to the emergence of EGFR resistant mutation, T790M. This necessitates the need for genetic testing for clinical management of patients. Molecular testing has become the standard of care in patients with NSCLCs based on the recommendations of standard guidelines. Though there are several platforms for EGFR mutation detection, highly sensitive platforms for clinical applicability as companion diagnostics for ctDNA based testing are emerging. Due to the dynamic changes in the T790M mutation during tyrosine kinase inhibitor (TKI) treatment, real-time monitoring of these genetic alterations is mandate for planning treatment strategies. With the advent of third generation TKIs that potentially target T790M, improvement in clinical outcome is documented in patients with NSCLCs. Managing these outcomes with appropriate companion diagnostics using ctDNA in early detection of these genetic alterations will improve patient care.
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Affiliation(s)
- Zhiyong Liang
- Department of Pathology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Ying Cheng
- Department of Oncology, Jilin Provincial Cancer Hospital, Changchun, China
| | - Yuan Chen
- Department of Oncology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yanping Hu
- Department of Oncology, Hubei Cancer Hospital, Wuhan, China
| | - Wei-Ping Liu
- Department of Pathology, West China Hospital, Sichuan University, Chengdu, China
| | - You Lu
- Department of Thoracic Oncology, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Jie Wang
- Department of Medical Oncology, National Cancer Centre, Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ye Wang
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Gang Wu
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jian-Ming Ying
- Department of Pathology, National Cancer Centre, Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - He-Long Zhang
- Department of Oncology, Tangdu Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China
| | - Xu-Chao Zhang
- Guangdong Lung Cancer Institute, Medical Research Center of Guangdong General Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China
| | - Yi-Long Wu
- Guangdong Lung Cancer Institute, Medical Research Center of Guangdong General Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China.
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39
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Yu Q, Huang F, Zhang M, Ji H, Wu S, Zhao Y, Zhang C, Wu J, Wang B, Pan B, Zhang X, Guo W. Multiplex picoliter-droplet digital PCR for quantitative assessment of EGFR mutations in circulating cell-free DNA derived from advanced non-small cell lung cancer patients. Mol Med Rep 2017; 16:1157-1166. [PMID: 29067441 PMCID: PMC5562084 DOI: 10.3892/mmr.2017.6712] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 04/13/2017] [Indexed: 12/30/2022] Open
Abstract
To explore the possible diagnostic value of liquid biopsy, two multiplex panels using picoliter-droplet digital polymerase chain reaction (ddPCR) were established to quantitatively assess the epidermal growth factor receptor (EGFR) mutations in cell‑free DNA (cfDNA) extracted from the plasma of advanced non‑small cell lung cancer (NSCLC) patients. Plasma samples derived from 22 patients with stage IIIB/IV NSCLC harboring EGFR mutations in matched tumor tissues confirmed by amplification refractory mutation system (ARMS) analysis were subjected to two multiplex ddPCR panels to assess the abundance of tyrosine kinase inhibitor (TKI) ‑sensitive (19DEL, L858R) and TKI‑resistant (T790 M) mutations. Fluctuations in EGFR mutant abundance were monitored by either of the multiplex ddPCR panels for three patients undergoing EGFR‑TKI treatment, with serial plasma sample collections over 2 months. The multiplex ddPCR panels applied to plasma cfDNA from advanced NSCLC patients achieved a total concordance rate of 80% with the EGFR mutation profiles obtained by ARMS from matched biopsy tumor specimens (90% for 19DEL, 95% for L858R, 95% for T790M, respectively) and revealed additional mutant alleles in two subjects. The respective sensitivity and specificity were 90.9 and 88.9% for 19DEL, 87.5 and 100% for L858R, 100 and 93.8% for T790M. The fluctuations of EGFR mutant abundance in serial plasma cfDNA were in accordance with the changes in tumor size as assessed by imaging scans. The authors demonstrated the utility of multiplex ddPCR panels with ultra‑sensitivity for quantitative analysis of EGFR mutations in plasma cfDNA and obtained promising usefulness in EGFR‑TKI decision‑making for advanced NSCLC patients.
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Affiliation(s)
- Qian Yu
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Fei Huang
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Meilin Zhang
- Department of Pulmonary Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Haiying Ji
- Department of Pulmonary Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Shenchao Wu
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Ying Zhao
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Chunyan Zhang
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Jiong Wu
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Beili Wang
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Baisheng Pan
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Xin Zhang
- Department of Pulmonary Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
| | - Wei Guo
- Department of Laboratory Medicine, Zhongshan Hospital, Fudan University, Shanghai 200032, P.R. China
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41
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Zhu Q, Xu Y, Qiu L, Ma C, Yu B, Song Q, Jin W, Jin Q, Liu J, Mu Y. A scalable self-priming fractal branching microchannel net chip for digital PCR. LAB ON A CHIP 2017; 17:1655-1665. [PMID: 28418438 DOI: 10.1039/c7lc00267j] [Citation(s) in RCA: 52] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
As an absolute quantification method at the single-molecule level, digital PCR has been widely used in many bioresearch fields, such as next generation sequencing, single cell analysis, gene editing detection and so on. However, existing digital PCR methods still have some disadvantages, including high cost, sample loss, and complicated operation. In this work, we develop an exquisite scalable self-priming fractal branching microchannel net digital PCR chip. This chip with a special design inspired by natural fractal-tree systems has an even distribution and 100% compartmentalization of the sample without any sample loss, which is not available in existing chip-based digital PCR methods. A special 10 nm nano-waterproof layer was created to prevent the solution from evaporating. A vacuum pre-packaging method called self-priming reagent introduction is used to passively drive the reagent flow into the microchannel nets, so that this chip can realize sequential reagent loading and isolation within a couple of minutes, which is very suitable for point-of-care detection. When the number of positive microwells stays in the range of 100 to 4000, the relative uncertainty is below 5%, which means that one panel can detect an average of 101 to 15 374 molecules by the Poisson distribution. This chip is proved to have an excellent ability for single molecule detection and quantification of low expression of hHF-MSC stem cell markers. Due to its potential for high throughput, high density, low cost, lack of sample and reagent loss, self-priming even compartmentalization and simple operation, we envision that this device will significantly expand and extend the application range of digital PCR involving rare samples, liquid biopsy detection and point-of-care detection with higher sensitivity and accuracy.
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Affiliation(s)
- Qiangyuan Zhu
- Research Center for Analytical Instrumentation, Institute of Cyber Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou 310058, Zhejiang, P. R. China.
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Shin SJ, Chun SM, Kim TI, Kim YJ, Choi HJ, Jang SJ, Kim J. Feasibility of multiplexed gene mutation detection in plasma samples of colorectal cancer patients by mass spectrometric genotyping. PLoS One 2017; 12:e0176340. [PMID: 28459822 PMCID: PMC5411034 DOI: 10.1371/journal.pone.0176340] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2016] [Accepted: 04/10/2017] [Indexed: 01/06/2023] Open
Abstract
Mutation analysis of circulating tumor DNA (ctDNA) has recently been introduced as a noninvasive tumor monitoring method. In this study, we tested the mass spectrometric-based MassARRAY platform for multiplexed gene mutation analysis of plasma samples from colorectal cancer (CRC) patients. A total of 160 patients, who underwent curative resection of either primary or metastatic CRC harboring KRAS mutations between 2005 and 2012, were included. Circulating DNA was isolated from plasma was analyzed on the MassARRAY platform with or without selective amplification of mutant DNA fragments. Tumor-specific KRAS mutations were detected in 39.6% (42/106) of patients with distant metastasis, and in 5.6% (3/54) of patients without distant metastasis. Selective amplification of the mutant allele increased sensitivity to 58.5% (62/106) for patients with distant metastasis, and 16.7% (9/54) for patients without distant metastasis. These mutation detection rates were no less than those of droplet digital polymerase chain reaction. Among patients with distant metastasis, detectable plasma KRAS mutations correlated with larger primary tumors and shorter overall survival rate (P = 0.014 and P = 0.003, respectively). In addition, activating PIK3CA mutations were detected together with KRAS mutations in two plasma samples. Taken together, massARRAY platform is a cost-effective, multigene mutation profiling technique for ctDNA with reasonable sensitivity and specificity.
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Affiliation(s)
- Su-Jin Shin
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Sung-Min Chun
- Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Tae-Im Kim
- Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Yu Jin Kim
- Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Hyun-Jeung Choi
- The Center for anti-cancer CDx, N-Bio, Seoul National University, Seoul, Republic of Korea
| | - Se Jin Jang
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
- Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Jihun Kim
- Department of Pathology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
- Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
- * E-mail:
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Prognostic value of plasma EGFR ctDNA in NSCLC patients treated with EGFR-TKIs. PLoS One 2017; 12:e0173524. [PMID: 28333951 PMCID: PMC5363800 DOI: 10.1371/journal.pone.0173524] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2016] [Accepted: 02/21/2017] [Indexed: 01/06/2023] Open
Abstract
OBJECTIVE Epidermal growth factor receptor (EGFR) specific mutations have been known to improve survival of patients with non-small-cell lung carcinoma (NSCLC). However, whether there are any changes of EGFR mutations after targeted therapy and its clinical significance is unclear. This study was to identify the status of EGFR mutations after targeted therapy and predict the prognostic significance for NSCLC patients. METHODS A total of forty-five (45) NSCLC patients who received EGFR-TKI therapy were enrolled. We identified the changes of EGFR mutations in plasma ctDNA by Amplification Refractory Mutation System (ARMS) PCR technology. RESULTS In the 45 cases of NSCLC with EGFR mutations, the EGFR mutation status changed in 26 cases, in which, 12 cases (26.7%) from positive to negative, and 14 cases (31.1%) from T790M mutation negative to positive after TKI targeted therapy. The T790M occurance group had a shorter Progression -Free-Survival (PFS) than the groups of EGFR mutation undetected and EGFR mutation turned out to have no change after EGFR-TKI therapy (p < 0.05). CONCLUSIONS According to this study, it's necessary to closely monitor EGFR mutations during follow-up to predict the prognosis of NSCLC patients who are to receive the TKI targeted therapy.
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Treatment of lung adenocarcinoma by molecular-targeted therapy and immunotherapy. Surg Today 2017; 48:1-8. [PMID: 28280984 DOI: 10.1007/s00595-017-1497-7] [Citation(s) in RCA: 75] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2016] [Accepted: 02/07/2017] [Indexed: 12/11/2022]
Abstract
Lung adenocarcinoma (LADC) is a cancer treatable using targeted therapies against driver gene aberrations. EGFR mutations and ALK fusions are frequent gene aberrations in LADC, and personalized therapies against those aberrations have become a standard therapy. These targeted therapies have shown significant positive efficacy and tolerable toxicity compared to conventional chemotherapy, so it is necessary to identify additional druggable genetic aberrations. Other than EGFR mutations and ALK fusions, mutations in KRAS, HER2, and BRAF, and driver fusions involving RET and ROS1, have also been identified in LADC. Interestingly, the frequency of driver gene aberrations differs according to ethnicity, sex, and smoking, which leads to differences in treatment efficacy. To date, several molecular-targeted drugs against driver genes have been developed, and several clinical trials have been conducted to evaluate the efficacy. However, targeted therapies against driver-gene-negative cases have not yet been well developed. Efforts to identify a new druggable target for such cases are currently underway. Furthermore, immune checkpoint blockade therapy might be effective for driver-negative cases, especially those with accumulated mutations.
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45
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A Comparison of Cell-Free DNA Isolation Kits: Isolation and Quantification of Cell-Free DNA in Plasma. J Mol Diagn 2016; 19:162-168. [PMID: 27865784 DOI: 10.1016/j.jmoldx.2016.09.009] [Citation(s) in RCA: 147] [Impact Index Per Article: 18.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2016] [Revised: 08/02/2016] [Accepted: 09/16/2016] [Indexed: 12/13/2022] Open
Abstract
The analysis of cell-free DNA (cfDNA) as a sensitive biomarker for cancer diagnosis and monitoring has resulted in a need for efficient and standardized cfDNA isolation. In this study, we compared the isolation efficiency of the QIAamp circulating nucleic acid kit (QIA) with four other cfDNA isolation kits: the PME free-circulating DNA Extraction Kit (PME), the Maxwell RSC ccfDNA Plasma Kit (RSC), the EpiQuick Circulating Cell-Free DNA Isolation Kit (EQ), and two consecutive versions of the NEXTprep-Mag cfDNA Isolation Kit (NpMV1/2). cfDNA was isolated from 10 plasma samples, of which five contained KRAS mutated cell-free tumor DNA (ctDNA). Digital droplet PCR was used to quantify the total cfDNA concentration as well as the KRAS mutated ctDNA fraction. cfDNA integrity was assessed with real-time quantitative PCR. The QIA and the RSC kits displayed similar isolation efficiencies of both KRAS mutated ctDNA and nonmutated cfDNA, whereas the yield generated by the PME and NpMV2 kits was significantly lower. Real-time quantitative PCR indicated the presence of digital droplet PCR inhibiting agents in the eluates of the NpMV1 and EQ kits. To conclude, this study presents two highly efficient isolation kits for cfDNA isolation, of which the RSC kit has the advantage of a fully automated protocol over the labor-intensive QIA kit.
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Alegre E, Fusco JP, Restituto P, Salas-Benito D, Rodríguez-Ruiz ME, Andueza MP, Pajares MJ, Patiño-García A, Pio R, Lozano MD, Gúrpide A, Lopez-Picazo JM, Gil-Bazo I, Perez-Gracia JL, Gonzalez A. Total and mutated EGFR quantification in cell-free DNA from non-small cell lung cancer patients detects tumor heterogeneity and presents prognostic value. Tumour Biol 2016; 37:13687-13694. [PMID: 27473086 DOI: 10.1007/s13277-016-5282-9] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Accepted: 07/15/2016] [Indexed: 11/26/2022] Open
Abstract
Mutation analysis of epidermal growth factor receptor (EGFR) gene is essential for treatment selection in non-small cell lung cancer (NSCLC). Analysis is usually performed in tumor samples. We evaluated the clinical utility of EGFR analysis in plasma cell-free DNA (cfDNA) from patients under treatment with EGFR inhibitors. We selected 36 patients with NSCLC and EGFR-activating mutations. Blood samples were collected at baseline and during treatment with EGFR inhibitors. Wild-type EGFR, L858R, delE746-A750, and T790M mutations were quantified in cfDNA by droplet digital PCR. Stage IV patients had higher total circulating EGFR copy levels than stage I (3523 vs. 1003 copies/mL; p < 0.01). There was high agreement for activating mutations between baseline cfDNA and tumor samples, especially for L858R mutation (kappa index = 0.679; p = 0.001). In 34 % of advanced NSCLC patients, we detected mutations in cfDNA not previously detected in tumor samples and double mutations in 17 %. Patients with baseline total EGFR copy levels above the median presented decreased overall survival (OS) (341 vs. 870 days, p < 0.05) and progression-free survival (PFS) (238 vs. 783 days; p < 0.05) compared with those with total EGFR copy levels below the median. Patients with baseline concentrations of activating mutations above the median (94 copies/mL) had lower OS (317 vs. 805 days; p < 0.05) and PFS (195 vs. 724 days; p < 0.05). During follow-up, T790M resistance mutation was detected in 53 % of patients. Total and mutated EGFR analysis in cfDNA seems a relevant tool to characterize the molecular profile and prognosis of NSCLC patients harboring EGFR mutations.
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Affiliation(s)
- E Alegre
- Clinical Chemistry Department, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
- Department of Biochemistry and Genetics, Universidad de Navarra, Irunlarrea 1, 31008, Pamplona, Spain
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
| | - J P Fusco
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - P Restituto
- Clinical Chemistry Department, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
| | - D Salas-Benito
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - M E Rodríguez-Ruiz
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - M P Andueza
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - M J Pajares
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Program in Solid Tumors and Biomarkers|, Centro de Investigación Médica Aplicada (CIMA), Av Pio XII, 55 31008, Pamplona, Spain
- Department of Histology, Universidad de Navarra, Irunlarrea 1, 31008, Pamplona, Spain
| | - A Patiño-García
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Pediatrics and CIMA LAB Diagnostics, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - R Pio
- Department of Biochemistry and Genetics, Universidad de Navarra, Irunlarrea 1, 31008, Pamplona, Spain
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Program in Solid Tumors and Biomarkers|, Centro de Investigación Médica Aplicada (CIMA), Av Pio XII, 55 31008, Pamplona, Spain
| | - M D Lozano
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Pathology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - A Gúrpide
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - J M Lopez-Picazo
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - I Gil-Bazo
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - J L Perez-Gracia
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain
- Department of Oncology, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain
| | - A Gonzalez
- Clinical Chemistry Department, Clínica Universidad de Navarra, Av Pio XII 36, 31008, Pamplona, Spain.
- Department of Biochemistry and Genetics, Universidad de Navarra, Irunlarrea 1, 31008, Pamplona, Spain.
- IdiSNA, Navarra Institute for Health Research, Irunlarrea 3, 31008, Pamplona, Spain.
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Non-Invasive Methods to Monitor Mechanisms of Resistance to Tyrosine Kinase Inhibitors in Non-Small-Cell Lung Cancer: Where Do We Stand? Int J Mol Sci 2016; 17:ijms17071186. [PMID: 27455248 PMCID: PMC4964555 DOI: 10.3390/ijms17071186] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2016] [Revised: 06/28/2016] [Accepted: 07/15/2016] [Indexed: 12/22/2022] Open
Abstract
The induction of resistance mechanisms represents an important problem for the targeted therapy of patients with non-small-cell lung cancer (NSCLC). The best-known resistance mechanism induced during treatment with epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitors (TKIs) is EGFR T790M mutation for which specific drugs are have been developed. However, other molecular alterations have also been reported as induced resistance mechanisms to EGFR-TKIs. Similarly, there is growing evidence of acquired resistance mechanisms to anaplastic lymphoma kinase (ALK)-TKI treatment. A better understanding of these acquired resistance mechanisms is essential in clinical practice as patients could be treated with specific drugs that are active against the induced alterations. The use of free circulating tumor nucleic acids or circulating tumor cells (CTCs) enables resistance mechanisms to be characterized in a non-invasive manner and reduces the need for tumor re-biopsy. This review discusses the main resistance mechanisms to TKIs and provides a comprehensive overview of innovative strategies to evaluate known resistance mechanisms in free circulating nucleic acids or CTCs and potential future orientations for these non-invasive approaches.
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Pu D, Liang H, Wei F, Akin D, Feng Z, Yan Q, Li Y, Zhen Y, Xu L, Dong G, Wan H, Dong J, Qiu X, Qin C, Zhu D, Wang X, Sun T, Zhang W, Li C, Tang X, Qiao Y, Wong DTW, Zhou Q. Evaluation of a novel saliva-based epidermal growth factor receptor mutation detection for lung cancer: A pilot study. Thorac Cancer 2016; 7:428-36. [PMID: 27385985 PMCID: PMC4930962 DOI: 10.1111/1759-7714.12350] [Citation(s) in RCA: 52] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2016] [Accepted: 02/03/2016] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND This article describes a pilot study evaluating a novel liquid biopsy system for non-small cell lung cancer (NSCLC) patients. The electric field-induced release and measurement (EFIRM) method utilizes an electrochemical biosensor for detecting oncogenic mutations in biofluids. METHODS Saliva and plasma of 17 patients were collected from three cancer centers prior to and after surgical resection. The EFIRM method was then applied to the collected samples to assay for exon 19 deletion and p.L858 mutations. EFIRM results were compared with cobas results of exon 19 deletion and p.L858 mutation detection in cancer tissues. RESULTS The EFIRM method was found to detect exon 19 deletion with an area under the curve (AUC) of 1.0 in both saliva and plasma samples in lung cancer patients. For L858R mutation detection, the AUC of saliva was 1.0, while the AUC of plasma was 0.98. Strong correlations were also found between presurgery and post-surgery samples for both saliva (0.86 for exon 19 and 0.98 for L858R) and plasma (0.73 for exon 19 and 0.94 for L858R). CONCLUSION Our study demonstrates the feasibility of utilizing EFIRM to rapidly, non-invasively, and conveniently detect epidermal growth factor receptor mutations in the saliva of patients with NSCLC, with results corresponding perfectly with the results of cobas tissue genotyping.
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Affiliation(s)
- Dan Pu
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Hao Liang
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Fang Wei
- School of Dentistry, Department of Pathology University of California Los Angeles California USA
| | - David Akin
- School of Dentistry, Department of Pathology University of California Los Angeles California USA
| | - Ziding Feng
- Department of Biostatistics, MD Anderson Cancer Center University of Texas Houston Texas USA
| | - QingXiang Yan
- Department of Biostatistics, MD Anderson Cancer Center University of Texas Houston Texas USA
| | - Yin Li
- Department of Thoracic Surgery, Henan Cancer Hospital University of Zhengzhou Zhengzhou China
| | - Yan Zhen
- Department of Thoracic Surgery, Henan Cancer Hospital University of Zhengzhou Zhengzhou China
| | - Lin Xu
- Department of Thoracic Surgery, Jiangsu Cancer Hospital Nanjing Medical University Nanjing China
| | - Gaochao Dong
- Department of Thoracic Surgery, Jiangsu Cancer Hospital Nanjing Medical University Nanjing China
| | - Huajing Wan
- Laboratory of Lung Development and Disease West China Second University Hospital, Sichuan University Chengdu China
| | - Jingsi Dong
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Xiaoming Qiu
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Changlong Qin
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Daxing Zhu
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Xi Wang
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Tong Sun
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Wenbiao Zhang
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Canjun Li
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Xiaojun Tang
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
| | - Youlin Qiao
- Department of Cancer Epidemiology Cancer Hospital/Institute, Chinese Academy of Medical Sciences Beijing China
| | - David T W Wong
- School of Dentistry, Department of Pathology University of California Los Angeles California USA
| | - Qinghua Zhou
- Lung Cancer Center, West China Hospital Sichuan University Chengdu China
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