Serial Functional and Genomic Analyses Illuminate Clonal Evolution in Metastatic NSCLC with 12-Year Survival
Simple Summary
Abstract
1. Introduction
2. Case Presentation
3. Discussion
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Siegel, R.L.; Kratzer, T.B.; Giaquinto, A.N.; Sung, H.; Jemal, A. Cancer statistics, 2025. CA Cancer J. Clin. 2025, 75, 10–45. [Google Scholar] [CrossRef]
- Hu, F.; Zhou, Y.; Wang, Q.; Yang, Z.; Shi, Y.; Chi, Q. Gene Expression Classification of Lung Adenocarcinoma into Molecular Subtypes. IEEE/ACM Trans. Comput. Biol. Bioinform. 2020, 17, 1187–1197. [Google Scholar] [CrossRef]
- Proctor, R.N. Tobacco and the global lung cancer epidemic. Nat. Rev. Cancer 2001, 1, 82–86. [Google Scholar] [CrossRef]
- Couraud, S.; Zalcman, G.; Milleron, B.; Morin, F.; Souquet, P.J. Lung cancer in never smokers—A review. Eur. J. Cancer 2012, 48, 1299–1311. [Google Scholar] [CrossRef]
- Díaz-Gay, M.; Zhang, T.; Hoang, P.H.; Khandekar, A.; Zhao, W.; Steele, C.D.; Otlu, B.; Nandi, S.P.; Vangara, R.; Bergstrom, E.N.; et al. The mutagenic forces shaping the genomic landscape of lung cancer in never smokers. medRxiv 2024. [Google Scholar] [CrossRef]
- Martínez-Jiménez, F.; Muiños, F.; Sentís, I.; Deu-Pons, J.; Reyes-Salazar, I.; Arnedo-Pac, C.; Mularoni, L.; Pich, O.; Bonet, J.; Kranas, H.; et al. A compendium of mutational cancer driver genes. Nat. Rev. Cancer 2020, 20, 555–572. [Google Scholar] [CrossRef]
- Zhang, T.; Joubert, P.; Ansari-Pour, N.; Zhao, W.; Hoang, P.H.; Lokanga, R.; Moye, A.L.; Rosenbaum, J.; Gonzalez-Perez, A.; Martínez-Jiménez, F.; et al. Genomic and evolutionary classification of lung cancer in never smokers. Nat. Genet. 2021, 53, 1348–1359. [Google Scholar] [CrossRef]
- Vendramin, R.; Litchfield, K.; Swanton, C. Cancer evolution: Darwin and beyond. EMBO J. 2021, 40, e108389. [Google Scholar] [CrossRef]
- Abbosh, C.; Birkbak, N.J.; Wilson, G.A.; Jamal-Hanjani, M.; Constantin, T.; Salari, R.; Le Quesne, J.; Moore, D.A.; Veeriah, S.; Rosenthal, R.; et al. Phylogenetic ctDNA analysis depicts early-stage lung cancer evolution. Nature 2017, 545, 446–451. [Google Scholar] [CrossRef]
- de Bruin, E.C.; McGranahan, N.; Mitter, R.; Salm, M.; Wedge, D.C.; Yates, L.; Jamal-Hanjani, M.; Shafi, S.; Murugaesu, N.; Rowan, A.J.; et al. Spatial and temporal diversity in genomic instability processes defines lung cancer evolution. Science 2014, 346, 251–256. [Google Scholar] [CrossRef]
- Jamal-Hanjani, M.; Wilson, G.A.; McGranahan, N.; Birkbak, N.J.; Watkins, T.B.K.; Veeriah, S.; Shafi, S.; Johnson, D.H.; Mitter, R.; Rosenthal, R.; et al. Tracking the Evolution of Non-Small-Cell Lung Cancer. N. Engl. J. Med. 2017, 376, 2109–2121. [Google Scholar] [PubMed]
- Kitten, C.M.; Von Hoff, D.D.; Bennett, E.V., Jr.; Trinkle, J.K.; Grover, F.L. The human tumor clonogenic assay in the treatment of patients with lung cancer. Ann. Thorac. Surg. 1983, 36, 408–410. [Google Scholar] [CrossRef] [PubMed]
- Kern, D.H.; Sondak, V.K.; Morgan, C.R.; Hildebrand-Zanki, S.U. Clinical application of the thymidine incorporation assay. Ann. Clin. Lab. Sci. 1987, 17, 383–388. [Google Scholar] [PubMed]
- Kerr, J.F.; Wyllie, A.H.; Currie, A.R. Apoptosis: A basic biological phenomenon with wide-ranging implications in tissue kinetics. Br. J. Cancer 1972, 26, 239–257. [Google Scholar] [CrossRef]
- Boj, S.F.; Hwang, C.I.; Baker, L.A.; Chio, I.I.; Engle, D.D.; Corbo, V.; Jager, M.; Ponz-Sarvise, M.; Tiriac, H.; Spector, M.S.; et al. Organoid models of human and mouse ductal pancreatic cancer. Cell 2015, 160, 324–338. [Google Scholar] [CrossRef]
- Kokkinos, J.; Sharbeen, G.; Haghighi, K.S.; Ignacio, R.M.C.; Kopecky, C.; Gonzales-Aloy, E.; Youkhana, J.; Timpson, P.; Pereira, B.A.; Ritchie, S.; et al. Ex vivo culture of intact human patient derived pancreatic tumour tissue. Sci. Rep. 2021, 11, 1944. [Google Scholar] [CrossRef]
- Friedman, A.A.; Letai, A.; Fisher, D.E.; Flaherty, K.T. Precision medicine for cancer with next-generation functional diagnostics. Nat. Rev. Cancer 2015, 15, 747–756. [Google Scholar] [CrossRef]
- Nagourney, R.A.; Blitzer, J.B.; Shuman, R.L.; Asciuto, T.J.; Deo, E.A.; Paulsen, M.; Newcomb, R.L.; Evans, S.S. Functional profiling to select chemotherapy in untreated, advanced or metastatic non-small cell lung cancer. Anticancer. Res. 2012, 32, 4453–4460. [Google Scholar] [PubMed]
- Nagourney, A.J.; Evans, S.S.; D’Amora, P.; Yamaguchi, N.; Bernard, P.; Francisco, F.; Gipoor, J.B.; Nagourney, R.A. Abstract 4910: Human tumor primary culture analyses for the prediction of response to chemotherapy, targeted agents, drug combinations and metabolic inhibitors: The role of ex vivo analysis of programmed cell death in cancer therapy. Cancer Res. 2023, 83 (Suppl. S7), 4910. [Google Scholar] [CrossRef]
- Chou, T.C. Drug combination studies and their synergy quantification using the Chou-Talalay method. Cancer Res. 2010, 70, 440–446. [Google Scholar] [CrossRef]
- Socinski, M.A.; Sandler, A.B.; Israel, V.K.; Gillenwater, H.H.; Miller, L.L.; Locker, P.K.; Antonellini, A.; Elfring, G.L.; Natale, R.B. Phase II trial of irinotecan, paclitaxel and carboplatin in patients with previously untreated Stage IIIB/IV nonsmall cell lung carcinoma. Cancer 2002, 95, 1520–1527. [Google Scholar] [CrossRef]
- Rafii, S.; Cullen, M.H. The role of maintenance pemetrexed in the treatment of non-small-cell lung cancer. Lung Cancer 2010, 1, 101–106. [Google Scholar] [CrossRef] [PubMed]
- Herbst, R.S.; Baas, P.; Kim, D.W.; Felip, E.; Pérez-Gracia, J.L.; Han, J.Y.; Molina, J.; Kim, J.H.; Arvis, C.D.; Ahn, M.J.; et al. Pembrolizumab versus docetaxel for previously treated, PD-L1-positive, advanced non-small-cell lung cancer (KEYNOTE-010): A randomised controlled trial. Lancet 2016, 387, 1540–1550. [Google Scholar] [CrossRef] [PubMed]
- Planchard, D.; Besse, B.; Groen, H.J.M.; Souquet, P.J.; Quoix, E.; Baik, C.S.; Barlesi, F.; Kim, T.M.; Mazieres, J.; Novello, S.; et al. Dabrafenib plus trametinib in patients with previously treated BRAF(V600E)-mutant metastatic non-small cell lung cancer: An open-label, multicentre phase 2 trial. Lancet Oncol. 2016, 17, 984–993. [Google Scholar] [CrossRef] [PubMed]
- Ramalingam, S.S.; Vansteenkiste, J.; Planchard, D.; Cho, B.C.; Gray, J.E.; Ohe, Y.; Zhou, C.; Reungwetwattana, T.; Cheng, Y.; Chewaskulyong, B.; et al. Overall Survival with Osimertinib in Untreated, EGFR-Mutated Advanced NSCLC. N. Engl. J. Med. 2020, 382, 41–50. [Google Scholar] [CrossRef]
- Erjala, K.; Raitanen, M.; Kulmala, J.; Grénman, R. Concurrent use of vinorelbine and gefitinib induces supra-additive effect in head and neck squamous cell carcinoma cell lines. J. Cancer Res. Clin. Oncol. 2007, 133, 169–176. [Google Scholar] [CrossRef]
- Costa, P.M.D.S.; Sales, S.L.A.; Pinheiro, D.P.; Pontes, L.Q.; Maranhão, S.S.; Pessoa, C.D.Ó.; Furtado, G.P.; Furtado, C.L.M. Epigenetic reprogramming in cancer: From diagnosis to treatment. Front. Cell Dev. Biol. 2023, 11, 1116805. [Google Scholar] [CrossRef]
- Weisenthal, L.M. (Weisenthal Cancer Group, Huntington Beach, CA, USA). Personal communication, 2020.
- Darwin, C. On the Origin of Species by Means of Natural Selection; John Murray: London, UK, 1859. [Google Scholar]
- Gould, S.J. The Structure of Evolutionary Theory; Belknap Press of Harvard University Press: Cambridge, MA, USA, 2002; ISBN 978-0-674-00613-3. [Google Scholar]
- Davis, A.; Gao, R.; Navin, N. Tumor evolution: Linear, branching, neutral or punctuated? Biochim. Biophys. Acta Rev. Cancer 2017, 1867, 151–161. [Google Scholar] [CrossRef]
- Boot, A.; Huang, M.N.; Ng, A.W.T.; Ho, S.C.; Lim, J.Q.; Kawakami, Y.; Chayama, K.; Teh, B.T.; Nakagawa, H.; Rozen, S.G. In-depth characterization of the cisplatin mutational signature in human cell lines and in esophageal and liver tumors. Genome Res. 2018, 28, 654–665. [Google Scholar] [CrossRef]
- Swanton, C.; McGranahan, N.; Starrett, G.J.; Harris, R.S. APOBEC Enzymes: Mutagenic Fuel for Cancer Evolution and Heterogeneity. Cancer Discov. 2015, 5, 704–712. [Google Scholar] [CrossRef]
- Gerlinger, M.; Rowan, A.J.; Horswell, S.; Math, M.; Larkin, J.; Endesfelder, D.; Gronroos, E.; Martinez, P.; Matthews, N.; Stewart, A.; et al. Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. N. Engl. J. Med. 2012, 366, 883–892, Erratum in N. Engl. J. Med. 2012, 367, 976. [Google Scholar] [CrossRef] [PubMed] [PubMed Central]
- Nguyen, C.D.K.; Colón-Emeric, B.A.; Murakami, S.; Shujath, M.N.Y.; Yi, C. PRMT1 promotes epigenetic reprogramming associated with acquired chemoresistance in pancreatic cancer. Cell Rep. 2024, 43, 114176. [Google Scholar] [CrossRef] [PubMed]
- Dimitrakopoulos, F.I.; Kottorou, A.; Tzezou, A. Endocrine resistance and epigenetic reprogramming in estrogen receptor positive breast cancer. Cancer Lett. 2021, 517, 55–65. [Google Scholar] [CrossRef] [PubMed]
- Baca, S.C.; Seo, J.H.; Davidsohn, M.P.; Fortunato, B.; Semaan, K.; Sotudian, S.; Lakshminarayanan, G.; Diossy, M.; Qiu, X.; El Zarif, T.; et al. Liquid biopsy epigenomic profiling for cancer subtyping. Nat. Med. 2023, 29, 2737–2741, Erratum in Nat. Med. 2024, 30, 907. [Google Scholar] [CrossRef]

Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Bakaya, V.S.; Schneider, S.A.; Nguyen, T.; Phu, D.C.; Alvarez, L.A.; Evans, S.S.; Bernard, P.J.; Francisco, F.R.; Nagourney, A.J.; Torres, L.; et al. Serial Functional and Genomic Analyses Illuminate Clonal Evolution in Metastatic NSCLC with 12-Year Survival. Curr. Oncol. 2025, 32, 646. https://doi.org/10.3390/curroncol32110646
Bakaya VS, Schneider SA, Nguyen T, Phu DC, Alvarez LA, Evans SS, Bernard PJ, Francisco FR, Nagourney AJ, Torres L, et al. Serial Functional and Genomic Analyses Illuminate Clonal Evolution in Metastatic NSCLC with 12-Year Survival. Current Oncology. 2025; 32(11):646. https://doi.org/10.3390/curroncol32110646
Chicago/Turabian StyleBakaya, Vikrant S., Sabina A. Schneider, Tracy Nguyen, Derrick C. Phu, Lucas A. Alvarez, Steven S. Evans, Paula J. Bernard, Federico R. Francisco, Adam J. Nagourney, Luisa Torres, and et al. 2025. "Serial Functional and Genomic Analyses Illuminate Clonal Evolution in Metastatic NSCLC with 12-Year Survival" Current Oncology 32, no. 11: 646. https://doi.org/10.3390/curroncol32110646
APA StyleBakaya, V. S., Schneider, S. A., Nguyen, T., Phu, D. C., Alvarez, L. A., Evans, S. S., Bernard, P. J., Francisco, F. R., Nagourney, A. J., Torres, L., Henry, J., Jr., D’Amora, P., & Nagourney, R. A. (2025). Serial Functional and Genomic Analyses Illuminate Clonal Evolution in Metastatic NSCLC with 12-Year Survival. Current Oncology, 32(11), 646. https://doi.org/10.3390/curroncol32110646

