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Published in: Journal of Translational Medicine 1/2019

Open Access 01-12-2019 | NSCLC | Research

Tracking longitudinal genetic changes of circulating tumor DNA (ctDNA) in advanced Lung adenocarcinoma treated with chemotherapy

Authors: Xiaohong Han, Ying Han, Qiaoyun Tan, Yu Huang, Jianliang Yang, Sheng Yang, Xiaohui He, Shengyu Zhou, Yan Song, Jinping Pi, Lijie Zuo, Jiarui Yao, Di Wu, Zhishang Zhang, Yuankai Shi

Published in: Journal of Translational Medicine | Issue 1/2019

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Abstract

Introduction

Pemetrexed combined with platinum complexes can be used as first-line treatment for advanced non-squamous non-small cell lung cancer (NSCLC), however, the efficacy and safety is varying from individuals. There is a need to better understand the genetic variations associated with platinum response.

Materials and Methods

We performed next-generation sequencing (NGS) based on BGI Oseq-ctDNA panel to analyze 98 longitudinal plasma samples from 32 lung adenocarcinoma patients during platinum-based chemotherapy, and a bioinformatic pipeline was developed to detect point mutations.

Results

We found that mutation burden was decreased after chemotherapy, which reflected chemotherapy sensitivity, especially the frequency of C>G and C>A substitutions. Moreover, neoplastic cells carrying a specific set of somatic mutations, such as EGFR(L858R), KRAS (p.G12C) were obviously correlated with platinum treatment. In addition, the MAPK pathway was found to have a pivotal role in NSCLC and platinum based response. Finally, we found that smokers benefit less from platinum-based chemotherapy.

Conclusions

Collectively, this work described the dynamic changes of ctDNA mutation status during platinum-based treatment, which may contribute to advanced lung adenocarcinoma patients stratification and precision treatment.
Appendix
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Literature
1.
go back to reference Siegel RL, Miller KD, Fedewa SA, Ahnen DJ, Meester RG, Barzi A, Jemal A. Colorectal cancer statistics, 2017. CA Cancer J Clin. 2017;67(1):7–30.CrossRef Siegel RL, Miller KD, Fedewa SA, Ahnen DJ, Meester RG, Barzi A, Jemal A. Colorectal cancer statistics, 2017. CA Cancer J Clin. 2017;67(1):7–30.CrossRef
2.
go back to reference Vachani A, Sequist LV, Spira A. AJRCCM: 100-year anniversary. The shifting landscape for lung cancer: past, present, and future. Am J Respir Crit Care Med. 2017;195:1150–60.CrossRef Vachani A, Sequist LV, Spira A. AJRCCM: 100-year anniversary. The shifting landscape for lung cancer: past, present, and future. Am J Respir Crit Care Med. 2017;195:1150–60.CrossRef
3.
go back to reference Herbst RS, Morgensztern D, Boshoff C. The biology and management of non-small cell lung cancer. Nature. 2018;553:446–54.CrossRef Herbst RS, Morgensztern D, Boshoff C. The biology and management of non-small cell lung cancer. Nature. 2018;553:446–54.CrossRef
4.
go back to reference Ettinger DS, Aisner DL, Wood DE, Akerley W, Bauman J, Chang JY, Chirieac LR, D’Amico TA, Dilling TJ, Dobelbower M, Govindan R. NCCN guidelines insights: non-small cell lung cancer, version 5. 2018. J Natl Compre Cancer Netw. 2018;16:807–21.CrossRef Ettinger DS, Aisner DL, Wood DE, Akerley W, Bauman J, Chang JY, Chirieac LR, D’Amico TA, Dilling TJ, Dobelbower M, Govindan R. NCCN guidelines insights: non-small cell lung cancer, version 5. 2018. J Natl Compre Cancer Netw. 2018;16:807–21.CrossRef
5.
go back to reference Zhangjing W, Nirej S, Chong D, Xuehui X, Tenglang Z, Xiansong L. Circulating DNA addresses cancer monitoring in non small cell lung cancer patients for detection and capturing the dynamic changes of the disease. SpringerPlus. 2016;5:531.CrossRef Zhangjing W, Nirej S, Chong D, Xuehui X, Tenglang Z, Xiansong L. Circulating DNA addresses cancer monitoring in non small cell lung cancer patients for detection and capturing the dynamic changes of the disease. SpringerPlus. 2016;5:531.CrossRef
6.
go back to reference Sholl LM, Aisner DL, Varella-Garcia M, Berry LD, Dias-Santagata D, Wistuba II, Chen H, Fujimoto J, Kugler K, Franklin WA, Iafrate AJ. Multi-institutional oncogenic driver mutation analysis in lung adenocarcinoma: the lung cancer mutation consortium experience. J Thorac Oncol. 2015;10:768–77.CrossRef Sholl LM, Aisner DL, Varella-Garcia M, Berry LD, Dias-Santagata D, Wistuba II, Chen H, Fujimoto J, Kugler K, Franklin WA, Iafrate AJ. Multi-institutional oncogenic driver mutation analysis in lung adenocarcinoma: the lung cancer mutation consortium experience. J Thorac Oncol. 2015;10:768–77.CrossRef
7.
go back to reference Ni X, Zhuo M, Su Z, Duan J, Gao Y, Wang Z, et al. Reproducible copy number variation patterns among single circulating tumor cells of lung cancer patients. Proc Natl Acad Sci. 2013;110:21083–8.CrossRef Ni X, Zhuo M, Su Z, Duan J, Gao Y, Wang Z, et al. Reproducible copy number variation patterns among single circulating tumor cells of lung cancer patients. Proc Natl Acad Sci. 2013;110:21083–8.CrossRef
8.
go back to reference De Mattos-Arruda L, Weigelt B, Cortes J, Won HH, Ng CKY, Nuciforo P, et al. Capturing intra-Tumor genetic heterogeneity by de novo mutation profiling of circulating cell-free tumor DNA: a proof-of-principle. Ann Oncol. 2014;25:1729–35.CrossRef De Mattos-Arruda L, Weigelt B, Cortes J, Won HH, Ng CKY, Nuciforo P, et al. Capturing intra-Tumor genetic heterogeneity by de novo mutation profiling of circulating cell-free tumor DNA: a proof-of-principle. Ann Oncol. 2014;25:1729–35.CrossRef
9.
go back to reference Gerlinger M, Rowan AJ, Horswell S, Larkin J, Endesfelder D, Gronroos E, Martinez P, Matthews N, Stewart A, Tarpey P, Varela I. Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. New Engl J Med. 2012;366:883–92.CrossRef Gerlinger M, Rowan AJ, Horswell S, Larkin J, Endesfelder D, Gronroos E, Martinez P, Matthews N, Stewart A, Tarpey P, Varela I. Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. New Engl J Med. 2012;366:883–92.CrossRef
10.
go back to reference Schwaederlé MC, Patel SP, Husain H, Ikeda M, Lanman RB, Banks KC, Talasaz A, Bazhenova L, Kurzrock R. Utility of genomic assessment of blood-derived circulating tumor DNA (ctDNA) in patients with advanced lung adenocarcinoma. Clin Cancer Res. 2017;23:5101–11.CrossRef Schwaederlé MC, Patel SP, Husain H, Ikeda M, Lanman RB, Banks KC, Talasaz A, Bazhenova L, Kurzrock R. Utility of genomic assessment of blood-derived circulating tumor DNA (ctDNA) in patients with advanced lung adenocarcinoma. Clin Cancer Res. 2017;23:5101–11.CrossRef
11.
go back to reference Thompson JC, Yee SS, Troxel AB, Savitch SL, Fan R, Balli D, Lieberman DB, Morrissette JD, Evans TL, Bauml J, Aggarwal C. Detection of therapeutically targetable driver and resistance mutations in lung cancer patients by next-generation sequencing of cell-free circulating tumor DNA. Clin Cancer Res. 2016;22:5772–82.CrossRef Thompson JC, Yee SS, Troxel AB, Savitch SL, Fan R, Balli D, Lieberman DB, Morrissette JD, Evans TL, Bauml J, Aggarwal C. Detection of therapeutically targetable driver and resistance mutations in lung cancer patients by next-generation sequencing of cell-free circulating tumor DNA. Clin Cancer Res. 2016;22:5772–82.CrossRef
12.
go back to reference Claire T, Anne-Claire T, Stéphanie V, Pierre-Jean S, Patrick M, Denis M, et al. Circulating free DNA concentration is an independent prognostic biomarker in lung cancer. Eur Respir J. 2015;46:1773–80.CrossRef Claire T, Anne-Claire T, Stéphanie V, Pierre-Jean S, Patrick M, Denis M, et al. Circulating free DNA concentration is an independent prognostic biomarker in lung cancer. Eur Respir J. 2015;46:1773–80.CrossRef
13.
go back to reference Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, Dancey J, Arbuck S, Gwyther S, Mooney M, Rubinstein L. New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer. 2009;45:228–47.CrossRef Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, Dancey J, Arbuck S, Gwyther S, Mooney M, Rubinstein L. New response evaluation criteria in solid tumours: revised RECIST guideline (version 1.1). Eur J Cancer. 2009;45:228–47.CrossRef
14.
go back to reference McKenna A, Hanna M, Banks E, Sivachenko A, Cibulskis K, Kernytsky A, Garimella K, Altshuler D, Gabriel S, Daly M, DePristo MA. The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome research. 2010;20:1297–301.CrossRef McKenna A, Hanna M, Banks E, Sivachenko A, Cibulskis K, Kernytsky A, Garimella K, Altshuler D, Gabriel S, Daly M, DePristo MA. The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome research. 2010;20:1297–301.CrossRef
15.
go back to reference Jiang P, Lo YD. The long and short of circulating cell-free DNA and the ins and outs of molecular diagnostics. Trends Genet. 2016;32:360–71.CrossRef Jiang P, Lo YD. The long and short of circulating cell-free DNA and the ins and outs of molecular diagnostics. Trends Genet. 2016;32:360–71.CrossRef
16.
go back to reference Wang K, Li M, Hakonarson H. ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data. Nucleic Acids Res. 2010;38:e164.CrossRef Wang K, Li M, Hakonarson H. ANNOVAR: functional annotation of genetic variants from high-throughput sequencing data. Nucleic Acids Res. 2010;38:e164.CrossRef
17.
go back to reference Blokzijl F, Janssen R, Van Boxtel R, Cuppen E. MutationalPatterns: comprehensive genome-wide analysis of mutational processes. Genome medicine. 2018;10(1):33.CrossRef Blokzijl F, Janssen R, Van Boxtel R, Cuppen E. MutationalPatterns: comprehensive genome-wide analysis of mutational processes. Genome medicine. 2018;10(1):33.CrossRef
18.
go back to reference Phallen J, Sausen M, Adleff V, Leal A, Hruban C, White J, et al. Direct detection of early-stage cancers using circulating tumor DNA. Sci Transl Med. 2017;9:n2415.CrossRef Phallen J, Sausen M, Adleff V, Leal A, Hruban C, White J, et al. Direct detection of early-stage cancers using circulating tumor DNA. Sci Transl Med. 2017;9:n2415.CrossRef
19.
go back to reference Kandoth C, McLellan MD, Vandin F, Ye K, Niu B, Lu C, Xie M, Zhang Q, McMichael JF, Wyczalkowski MA, Leiserson MD. Mutational landscape and significance across 12 major cancer types. Nature. 2013;502:333–9.CrossRef Kandoth C, McLellan MD, Vandin F, Ye K, Niu B, Lu C, Xie M, Zhang Q, McMichael JF, Wyczalkowski MA, Leiserson MD. Mutational landscape and significance across 12 major cancer types. Nature. 2013;502:333–9.CrossRef
20.
go back to reference Ding L, Getz G, Wheeler DA, Mardis ER, McLellan MD, Cibulskis K, Sougnez C, Greulich H, Muzny DM, Morgan MB, Fulton L. Somatic mutations affect key pathways in lung adenocarcinoma. Nature. 2008;455:1069–75.CrossRef Ding L, Getz G, Wheeler DA, Mardis ER, McLellan MD, Cibulskis K, Sougnez C, Greulich H, Muzny DM, Morgan MB, Fulton L. Somatic mutations affect key pathways in lung adenocarcinoma. Nature. 2008;455:1069–75.CrossRef
21.
go back to reference Alexandrov LB, Nik-Zainal S, Wedge DC, Aparicio SA, Behjati S, Biankin AV, Bignell GR, Bolli N, Borg A, Børresen-Dale AL, Boyault S. Signatures of mutational processes in human cancer. Nature. 2013;500:415–21.CrossRef Alexandrov LB, Nik-Zainal S, Wedge DC, Aparicio SA, Behjati S, Biankin AV, Bignell GR, Bolli N, Borg A, Børresen-Dale AL, Boyault S. Signatures of mutational processes in human cancer. Nature. 2013;500:415–21.CrossRef
22.
go back to reference Jiang Chang, Wenle Tan, Zhiqiang Ling, Ruibin Xi, Mingming Shao, Mengjie Chen, et al. Genomic analysis of oesophageal squamous-cell carcinoma identifies alcohol drinking-related mutation signature and genomic alterations. Nat Commun. 2017;8:15290.CrossRef Jiang Chang, Wenle Tan, Zhiqiang Ling, Ruibin Xi, Mingming Shao, Mengjie Chen, et al. Genomic analysis of oesophageal squamous-cell carcinoma identifies alcohol drinking-related mutation signature and genomic alterations. Nat Commun. 2017;8:15290.CrossRef
23.
go back to reference Alexandrov LB, Ju YS, Haase K, Van Loo P, Martincorena I, Nik-Zainal S, Totoki Y, Fujimoto A, Nakagawa H, Shibata T, Campbell PJ. Mutational signatures associated with tobacco smoking in human cancer. Science. 2016;354:618–22.CrossRef Alexandrov LB, Ju YS, Haase K, Van Loo P, Martincorena I, Nik-Zainal S, Totoki Y, Fujimoto A, Nakagawa H, Shibata T, Campbell PJ. Mutational signatures associated with tobacco smoking in human cancer. Science. 2016;354:618–22.CrossRef
24.
go back to reference Waddell N, Pajic M, Patch AM, Chang DK, Kassahn KS, Bailey P, Johns AL, Miller D, Nones K, Quek K, Quinn MC. Whole genomes redefine the mutational landscape of pancreatic cancer. Nature. 2015;518:495–501.CrossRef Waddell N, Pajic M, Patch AM, Chang DK, Kassahn KS, Bailey P, Johns AL, Miller D, Nones K, Quek K, Quinn MC. Whole genomes redefine the mutational landscape of pancreatic cancer. Nature. 2015;518:495–501.CrossRef
25.
go back to reference Tatton-Brown K, Rahman N. The NSD1 and EZH2 overgrowth genes, similarities and differences. Am J Med Genet Part C Semin Med Genet. 2013;163(2):86–91.CrossRef Tatton-Brown K, Rahman N. The NSD1 and EZH2 overgrowth genes, similarities and differences. Am J Med Genet Part C Semin Med Genet. 2013;163(2):86–91.CrossRef
26.
go back to reference Xu Feng W, Ling-Yun CC, Qi H, Zheng Z, Li L, et al. Whole-exome and targeted sequencing identify ROBO1 and ROBO2 mutations as progression-related drivers in myelodysplastic syndromes. Nat Commun. 2015;6:8806.CrossRef Xu Feng W, Ling-Yun CC, Qi H, Zheng Z, Li L, et al. Whole-exome and targeted sequencing identify ROBO1 and ROBO2 mutations as progression-related drivers in myelodysplastic syndromes. Nat Commun. 2015;6:8806.CrossRef
27.
go back to reference Je EM, Gwak M, Oh H, Choi MR, Choi YJ, Lee SH, Yoo NJ. Frameshift mutations of axon guidance genes ROBO1 and ROBO2 in gastric and colorectal cancers with microsatellite instability. Pathology. 2013;45:645–50.CrossRef Je EM, Gwak M, Oh H, Choi MR, Choi YJ, Lee SH, Yoo NJ. Frameshift mutations of axon guidance genes ROBO1 and ROBO2 in gastric and colorectal cancers with microsatellite instability. Pathology. 2013;45:645–50.CrossRef
28.
go back to reference Weinstein John N., Collisson Eric A., Mills Gordon B., Shaw Kenna R. Mills, Ozenberger Brad A., et al.. The Cancer Genome Atlas Pan-Cancer analysis project. NAT GENET 2013;10: 1113-20.CrossRef Weinstein John N., Collisson Eric A., Mills Gordon B., Shaw Kenna R. Mills, Ozenberger Brad A., et al.. The Cancer Genome Atlas Pan-Cancer analysis project. NAT GENET 2013;10: 1113-20.CrossRef
29.
go back to reference Van Allen EM, Wagle N, Stojanov P, Perrin DL, Cibulskis K, Marlow S, Jane-Valbuena J, Friedrich DC, Kryukov G, Carter SL, McKenna A. Whole-exome sequencing and clinical interpretation of formalin-fixed, paraffin-embedded tumor samples to guide precision cancer medicine. Nat Med. 2014;20:682–8.CrossRef Van Allen EM, Wagle N, Stojanov P, Perrin DL, Cibulskis K, Marlow S, Jane-Valbuena J, Friedrich DC, Kryukov G, Carter SL, McKenna A. Whole-exome sequencing and clinical interpretation of formalin-fixed, paraffin-embedded tumor samples to guide precision cancer medicine. Nat Med. 2014;20:682–8.CrossRef
30.
go back to reference Griffith M, Spies NC, Krysiak K, McMichael JF, Coffman AC, Danos AM, Ainscough BJ, Ramirez CA, Rieke DT, Kujan L, Barnell EK. CIViC is a community knowledgebase for expert crowdsourcing the clinical interpretation of variants in cancer. Nat Genet. 2017;49:170–4.CrossRef Griffith M, Spies NC, Krysiak K, McMichael JF, Coffman AC, Danos AM, Ainscough BJ, Ramirez CA, Rieke DT, Kujan L, Barnell EK. CIViC is a community knowledgebase for expert crowdsourcing the clinical interpretation of variants in cancer. Nat Genet. 2017;49:170–4.CrossRef
31.
go back to reference Merker JD, Oxnard GR, Compton C, Diehn M, Hurley P, Lazar AJ, Lindeman N, Lockwood CM, Rai AJ, Schilsky RL, Tsimberidou AM. Circulating tumor DNA analysis in patients with cancer: American Society of Clinical Oncology and College of American Pathologists joint review. Archiv Pathol Lab Med. 2018;142(10):1242–53.CrossRef Merker JD, Oxnard GR, Compton C, Diehn M, Hurley P, Lazar AJ, Lindeman N, Lockwood CM, Rai AJ, Schilsky RL, Tsimberidou AM. Circulating tumor DNA analysis in patients with cancer: American Society of Clinical Oncology and College of American Pathologists joint review. Archiv Pathol Lab Med. 2018;142(10):1242–53.CrossRef
32.
go back to reference Teutsch SM, Bradley LA, Palomaki GE, Haddow JE, Piper M, Calonge N, Dotson WD, Douglas MP, Berg AO. The evaluation of genomic applications in practice and prevention (EGAPP) initiative: methods of the EGAPP working group. Genet Med. 2009;11:3–14.CrossRef Teutsch SM, Bradley LA, Palomaki GE, Haddow JE, Piper M, Calonge N, Dotson WD, Douglas MP, Berg AO. The evaluation of genomic applications in practice and prevention (EGAPP) initiative: methods of the EGAPP working group. Genet Med. 2009;11:3–14.CrossRef
33.
go back to reference Chan KCA, Jiang P, Zheng YWL, Liao GJW, Sun H, Wong J, et al. Cancer genome scanning in plasma: detection of tumor-associated copy number aberrations, single-nucleotide variants, and tumoral heterogeneity by massively parallel sequencing. Clin Chem. 2013;59:211–24.CrossRef Chan KCA, Jiang P, Zheng YWL, Liao GJW, Sun H, Wong J, et al. Cancer genome scanning in plasma: detection of tumor-associated copy number aberrations, single-nucleotide variants, and tumoral heterogeneity by massively parallel sequencing. Clin Chem. 2013;59:211–24.CrossRef
34.
go back to reference Yarchoan M, Hopkins A, Jaffee EM. Tumor mutational burden and response rate to PD-1 inhibition. N Engl J Med. 2017;377:2500–1.CrossRef Yarchoan M, Hopkins A, Jaffee EM. Tumor mutational burden and response rate to PD-1 inhibition. N Engl J Med. 2017;377:2500–1.CrossRef
35.
go back to reference Pai SG, Carneiro BA, Chae YK, Costa RL, Kalyan A, Shah HA, et al. Correlation of tumor mutational burden and treatment outcomes in patients with colorectal cancer. J Gastrointest Oncol. 2017;8:858–66.CrossRef Pai SG, Carneiro BA, Chae YK, Costa RL, Kalyan A, Shah HA, et al. Correlation of tumor mutational burden and treatment outcomes in patients with colorectal cancer. J Gastrointest Oncol. 2017;8:858–66.CrossRef
36.
go back to reference Muller Patricia AJ, Vousden Karen H. p53 mutations in cancer. Nat Cell Biol. 2013;15:2–8.CrossRef Muller Patricia AJ, Vousden Karen H. p53 mutations in cancer. Nat Cell Biol. 2013;15:2–8.CrossRef
37.
go back to reference Tsao MS, Aviel-Ronen S, Ding K, Lau D, Liu N, Sakurada A, et al. Prognostic and predictive importance of p53 and RAS for adjuvant chemotherapy in non small-cell lung cancer. J Clin Oncol. 2007;25:5240–7.CrossRef Tsao MS, Aviel-Ronen S, Ding K, Lau D, Liu N, Sakurada A, et al. Prognostic and predictive importance of p53 and RAS for adjuvant chemotherapy in non small-cell lung cancer. J Clin Oncol. 2007;25:5240–7.CrossRef
38.
go back to reference Daniela K, Georgios S, Wilfried E, Sonja K, Sabine Z-M, Irene K, et al. Growing clinical evidence for the interaction of the p53 genotype and response to induction chemotherapy in advanced non-small cell lung cancer. J Thorac Cardiovasc Surg. 2008;135:1036–41.CrossRef Daniela K, Georgios S, Wilfried E, Sonja K, Sabine Z-M, Irene K, et al. Growing clinical evidence for the interaction of the p53 genotype and response to induction chemotherapy in advanced non-small cell lung cancer. J Thorac Cardiovasc Surg. 2008;135:1036–41.CrossRef
39.
go back to reference Xiaoli M, Vanessa R, Haiji S, Sylvie L, Martin Fi, Robert P, et al. Significance of TP53 mutations as predictive markers of adjuvant cisplatin-based chemotherapy in completely resected non-small-cell lung cancer. Mol Oncol. 2014;8:555–64.CrossRef Xiaoli M, Vanessa R, Haiji S, Sylvie L, Martin Fi, Robert P, et al. Significance of TP53 mutations as predictive markers of adjuvant cisplatin-based chemotherapy in completely resected non-small-cell lung cancer. Mol Oncol. 2014;8:555–64.CrossRef
40.
go back to reference Dickinson RE, Fegan KS, Ren X, Hillier SG, Duncan WC. Glucocorticoid regulation of SLIT/ROBO tumour suppressor genes in the ovarian surface epithelium and ovarian cancer cells. PLoS ONE. 2011;6:e27792.CrossRef Dickinson RE, Fegan KS, Ren X, Hillier SG, Duncan WC. Glucocorticoid regulation of SLIT/ROBO tumour suppressor genes in the ovarian surface epithelium and ovarian cancer cells. PLoS ONE. 2011;6:e27792.CrossRef
41.
go back to reference Rama N, Dubrac A, Mathivet T, Chárthaigh RA, Genet G, Cristofaro B, Pibouin-Fragner L, Ma L, Eichmann A, Chédotal A. Slit2 signaling through Robo1 and Robo2 is required for retinal neovascularization. Nat Med. 2015;21:483–91.CrossRef Rama N, Dubrac A, Mathivet T, Chárthaigh RA, Genet G, Cristofaro B, Pibouin-Fragner L, Ma L, Eichmann A, Chédotal A. Slit2 signaling through Robo1 and Robo2 is required for retinal neovascularization. Nat Med. 2015;21:483–91.CrossRef
42.
go back to reference Cossa G, Gatti L, Cassinelli G, Lanzi C, Zaffaroni N, Perego P. Modulation of sensitivity to antitumor agents by targeting the MAPK survival pathway. Curr Pharm Des. 2013;19(5):883–94.CrossRef Cossa G, Gatti L, Cassinelli G, Lanzi C, Zaffaroni N, Perego P. Modulation of sensitivity to antitumor agents by targeting the MAPK survival pathway. Curr Pharm Des. 2013;19(5):883–94.CrossRef
43.
go back to reference Burotto M, Chiou VL, Lee JM, Kohn EC. The MAPK pathway across different malignancies: a new perspective. Cancer. 2014;120(22):3446–56.CrossRef Burotto M, Chiou VL, Lee JM, Kohn EC. The MAPK pathway across different malignancies: a new perspective. Cancer. 2014;120(22):3446–56.CrossRef
44.
go back to reference Bianca C, Aurelie A, Alexandra L. The PI3K/Akt/mTOR pathway in ovarian cancer: therapeutic opportunities and challenges. Chin J Cancer. 2015;34:4–16. Bianca C, Aurelie A, Alexandra L. The PI3K/Akt/mTOR pathway in ovarian cancer: therapeutic opportunities and challenges. Chin J Cancer. 2015;34:4–16.
45.
go back to reference Hideki M, Shigeki U, Ayako S, Hiroki N, Ami M, Hibiki U, et al. Metabolic determinants of sensitivity to phosphatidylinositol 3-kinase pathway inhibitor in small-cell lung carcinoma. Cancer Res. 2018;78:2179–90.CrossRef Hideki M, Shigeki U, Ayako S, Hiroki N, Ami M, Hibiki U, et al. Metabolic determinants of sensitivity to phosphatidylinositol 3-kinase pathway inhibitor in small-cell lung carcinoma. Cancer Res. 2018;78:2179–90.CrossRef
46.
go back to reference Zon RT, Goss E, Vogel VG, Chlebowski RT, Jatoi I, Robson ME, Wollins DS, Garber JE, Brown P, Kramer BS. American Society of Clinical Oncology policy statement: the role of the oncologist in cancer prevention and risk assessment. J Clin Oncol. 2009;27:986–93.CrossRef Zon RT, Goss E, Vogel VG, Chlebowski RT, Jatoi I, Robson ME, Wollins DS, Garber JE, Brown P, Kramer BS. American Society of Clinical Oncology policy statement: the role of the oncologist in cancer prevention and risk assessment. J Clin Oncol. 2009;27:986–93.CrossRef
Metadata
Title
Tracking longitudinal genetic changes of circulating tumor DNA (ctDNA) in advanced Lung adenocarcinoma treated with chemotherapy
Authors
Xiaohong Han
Ying Han
Qiaoyun Tan
Yu Huang
Jianliang Yang
Sheng Yang
Xiaohui He
Shengyu Zhou
Yan Song
Jinping Pi
Lijie Zuo
Jiarui Yao
Di Wu
Zhishang Zhang
Yuankai Shi
Publication date
01-12-2019
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2019
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-019-2087-9

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