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Fernandes G, Rodrigues A, Matos C, Barata F, Cirnes L, Ferreira L, Lopes JA, Felizardo M, Fidalgo P, Brito U, Parente B. Liquid biopsy in the management of advanced lung cancer: Implementation and practical aspects. Cancer Treat Res Commun 2023; 36:100725. [PMID: 37321073 DOI: 10.1016/j.ctarc.2023.100725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 05/10/2023] [Accepted: 06/04/2023] [Indexed: 06/17/2023]
Abstract
Non-small-cell lung cancer (NSCLC) is a major cause of cancer-related death worldwide. In recent years, the discovery of actionable molecular alterations has changed the treatment paradigm of the disease. Tissue biopsies have been the gold standard for the identification of targetable alterations but present several limitations, calling for alternatives to detect driver and acquired resistance alterations. Liquid biopsies reveal great potential in this setting and also in the evaluation and monitoring of treatment response. However, several challenges currently hamper its widespread adoption in clinical practice. This perspective article evaluates the potential and challenges associated with liquid biopsy testing, considering a Portuguese expert panel dedicated to thoracic oncology point of view, and providing practical insights for its implementation based on the experience and applicability in the Portuguese context.
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Affiliation(s)
- Gabriela Fernandes
- Pulmonology Department, Centro Hospitalar e Universitário de São João, EPE, Porto, Portugal, Faculdade de Medicina da Universidade do Porto, Porto, Portugal, IBMC/i3S - Instituto de Biologia Molecular e Celular/Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.
| | | | - Cláudia Matos
- Lung Unit, Champalimaud Foundation, Lisboa, Portugal
| | - Fernando Barata
- Pulmonology Department, Centro Hospitalar e Universitário de Coimbra, EPE - Hospitais da Universidade de Coimbra, Coimbra, Portugal
| | | | | | - José Albino Lopes
- Pulmonology Department, ULSAM, Viana do Castelo, Portugal; Unidade CUF de Oncologia, Hospital CUF Porto, Porto Portugal
| | | | - Paula Fidalgo
- Medical Oncology Department, Centro Hospitalar Universitário do Porto, Porto, Portugal
| | - Ulisses Brito
- Pulmonology Department, Centro Hospitalar e Universitário do Algarve, Faro, Portugal
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Overcoming therapy resistance in EGFR-mutant lung cancer. NATURE CANCER 2021; 2:377-391. [PMID: 35122001 DOI: 10.1038/s43018-021-00195-8] [Citation(s) in RCA: 210] [Impact Index Per Article: 70.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 03/11/2021] [Indexed: 02/01/2023]
Abstract
Tyrosine kinase inhibitors (TKIs) have dramatically changed the clinical prospects of patients with non-small cell lung cancer harboring epidermal growth factor receptor (EGFR)-activating mutations. Despite prolonged disease control and high tumor response rates, all patients eventually progress on EGFR TKI treatment. Here, we review the mechanisms of acquired EGFR TKI resistance, the methods for monitoring its appearance, as well as current and future efforts to define treatment strategies to overcome resistance.
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Cucchiara F, Del Re M, Valleggi S, Romei C, Petrini I, Lucchesi M, Crucitta S, Rofi E, De Liperi A, Chella A, Russo A, Danesi R. Integrating Liquid Biopsy and Radiomics to Monitor Clonal Heterogeneity of EGFR-Positive Non-Small Cell Lung Cancer. Front Oncol 2020; 10:593831. [PMID: 33489892 PMCID: PMC7819134 DOI: 10.3389/fonc.2020.593831] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 10/30/2020] [Indexed: 12/19/2022] Open
Abstract
Background EGFR-positive Non-small Cell Lung Cancer (NSCLC) is a dynamic entity and tumor progression and resistance to tyrosine kinase inhibitors (TKIs) arise from the accumulation, over time and across different disease sites, of subclonal genetic mutations. For instance, the occurrence of EGFR T790M is associated with resistance to gefitinib, erlotinib, and afatinib, while EGFR C797S causes osimertinib to lose activity. Sensitive technologies as radiomics and liquid biopsy have great potential to monitor tumor heterogeneity since they are both minimally invasive, easy to perform, and can be repeated over patient’s follow-up, enabling the extraction of valuable information. Yet, to date, there are no reported cases associating liquid biopsy and radiomics during treatment. Case presentation In this case series, seven patients with metastatic EGFR-positive NSCLC have been monitored during target therapy. Plasma-derived cell free DNA (cfDNA) was analyzed by a digital droplet PCR (ddPCR), while radiomic analyses were performed using the validated LifeX® software on computed tomography (CT)-images. The dynamics of EGFR mutations in cfDNA was compared with that of radiomic features. Then, for each EGFR mutation, a radiomic signature was defines as the sum of the most predictive features, weighted by their corresponding regression coefficients for the least absolute shrinkage and selection operator (LASSO) model. The receiver operating characteristic (ROC) curves were computed to estimate their diagnostic performance. The signatures achieved promising performance on predicting the presence of EGFR mutations (R2 = 0.447, p <0.001 EGFR activating mutations R2 = 0.301, p = 0.003 for T790M; and R2 = 0.354, p = 0.001 for activating plus resistance mutations), confirmed by ROC analysis. Conclusion To our knowledge, these are the first cases to highlight a potentially promising strategy to detect clonal heterogeneity and ultimately identify patients at risk of progression during treatment. Together, radiomics and liquid biopsy could detect the appearance of new mutations and therefore suggest new therapeutic management.
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Affiliation(s)
- Federico Cucchiara
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Marzia Del Re
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Simona Valleggi
- Pneumology Unit, Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Chiara Romei
- Radiology Unit 2, Department of Diagnostics and Imaging, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Iacopo Petrini
- Pneumology Unit, Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy.,Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Maurizio Lucchesi
- Pneumology Unit, Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Stefania Crucitta
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Eleonora Rofi
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
| | - Annalisa De Liperi
- Radiology Unit 2, Department of Diagnostics and Imaging, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Antonio Chella
- Pneumology Unit, Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Antonio Russo
- Section of Medical Oncology, Department of Surgical, Oncological and Stomatological Sciences, University of Palermo, Palermo, Italy
| | - Romano Danesi
- Clinical Pharmacology and Pharmacogenetics Unit, Department of Clinical and Experimental Medicine, University of Pisa, Pisa, Italy
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Passaro A, Malapelle U, Del Re M, Attili I, Russo A, Guerini-Rocco E, Fumagalli C, Pisapia P, Pepe F, De Luca C, Cucchiara F, Troncone G, Danesi R, Spaggiari L, De Marinis F, Rolfo C. Understanding EGFR heterogeneity in lung cancer. ESMO Open 2020; 5:e000919. [PMID: 33067323 PMCID: PMC7569934 DOI: 10.1136/esmoopen-2020-000919] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 08/17/2020] [Accepted: 08/18/2020] [Indexed: 12/26/2022] Open
Abstract
The advances in understanding the inherited biological mechanisms of non-small cell lung cancer harbouring epidermal growth factor receptor (EGFR) mutations led to a significant improvement in the outcomes of patients treated with EGFR tyrosine kinase inhibitors. Despite these clinically impressive results, clinical results are not always uniform, suggesting the need for deepening the molecular heterogeneity of this molecularly defined subgroup of patients beyond the clinical and biological surface.The availability of tissue and blood-based tumour genotyping allows us to improve the understanding of molecular and genetic intratumor heterogeneity, driving the measurement of clonal evaluation in patients with lung cancer carrying EGFR mutations. Genetic diversification, clonal expansion and selection are highly variable patterns of genetic diversity, resulting in different biological entities, also a prerequisite for Darwinian selection and therapeutic failure.Such emerging pieces of evidence on the genetic diversity, including adaptive and immunomodulated aspects, provide further evidence for the role of the tumour microenvironment (TME) in drug-resistance and immune-mediated mechanisms. Matching in daily clinical practice, the detailed genomic profile of lung cancer disease and tracking the clonal evolution could be the way to individualise the further target treatments in EGFR-positive disease. Characterising the tumour and immune microenvironment during the time of the cancer evaluation could be the way forward for the qualitative leap needed from bench to bedside. Such a daring approach, aiming at personalising treatment selection in order to exploit the TME properties and weaken tumour adaptivity, should be integrated into clinical trial design to optimise patient outcome.
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Affiliation(s)
- Antonio Passaro
- Division of Thoracic Oncology, European Institute of Oncology IRCCS, Milan, Italy.
| | - Umberto Malapelle
- Department of Public Health, University of Naples Federico II, Napoli, Campania, Italy
| | - Marzia Del Re
- Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - Ilaria Attili
- Division of Thoracic Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Alessandro Russo
- Medical Oncology Unit, A.O. Papardo & Department of Human Pathology, University of Messina, Messina, Italy
| | - Elena Guerini-Rocco
- Department of Oncology and Hemato-oncology, University of Milan, Milan, Italy; Division of Pathology, European Institute of Oncology, IRCCS, Milan, Italy
| | - Caterina Fumagalli
- Division of Pathology, European Institute of Oncology, IRCCS, Milan, Italy
| | - Pasquale Pisapia
- Department of Public Health, University of Naples Federico II, Napoli, Campania, Italy
| | - Francesco Pepe
- Department of Public Health, University of Naples Federico II, Napoli, Campania, Italy
| | - Caterina De Luca
- Department of Public Health, University of Naples Federico II, Napoli, Campania, Italy
| | - Federico Cucchiara
- Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - Giancarlo Troncone
- Department of Public Health, University of Naples Federico II, Napoli, Campania, Italy
| | - Romano Danesi
- Clinical and Experimental Medicine, University Hospital of Pisa, Pisa, Italy
| | - Lorenzo Spaggiari
- Department of Oncology and Hemato-oncology, University of Milan, Milan, Italy; Division of Thoracic Surgery,European Insitute of Oncology IRCCS, Milan, Italy
| | - Filippo De Marinis
- Division of Thoracic Oncology, European Institute of Oncology IRCCS, Milan, Italy
| | - Christian Rolfo
- Thoracic Oncology Department and Early Phase Clinical Trials Section, School of Medicine, University of Maryland, Baltimore, MD, United States
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