对用于评估晚期非小细胞肺癌患者循环肿瘤DNA突变的定制15基因二代测序panel进行分析和临床验证
18 October 2022
Chow YP, Zainul Abidin N, Kow KS, Tho LM, & Wong CL
摘要
Background
This is a pilot proof-of-concept study to evaluate the utility of a custom 15-gene circulating tumor DNA (ctDNA) panel as a potential companion molecular next-generation sequencing (NGS) assay for identifying somatic single nucleotide variants and indels in non-small-cell lung cancer (NSCLC) patients. The custom panel covers the hotspot mutations in EGFR, KRAS, NRAS, BRAF, PIK3CA, ERBB2, MET, KIT, PDGFRA, ALK, ROS1, RET, NTRK1, NTRK2 and NTRK3 genes which serve as biomarkers for guiding treatment decisions in NSCLC patients.
Method
The custom 15-gene ctDNA NGS panel was designed using ArcherDX Assay Designer. A total of 20 ng or 50 ng input ctDNA was used to construct the libraries. The analytical performance was evaluated using reference standards at different allellic frequencies (0.1%, 1%, 5% and parental). The clinical performance was evaluated using plasma samples collected from 10 treatment naïve advanced stage III or IV NSCLC patients who were tested for tissue EGFR mutations. The bioinformatics analysis was performed using the proprietary Archer Analysis Software.
Results
For the analytical validation, we achieved 100% sensitivity and specificity for the detection of known mutations in the reference standards. The limit of detection was 1% allelic frequency. Clinical validation showed that the clinical sensitivity and specificity of the assay for detecting EGFR mutation were 83.3% and 100% respectively. In addition, the NGS panel also detected other mutations of uncertain significance in 6 out of 10 patients.
Conclusion
This preliminary analysis showed that the custom 15-gene ctDNA NGS panel demonstrated good analytical and clinical performances for the EGFR mutation. Further studies incorporating the validation of other candidate gene mutations are warranted.
参考资料
- International Agency for Research on Cancer. (2020). Malaysia source document: Cancer fact sheets. World Health Organization. https://gco.iarc.fr/today/data/factsheets/populations/458-malaysia-fact-sheets.pdf
- Ministry of Health Malaysia. (2019). Malaysia National Cancer Registry Report 2012–2016. National Cancer Registry, Department of Intelligence, Ministry of Health Malaysia. https://www.moh.gov.my/moh/resources/Penerbitan/Laporan/Umum/2012-2016%20(MNCRR)/MNCR_2012-2016_FINAL_(PUBLISHED_2019).pdf
- Passiglia, F., Galvano, A., Gristina, V., Barraco, N., Castiglia, M., Perez, A., ... & Bazan, V. (2021). Is there any place for PD-1/CTLA-4 inhibitors combination in the first-line treatment of advanced NSCLC?—A trial-level meta-analysis in PD-L1 selected subgroups. Translational Lung Cancer Research, 10(7), 3106–3119. https://doi.org/10.21037/tlcr-21-42
- Shi, Y., Lei, Y., Liu, L., Zhang, S., Wang, W., Zhao, J., ... & Fang, J. (2021). Integration of comprehensive genomic profiling, tumor mutational burden, and PD-L1 expression to identify novel biomarkers of immunotherapy in non-small cell lung cancer. Cancer Medicine, 10(7), 2216–2231. https://doi.org/10.1002/cam4.3720
- Alexander, M., Kim, S. Y., & Cheng, H. (2020). Update 2020: Management of non-small cell lung cancer. Lung, 198(6), 897–907. https://doi.org/10.1007/s00408-020-00407-y
- Chen, R., Manochakian, R., James, L., Azzouqa, A. G., Shi, H. S., Zhang, Y., ... & Zhao, Y. (2020). Emerging therapeutic agents for advanced non-small cell lung cancer. Journal of Hematology & Oncology, 13(1), Article 58. https://doi.org/10.1186/s13045-020-00881-7
- Lamberti, G., Andrini, E., Sisi, M., Rizzo, A., Parisi, C., Di Federico, A., ... & Ardizzoni, A. (2020). Beyond EGFR, ALK and ROS1: Current evidence and future perspectives on newly targetable oncogenic drivers in lung adenocarcinoma. Critical Reviews in Oncology/Hematology, 156, Article 103119. https://doi.org/10.1016/j.critrevonc.2020.103119
- Rajadurai, P., Cheah, P. L., How, S. H., Liam, C. K., Annuar, M. A. A., Omar, N., ... & MOS Molecular Testing Consensus Working Group. (2019). Molecular testing for advanced non-small cell lung cancer in Malaysia: Consensus statement from the College of Pathologists, Academy of Medicine Malaysia, the Malaysian Thoracic Society, and the Malaysian Oncological Society. Lung Cancer, 136, 65–73. https://doi.org/10.1016/j.lungcan.2019.08.012
- Lin, J. J., Riely, G. J., & Shaw, A. T. (2017). Targeting ALK: Precision medicine takes on drug resistance. Cancer Discovery, 7(2), 137–155. https://doi.org/10.1158/2159-8290.CD-16-1123
- Burrell, R. A., McGranahan, N., Bartek, J., & Swanton, C. (2013). The causes and consequences of genetic heterogeneity in cancer evolution. Nature, 501(7467), 338–345. https://doi.org/10.1038/nature12625
- Esposito Abate, R., Frezzetti, D., Maiello, M. R., Gallo, M., Camerlingo, R., De Luca, A., ... & Normanno, N. (2020). Next generation sequencing-based profiling of cell free DNA in patients with advanced non-small cell lung cancer: Advantages and pitfalls. Cancers, 12(12), Article 3804. https://doi.org/10.3390/cancers12123804
- Molina-Vila, M. A., Mayo-de-Las-Casas, C., Giménez-Capitán, A., Jordana-Ariza, N., Garzón, M., Balada, A., ... & Rosell, R. (2016). Liquid biopsy in non-small cell lung cancer. Frontiers in Medicine, 3, Article 69. https://doi.org/10.3389/fmed.2016.00069
- Fernández-Lázaro, D., García Hernández, J. L., García, A. C., Córdova Martínez, A., Mielgo-Ayuso, J., & Cruz-Hernández, J. J. (2020). Liquid biopsy as novel tool in precision medicine: Origins, properties, identification and clinical perspective of cancer’s biomarkers. Diagnostics, 10(4), Article 215. https://doi.org/10.3390/diagnostics10040215
- Zhang, Q., Fu, Q., Bai, X., & Liang, T. (2020). Molecular profiling-based precision medicine in cancer: A review of current evidence and challenges. Frontiers in Oncology, 10, Article 532403. https://doi.org/10.3389/fonc.2020.532403
- Pisapia, P., Pepe, F., Baggi, A., Barberis, M., Galvano, A., Gristina, V., ... & Troncone, G. (2022). Next generation diagnostic algorithm in non-small cell lung cancer predictive molecular pathology: The KWAY Italian multicenter cost evaluation study. Critical Reviews in Oncology/Hematology, 169, Article 103525. https://doi.org/10.1016/j.critrevonc.2021.103525
- Shu, Y., Wu, X., Tong, X., Wang, X., Chang, Z., Mao, Y., ... & Liu, L. (2017). Circulating tumor DNA mutation profiling by targeted next generation sequencing provides guidance for personalized treatments in multiple cancer types. Scientific Reports, 7(1), Article 583. https://doi.org/10.1038/s41598-017-00520-1
- Guo, Q., Wang, J., Xiao, J., Wang, L., Hu, X., Yu, W., ... & Gu, Y. (2018). Heterogeneous mutation pattern in tumor tissue and circulating tumor DNA warrants parallel NGS panel testing. Molecular Cancer, 17(1), Article 131. https://doi.org/10.1186/s12943-018-0883-7
- Veldore, V. H., Choughule, A., Routhu, T., Mandloi, N., Noronha, V., Joshi, A., ... & Dutt, A. (2018). Validation of liquid biopsy: Plasma cell-free DNA testing in clinical management of advanced non-small cell lung cancer. Lung Cancer: Targets and Therapy, 9, 1–11. https://doi.org/10.2147/LCTT.S149818
- Kang, J. K., Heo, S., Kim, H. P., Song, S. H., Yun, H., Han, S. W., ... & Kim, T. Y. (2020). Liquid biopsy-based tumor profiling for metastatic colorectal cancer patients with ultra-deep targeted sequencing. PLoS ONE, 15(5), Article e0232754. https://doi.org/10.1371/journal.pone.0232754
- Xu, B., Shan, G., Wu, Q., Li, W., Wang, H., Li, H., ... & Song, S. (2020). Concordance of genomic alterations between circulating tumor DNA and matched tumor tissue in Chinese patients with breast cancer. Journal of Oncology, 2020, Article 4259293. https://doi.org/10.1155/2020/4259293
- Uchida, J., Kato, K., Kukita, Y., Kumagai, T., Nishino, K., Daga, H., ... & Imamura, F. (2015). Diagnostic accuracy of noninvasive genotyping of EGFR in lung cancer patients by deep sequencing of plasma cell-free DNA. Clinical Chemistry, 61(9), 1191–1196. https://doi.org/10.1373/clinchem.2015.241513
- Chae, Y. K., Davis, A. A., Jain, S., Santa-Maria, C., Flaum, L., Beaubier, N., ... & Giles, F. J. (2017). Concordance of genomic alterations by next-generation sequencing in tumor tissue versus circulating tumor DNA in breast cancer. Molecular Cancer Therapeutics, 16(7), 1412–1420. https://doi.org/10.1158/1535-7163.MCT-17-0061
- Hahn, A. W., Gill, D. M., Maughan, B., Agarwal, A., Arjyal, L., Gupta, S., ... & Pal, S. K. (2017). Correlation of genomic alterations assessed by next-generation sequencing (NGS) of tumor tissue DNA and circulating tumor DNA (ctDNA) in metastatic renal cell carcinoma (mRCC): Potential clinical implications. Oncotarget, 8(20), 33614–33620. https://doi.org/10.18632/oncotarget.16578
- Cancer Genome Atlas Research Network. (2014). Comprehensive molecular profiling of lung adenocarcinoma. Nature, 511(7511), 543–550. https://doi.org/10.1038/nature13385
- Sun, S., Du, W., Sun, Q., Zhao, X., Qin, B., Shi, D., ... & Meng, X. (2021). Driver gene alterations profiling of Chinese non-small cell lung cancer and the effects of co-occurring alterations on immunotherapy. Cancer Medicine, 10(20), 7360–7372. https://doi.org/10.1002/cam4.4227
- Dang, A. H., Tran, V. U., Tran, T. T., Thi Pham, H. A., Le, D. T., Nguyen, L., ... & Phan, M. T. (2020). Actionable mutation profiles of non-small cell lung cancer patients from Vietnamese population. Scientific Reports, 10(1), Article 2707. https://doi.org/10.1038/s41598-020-59646-6
- Chu, Q. S. (2020). Targeting non-small cell lung cancer: Driver mutation beyond epidermal growth factor mutation and anaplastic lymphoma kinase fusion. Therapeutic Advances in Medical Oncology, 12, Article 1758835919895756. https://doi.org/10.1177/1758835919895756
- Thorvaldsdóttir, H., Robinson, J. T., & Mesirov, J. P. (2013). Integrative Genomics Viewer (IGV): High-performance genomics data visualization and exploration. Briefings in Bioinformatics, 14(2), 178–192. https://doi.org/10.1093/bib/bbs017
- Lanman, R. B., Mortimer, S. A., Zill, O. A., Sebisanovic, D., Lopez, R., Blau, S., ... & Talasaz, A. (2015). Analytical and clinical validation of a digital sequencing panel for quantitative, highly accurate evaluation of cell-free circulating tumor DNA. PLoS ONE, 10(10), Article e0140712. https://doi.org/10.1371/journal.pone.0140712
- Wang, B., Wu, S., Huang, F., Shen, M., Jiang, H., Yu, Y., ... & Zhang, S. (2019). Analytical and clinical validation of a novel amplicon-based NGS assay for the evaluation of circulating tumor DNA in metastatic colorectal cancer patients. Clinical Chemistry and Laboratory Medicine, 57(10), 1501–1510. https://doi.org/10.1515/cclm-2018-1249
- De Luca, G., Lastraioli, S., Conte, R., Mora, M., Genova, C., Rossi, G., ... & Coco, S. (2020). Performance of the Oncomine™ Lung cfDNA assay for liquid biopsy by NGS of NSCLC patients in routine laboratory practice. Applied Sciences, 10(8), Article 2895. https://doi.org/10.3390/app10082895
- Peng, Q., Vijaya Satya, R., Lewis, M., Randad, P., & Wang, Y. (2015). Reducing amplification artifacts in high multiplex amplicon sequencing by using molecular barcodes. BMC Genomics, 16(1), Article 589. https://doi.org/10.1186/s12864-015-1806-y
- Chung, J., Lee, K. W., Lee, C., Shin, SH., Kyung, S., Jeon, H. J., ... & Park, D. (2019). Performance evaluation of commercial library construction kits for PCR-based targeted sequencing using a unique molecular identifier. BMC Genomics, 20(1), Article 216. https://doi.org/10.1186/s12864-019-5567-3
- Midha, A., Dearden, S., & McCormack, R. (2015). EGFR mutation incidence in non-small-cell lung cancer of adenocarcinoma histology: A systematic review and global map by ethnicity (mutMapII). American Journal of Cancer Research, 5(9), 2892–2911.
- Leal, L. F., de Paula, F. E., De Marchi, P., de Souza Viana, L., Pinto, G. D. J., Carlos, C. D., ... & Reis, R. M. (2019). Mutational profile of Brazilian lung adenocarcinoma unveils association of EGFR mutations with high Asian ancestry and independent prognostic role of KRAS mutations. Scientific Reports, 9(1), Article 3209. https://doi.org/10.1038/s41598-019-39953-x
- Rajadurai, P., How, S. H., Liam, C. K., Sachithanandan, A., Soon, S. Y., & Tho, L. M. (2020). Lung cancer in Malaysia. Journal of Thoracic Oncology, 15(3), 317–323. https://doi.org/10.1016/j.jtho.2019.10.009
- Okamoto, I., Morita, S., Tashiro, N., Imamura, F., Inoue, A., Seto, T., ... & Nakagawa, K. (2018). Real world treatment and outcomes in EGFR mutation-positive non-small cell lung cancer: Long-term follow-up of a large patient cohort. Lung Cancer, 117, 14–19. https://doi.org/10.1016/j.lungcan.2018.01.005
- Kim, C., & Liu, S. V. (2019). First-line EGFR TKI therapy in non-small-cell lung cancer: Looking back before leaping forward. Annals of Oncology, 30(12), 1852–1855. https://doi.org/10.1093/annonc/mdz422
- Ding, P. N., Becker, T., Bray, V., Chua, W., Ma, Y., Xu, B., ... & Lee, K. (2019). Plasma next generation sequencing and droplet digital PCR-based detection of epidermal growth factor receptor (EGFR) mutations in patients with advanced lung cancer treated with subsequent-line osimertinib. Thoracic Cancer, 10(10), 1879–1884. https://doi.org/10.1111/1759-7714.13158
- Chan, D. L. H., Toh, G. L. X., & Goh, L. L. (2020). Clinical implementation of plasma EGFR T790M testing using droplet digital PCR in TKI-resistant NSCLC patients. Experimental and Molecular Pathology, 116, Article 104515. https://doi.org/10.1016/j.yexmp.2020.104515
- Li, C., He, Q., Liang, H., Cheng, B., Li, J., Xiong, S., ... & Liang, W. (2020). Diagnostic accuracy of droplet digital PCR and amplification refractory mutation system PCR for detecting EGFR mutation in cell-free DNA of lung cancer: A meta-analysis. Frontiers in Oncology, 10, Article 290. https://doi.org/10.3389/fonc.2020.00290
- Diehl, F., Schmidt, K., Choti, M. A., Romans, K., Goodman, S., Li, M., ... & Diaz, L. A., Jr. (2008). Circulating mutant DNA to assess tumor dynamics. Nature Medicine, 14(9), 985–990. https://doi.org/10.1038/nm.1789
- Cescon, D. W., Bratman, S. V., Chan, S. M., & Siu, L. L. (2020). Circulating tumor DNA and liquid biopsy in oncology. Nature Cancer, 1(3), 276–290. https://doi.org/10.1038/s43018-020-0043-5
- Eberhard, D. A., Johnson, B. E., Amler, L. C., Goddard, D. A., Heldens, S. L., Herbst, R. S., ... & Hillan, K. J. (2005). Mutations in the epidermal growth factor receptor and in KRAS are predictive and prognostic indicators in patients with non-small-cell lung cancer treated with chemotherapy alone and in combination with erlotinib. Journal of Clinical Oncology, 23(25), 5900–5909. https://doi.org/10.1200/JCO.2005.11.008
- Ohashi, K., Sequist, L. V., Arcila, M. E., Moran, T., Chmielecki, J., Lin, Y. L., ... & Pao, W. (2012). Lung cancers with acquired resistance to EGFR inhibitors occasionally harbor BRAF gene mutations but lack mutations in KRAS, NRAS, or MEK1. Proceedings of the National Academy of Sciences, 109(31), E2127–E2133. https://doi.org/10.1073/pnas.1204014109
- Takezawa, K., Pirazzoli, V., Arcila, M. E., Nebhan, C. A., Song, X., de Stanchina, E., ... & Pao, W. (2012). HER2 amplification: A potential mechanism of acquired resistance to EGFR inhibition in EGFR-mutant lung cancers that lack the second-site EGFR T790M mutation. Cancer Discovery, 2(10), 922–933. https://doi.org/10.1158/2159-8290.CD-12-0108
- Choughule, A., Sharma, R., Trivedi, V., Thavamani, A., Noronha, V., Joshi, A., ... & Dutt, A. (2014). Coexistence of KRAS mutation with mutant but not wild-type EGFR predicts response to tyrosine-kinase inhibitors in human lung cancer. British Journal of Cancer, 111(11), 2203–2204. https://doi.org/10.1038/bjc.2014.372
- Li, S., Li, L., Zhu, Y., Huang, C., Qin, Y., Liu, H., ... & Zhang, S. (2014). Coexistence of EGFR with KRAS, or BRAF, or PIK3CA somatic mutations in lung cancer: A comprehensive mutation profiling from 5,125 Chinese cohorts. British Journal of Cancer, 110(11), 2812–2820. https://doi.org/10.1038/bjc.2014.210
- Del Re, M., Tiseo, M., Bordi, P., D’Incecco, A., Camerini, A., Petrini, I., ... & Danesi, R. (2017). Contribution of KRAS mutations and c.2369C > T (p.T790M) EGFR to acquired resistance to EGFR-TKIs in EGFR mutant NSCLC: A study on circulating tumor DNA. Oncotarget, 8(8), 13611–13619. https://doi.org/10.18632/oncotarget.6955
- Lee, T., Lee, B., Choi, Y. L., Han, J., Ahn, M. J., & Um, S. W. (2016). Non-small cell lung cancer with concomitant EGFR, KRAS, and ALK mutation: Clinicopathologic features of 12 cases. Journal of Pathology and Translational Medicine, 50(3), 197–203. https://doi.org/10.4132/jptm.2016.03.09
- Carney, B. J., Rangachar, D., VanderLaan, P. A., Gowen, K., Schrock, A. B., Ali, S. M., ... & Costa, D. B. (2017). De novo ERBB2 amplification causing intrinsic resistance to erlotinib in EGFR-L858R mutated TKI-naïve lung adenocarcinoma. Lung Cancer, 114, 108–110. https://doi.org/10.1016/j.lungcan.2017.11.001
- Rachiglio, A. M., Fenizia, F., Piccirillo, M. C., Galetta, D., Crinò, L., Vincenzi, B., ... & Normanno, N. (2019). The presence of concomitant mutations affects the activity of EGFR tyrosine kinase inhibitors in EGFR-mutant non-small cell lung cancer (NSCLC) patients. Cancers, 11(3), Article 341. https://doi.org/10.3390/cancers11030341
- Jia, Y., Ali, S. M., Saad, S., Chan, C. A., Miller, V. A., & Halmos, B. (2014). Successful treatment of a patient with Li-Fraumeni syndrome and metastatic lung adenocarcinoma harboring synchronous EGFR L858R and ERBB2 extracellular domain S310F mutations with the pan-HER inhibitor afatinib. Cancer Biology & Therapy, 15(8), 970–974. https://doi.org/10.4161/cbt.29135
引用
Chow YP, Zainul Abidin N, Kow KS, Tho LM, Wong CL (2022) Analytical and clinical validation of a custom 15-gene next-generation sequencing panel for the evaluation of circulating tumor DNA mutations in patients with advanced non-small-cell lung cancer. PLoS ONE 17(10): e0276161. https://doi.org/10.1371/journal. pone.0276161


