Abstract
The diagnostic landscape of non-small cell lung cancer (NSCLC) is changing rapidly with the availability of novel treatments. Despite high-level healthcare in the Netherlands, not all patients with NSCLC are tested with the currently relevant predictive tumor markers that are necessary for optimal decision-making for today's available targeted or immunotherapy. An expert workshop on the molecular diagnosis of NSCLC involving pulmonary oncologists, clinical chemists, pathologists, and clinical scientists in molecular pathology was held in the Netherlands on December 10, 2018. The aims of the workshop were to facilitate cross-disciplinary discussions regarding standards of practice, and address recent developments and associated challenges that impact future practice. This paper presents a summary of the discussions and consensus opinions of the workshop participants on the initial challenges of harmonization of the detection and clinical use of predictive markers of NSCLC. A key theme identified was the need for broader and active participation of all stakeholders involved in molecular diagnostic services for NSCLC, including healthcare professionals across all disciplines, the hospitals and clinics involved in service delivery, healthcare insurers, and industry groups involved in diagnostic and treatment innovations. Such collaboration is essential to integrate different technologies into molecular diagnostics practice, to increase nationwide patient access to novel technologies, and to ensure consensus-preferred biomarkers are tested.
Keywords: predictive tumor markers, carcinoma, non-small cell lung, molecular targeted therapy, molecular pathology, precision medicine
Introduction
Worldwide, an estimated 1.2 million–1.4 million deaths occur annually from non-small cell lung cancer (NSCLC) (1, 2). Most patients present with locally advanced or metastatic disease, for which the 1-year survival rate is around 20% (3, 4). In the era of precision medicine, NSCLC is no longer considered a single entity, but rather a heterogeneous disease comprising molecularly defined tumor subgroups that require individualized treatment (5, 6). The current article summarizes the opinions of 18 Dutch experts assessed during a workshop held on December 10, 2018, regarding the harmonization of approaches for optimal molecular diagnostics accessible for all patients with advanced-stage NSCLC.
To meet the need for standardization and harmonization initiatives for diagnostics and treatment, the expert advisory panel covered a range of disciplines, and included pulmonary oncologists, clinical chemists, pathologists, and clinical scientists in molecular pathology. The objectives of the workshop were to bring together different stakeholders and facilitate cross-disciplinary discussions for a consensus on current standards of practice for NSCLC diagnostics in the Netherlands; address relevant developments to provide a coherent perspective on future practice; identify challenges and gaps in the trajectory toward future practice; and disseminate the workshop findings.
Scientific Background
The diagnostic landscape of NSCLC is changing rapidly with the availability of novel treatments. When activating mutations of the epidermal growth factor receptor (EGFR) gene or anaplastic lymphoma kinase (ALK) gene rearrangements are present, tyrosine kinase inhibitor treatment can significantly improve survival (7, 8). Currently in the Netherlands, 70–75% of stage IV non-squamous NSCLC patients are tested for EGFR mutations or ALK rearrangements (9). Additional predictive biomarkers are emerging, including those involving expression levels of programmed cell death-ligand 1 (PD-L1) (10) and genetic aberrations of ROS proto-oncogene 1 (ROS1), B-Raf proto-oncogene (BRAF), MET proto-oncogene (MET), RET proto-oncogene (RET), and erb-b2 receptor tyrosine kinase 2 (ERBB2; encoding HER2) (11, 12) and more recently of neurotrophic receptor tyrosine kinase 1 (NTRK1), NTRK2, NTRK3, and neuregulin 1 (NRG1) (13). Given that predictive biomarker validation and implementation in the clinic struggle to match scientific advancements and new drug approvals, continuous harmonization of the panel of biomarkers is needed, and testing for each patient's tumor prior to treatment initiation should be pursued.
Compared with platinum-containing chemotherapy, immuno-oncology (IO) agents that target tumors expressing programmed cell death-1 (PD-1) and PD-L1 improved overall survival in PD-L1-expressing advanced NSCLC (14). In the Netherlands, pembrolizumab has replaced cytotoxic chemotherapy as first-line treatment. Pembrolizumab and other IO agents are partnered with validated, but distinct PD-L1 immunohistochemical (IHC) companion and complementary diagnostic assays, which, despite similar analytical performance, may lead to interchangeability issues (15). This has led to ongoing efforts in PD-L1 testing harmonization to facilitate laboratory implementation and quality testing (16–18). Yet, just 2 years after the approval of pembrolizumab in patients with a PD-L1 tumor proportion score of 50% or greater, a phase 3 study of patients with untreated metastatic disease without EGFR mutations or ALK rearrangements/fusions reported that adding pembrolizumab to standard chemotherapy also improves overall survival compared with chemotherapy alone, regardless of PD-L1 status (19). The pace of these developments is evident and reveals a tension between validation and implementation of new biomarkers vs. the clinical utility and drug labels that necessitate the need for implementation. Other developments have added to this complexity:
The IO drug durvalumab received European Medicines Agency approval for locally advanced, unresectable NSCLC following definitive chemoradiotherapy in adults whose tumors express PD-L1 on ≥1% of tumor cells (20).
Tumor mutational burden as a predictor for IO response as yet lacks standardization and an understanding of its clinical utility and value in clinical practice (21).
- Liquid biopsy (a process for detecting molecular signatures originating from the tumor), including circulating tumor deoxyribonucleic acid (ctDNA) analysis, may cover gaps caused by sample quality/quantity issues associated with tissue biopsy, the longstanding gold standard for cancer diagnosis (22, 23).
- ◦ Although ctDNA kits have become available for oncology research, guidelines for and routine clinical implementation of ctDNA testing continue to lag (22).
These and other advances raise questions regarding the optimal diagnostic pathway in non-squamous NSCLC cases being considered for personalized therapy. Given the broad range of test methodologies relevant for predictive markers and their application, an understanding and clinical guidance are needed of the different diagnostic tests for available and emerging biomarkers. These include tumor mutational burden and PD-L1, serum tumor markers, and ctDNA detected with digital PCR (dPCR) approaches or NGS, used either alone or as a complement to tissue diagnostics.
Method
The discussions of the expert panel were complemented by a literature search and disseminated for peer review.
Challenges That Impact Future Practice
Challenge 1: A Predefined Panel of Diagnostic Markers Is Required
Following routine diagnosis of non-squamous NSCLC, preservation of sufficient tissue for predictive IHC and molecular testing is key (31–34). A predefined panel of markers is needed that can reliably be tested on relatively small tumor biopsies and with short turnaround time. There is also a need for testing of continuously emerging biomarkers. From a local perspective, uptake in molecular diagnostics is changing. For example, among 6,600 patients diagnosed with stage IV non-squamous NSCLC in the Netherlands, testing for EGFR mutations in tumor tissue increased from 24% of cases in 2013 to 44% in 2015 (9). Of the tested tumors that were found to be negative for mutations in EGFR and Kirsten rat sarcoma viral oncogene homolog (KRAS; KRAS mutations are considered to be mutually exclusive with ALK fusions), 50% in 2013 and 77% in 2015 underwent testing for ALK rearrangements/fusions. Gaps in testing may be related to both scarcity of tissue biopsy material, especially from stage IV disease, as well as unawareness of current testing possibilities. Currently, university laboratories are more likely than non-academic laboratories to use NGS (9, 35, 36).
The current guidelines in the Netherlands (37) are in accordance with international guidelines (11, 13, 38, 39) and recommend that molecular testing for EGFR mutations and ALK rearrangements/fusions should be performed in patients with metastatic (non-squamous) NSCLC for whom curative treatment is no longer available. In addition, the same 2015 guidelines strongly suggest to consider molecular testing for KRAS, ROS1, RET, ERBB2, and BRAF (37), comparable with the most recent international guidelines (13, 39). The consensus of the experts was that there is sufficient evidence to test not only for EGFR mutations and ALK rearrangements/fusions, but that all patients with advanced-stage non-squamous NSCLC should be tested for PD-L1 protein expression with IHC and for alterations associated with BRAF, ERBB2, KRAS, MET, NRG1, NTRK1, NTRK2, NTRK3, RET, and ROS1 (Table 1). This allows for treatment in routine practice and provides access to ongoing trials and named-patient/early-access programs. There are further considerations in reaching this consensus:
Table 1.
Current guidelines | Consensus | |
---|---|---|
Recommended | ALK*, EGFR | ALK*, BRAF, EGFR, ERBB2, KRAS, MET, NRG1, NTRK1, NTRK2, NTRK3, PD-L1**, RET, ROS1 |
Strongly suggested | BRAF, ERBB2, KRAS, RET, ROS1 |
Testing with IHC and mutation analysis,
Testing with IHC.
Testing is dependent on disease setting and treatment line, as well as methodology, since at the moment it is still possible to use techniques other than NGS and comply with guidelines.
Certain drugs for targeted and immunotherapy appropriate for any given patient will not always be available at the initial location of care provided, and thus patients will need to be referred (requiring coordination of care between treating and referral centers).
There is currently not enough clinical evidence to recommend routine testing for tumor mutational burden and microsatellite instability in NSCLC.
Except for PD-L1 and ALK, which require IHC for detection, the other markers should preferably be determined simultaneously using DNA and RNA-based NGS (supplemented only when necessary with in situ hybridization), both to conserve tissue biopsy material and decrease time-to-decision. As this technology evolves, molecular profiling will likely shift from its dominant application in late-stage non-squamous NSCLC to earlier disease stages where its use may maximize patient outcomes (40). Findings are awaited of the national, multicenter Lung Cancer Early Assessment (LEMA) trial in the Netherlands, which is enrolling 1,300 patients to investigate whether comprehensive molecular profiling across stage I–IV disease upon suspicion of NSCLC will improve diagnostic efficiency and patient benefit from personalized therapy (clinicaltrials.gov: NCT02894853; available from: https://clinicaltrials.gov/ct2/show/NCT02894853).
Since new therapies and biomarkers emerge quickly, regular updates to the panel of required biomarkers are needed, together with frequent modular updates of the multidisciplinary guidelines, including any biomarkers that are close to clinical introduction. Because official guidelines are based on evidence-based data only, the recommendations will be restricted to a limited set of predictive markers, comparable with other international guidelines. The major challenge for optimal therapy is also testing for those predictive markers for which specific drugs are not yet available in standard practice but are deemed to become available on short notice because of an already established beneficial toxicity and efficacy profile. Recent examples are MET or NTRK targeted therapy, at present only available through participation in company-sponsored clinical trials or by off-label or compassionate use. In many countries, off-label prescription of therapy is likely not reimbursed. Consequently, the legal and financial issues regarding the diagnostic testing are often not yet arranged. It is, however, important that laboratories offer the flexibility to physicians and their patients to choose between panels based on official guidelines in their (local) hospital and more expanded panels, including biomarkers that may enable access to clinical trials or non-registered drug–biomarker combinations.
The experts recommend the formation of a multidisciplinary committee, endorsed by national specialist medical societies, to provide annual guidance on biomarker panel content.
Challenge 2: ctDNA Analysis Is Coming of Age, but Requires Standardization for Disease Profiling
Together with a shift from sequential, single-target molecular testing to concurrent, massively parallel testing using NGS, the development of liquid biopsy testing and ctDNA detection, in particular, offers a dynamic, comprehensive, and minimally invasive tumor-profiling approach (41). Analysis of ctDNA may be useful in cases where technical issues prevent tissue analysis or when patients are unable or unwilling to undergo biopsy (42). As a primary option, ctDNA may negate the need for tissue biopsy in patients with positive findings; subsequent tissue biopsy would maintain its utility in patients with negative findings, among whom high false-negative rates have been reported (30, 43, 44). Improved sensitivity of ctDNA testing is desirable, with positive findings associated with high tumor burden and negative findings more likely to have a reduced tumor load (45, 46).
Blood sampling for ctDNA testing is more easily performed than tissue biopsy, with potentially faster results compared with the longer turnaround times needed for tissue biopsies (30). Additional advantages of liquid biopsy include the potential for repeat sampling, and a more accurate representation of overall disease status than a single-site tissue biopsy (47). Health economic research is needed to confirm the cost–effectiveness of ctDNA testing and facilitate its clinical use (48). Finally, ctDNA analysis may identify markers associated with treatment response and resistance and, in early NSCLC, offer utility in identifying patients at high recurrence risk (40, 46). Disadvantages of ctDNA testing include limited sensitivity, restricted clinical utility, loss of a direct link between a mutation and a given lesion, and current technical issues regarding sensitive gene fusion detection in plasma. Where ctDNA itself is already a valid option for routine testing of actionable hotspot mutations, the technology (dPCR and/or NGS) can vary (49), and the use of broader panels vs. single markers in relation to the different applications in treatment-decision-making (26) needs to be further investigated. Further issues include lack of reimbursement, dependency on knowledge about the beneficial application of liquid biopsy, and interpretation of results.
Challenge 3: Novel Diagnostic Tools Need to Be Made Available for All Patients
Access to new diagnostic techniques, such as liquid biopsy/ctDNA analysis, should be available for all patients. In practice, there are barriers accessing accurate and timely molecular diagnoses in oncology for reasons other than availability [e.g., capability to conduct testing, appropriate quality management systems (i.e., ISO 15189), geographic reach, guidelines] (36, 50). For EGFR mutation testing in NSCLC, external quality assessments have found room for quality improvements in diagnostic services based on a high level of diagnostic errors (24, 25, 51).
A regionally coordinated approach may assist in organizing complex molecular testing in accredited, staffed, and equipped laboratories (either academic or non-academic). This involves the development of capacity, logistics, and information sharing in centers equipped to deliver the latest diagnostic services normally associated with centralized laboratories. Successful implementation of a regionalized approach to molecular diagnostics also requires having an acceptable turnaround time of maximum 2 weeks. When questions justifying the reasoning, costs, cost–effectiveness, and reimbursement are adequately addressed, such an approach is more likely to be adopted.
On current evidence, it is difficult to definitively answer questions about molecular diagnostics. Limited data support a regionalized approach for patient care, but do not specifically shed light on molecular diagnostics. A recent US database analysis found that in NSCLC, treatment at a high-volume center was independently associated with improved overall survival (52). Given just 35% of cases were treated at such centers, regionalization of NSCLC management may improve patient outcomes. Although such NSCLC data are not available for the Netherlands, local data provide support for improved survival at high-volume centers for the systemic treatment of metastatic pancreatic cancer, but not for the surgical treatment of colorectal cancer (53, 54).
An understanding of cost and cost–effectiveness is even more problematic. Limited data suggest that techniques such as NGS are helpful in identifying mutations that can improve clinical decision-making at an affordable level (55). This leads into the issue of reimbursement, which is currently inadequate and consequently represents a barrier to the implementation of novel diagnostic innovations (56). Reimbursement in the Netherlands is further complicated by the Diagnosis Treatment Combination system, which restricts the healthcare provider in the choice of diagnostic tests during negotiations with the insurer. New diagnostic tests must meet the evidential requirements of individual hospital boards. Individual laboratories are thus required to negotiate increased internal funding to cover higher costs of molecular diagnostics. Normally, this occurs around historical cost data rather than expected costs of novel molecular tests. Thus, prospective health economic data are needed to support novel diagnostics, together with improved and unbiased reimbursement, greater transparency, and improved communication and collaboration between industry and stakeholders (57, 58).
Challenge 4: Harmonization of Diagnostics Involves Several Different Steps
Despite consensus that molecular testing should be the standard of care in the management of patients with NSCLC (59), the biomarker landscape is rapidly changing. Awareness among centers of actionable drivers and their related biomarker-targeted treatments is an important first step toward harmonization, potentially leading to collaboration and broad access to diagnostic tools offering the greatest utility. This necessitates a consensus about which diagnostic tools and markers to adopt as standard care. Current issues that remain unresolved include the lack of harmonization in preanalytical conditions, varying performance, lack of comparison between diagnostic technologies, and the absence of a standardized approach in applying the different techniques (60).
Achieving a consensus over the minimal requirements and performance of any given diagnostic approach requires multidisciplinary collaboration between treating physicians, pathologists, clinical chemists, molecular laboratories, and other stakeholders (61). Healthcare institutions and payers need to be involved in any conversation. Questions for the former might seek to understand any requirements for personnel, specialized equipment, and administrative support. Ultimately, the aim of harmonization is to ensure a robust and comprehensive final diagnosis through which to direct treatment and achieve optimal outcomes. Therefore, the healthcare service provider requires not only the physical infrastructure, but also the communication networks to facilitate effective collaboration among healthcare professionals involved in providing the comprehensive diagnosis (62). This may require ongoing education to meet the needs of all stakeholders.
Given the continuous flow of upcoming biomarkers and novel technologies, a further step toward a validated, harmonized diagnostic approach is to extend the conversation to the pharmaceutical and diagnostics industry, which may help facilitate communication between medical specialists and healthcare institutions/payers. Harmonization is a long-term process that is ideally evidence-based yet also innovative, facilitates close interactions between the laboratory and clinician, and is a shared responsibility for all stakeholders (63). Industry involvement could help to establish pilot projects between healthcare institutions and insurers, and provide financial support through which to assess proposed diagnostic approaches for routine use, with a view to better understanding issues such as indications, tissue requirements, turnaround times, reliability, pitfalls, and costs (59, 61, 64, 65).
Conclusions
The overarching challenge in NSCLC management is to implement the science behind predictive biomarkers into routine clinical practice where the aim is to translate diagnostic findings into an optimal, individualized treatment pathway. This requires collaboration between healthcare professionals involved in the diagnosis and treatment of NSCLC (medical specialists) (62), other stakeholders at the point of care (healthcare institutions), reimbursement (payers), and innovation (industry). Whereas NSCLC diagnosis has proceeded gradually in the molecular era, with biomarker testing often varying considerably between institutions (9, 66), it is important to align diagnostic approaches with clinical needs and to harmonize between laboratories. Recently, several projects have been initiated in the Netherlands to address the discussed issues. These projects aim at harmonization and evidence-based introduction of state-of-the-art biomarkers in diagnostic laboratories in the Netherlands. Examples of such projects are PATH (Predictive Analysis for Therapy; available from: https://www.netwerk-PATH.nl) and COIN (ctDNA on the road to implementation in the Netherlands; available from: www.cfDNA.nl). The coming years will show the value of such national initiatives in implementing new biomarkers. For the moment, it is recommended that molecular testing for metastatic NSCLC analyses is performed on tumor tissue or cytological material, and that the use of ctDNA analyses is reserved for those patients who cannot undergo tumor sampling.
The consensus of the experts was that all patients with advanced-stage non-squamous NSCLC should be tested for EGFR mutations and ALK rearrangements/fusions, PD-L1 protein expression with IHC, and alterations associated with BRAF, ERBB2, KRAS, MET, NRG1, NTRK1, NTRK2, NTRK3, RET, and ROS1.
Continuous adaptation of guidelines is needed to keep pace with scientific progress. The present discussion document identifies the main challenges with developing and implementing a harmonized approach to molecular diagnostics in NSCLC treatment. It is challenging to establish a role for novel technologies, such as ctDNA testing, and to make these routinely available for all patients. This requires awareness among stakeholders and necessitates multipartite collaboration to obtain a comprehensive understanding of a fully implemented diagnostic network that fulfills the clinical needs for routine care.
Author Contributions
DB, TH, BB, WD, NH, JH, MPGL, KM, MO, VS, ES, E-JS, RS, JT, SW, LV, and MJLL discussed challenges at the advisory board. All authors further discussed content per email, contributed to writing/revising the manuscript, and provided final approval of the manuscript.
Conflict of Interest
All authors received reimbursement for attending the advisory board meeting from Roche. DB reports fees from Roche Diagnostics, ZonMw, Merck, Health~Holland, and AstraZeneca; grants from Roche Pharma, MSD, Novartis, and Pfizer; and non-financial support from Biocartis. TH, BB, JH, MPGL, MO, VS, MH, and RS have nothing further to disclose. WD reports fees from Amgen, Bayer, Bristol-Myers Squibb, Novartis, and Roche; and grants from AbbVie, AstraZeneca, Bristol-Myers Squibb, Novartis, and Roche. NH reports grants from Roche and Pfizer. KM reports fees from Pfizer, Bristol-Myers Squibb, Roche, MSD, AbbVie, AstraZeneca, and Diaceutics; and grants from AstraZeneca, MSD, and Roche. ES reports fees from Roche, Biocartis, Bristol-Myers Squibb, Astra Zeneca, Novartis, Bio-Rad, Pfizer, Bayer, Illumina, Janssen-Cilag, Diaceutics, and Agena Bioscience; grants from Biocartis, Roche, CC Diagnostics, Boehringer Ingelheim, Bristol-Myers Squibb, Pfizer, Bio-Rad, Qiagen, Promega, and Agena Bioscience. ES reports fees from Roche; grants from AstraZeneca, Bristol-Myers Squibb, MSD, and Novartis; non-financial support from AbbVie; and other from Bristol-Myers Squibb, MSD, AbbVie, Pfizer, Roche, and Bayer. JT reports personal fees from Roche, MSD, and AbbVie; and grants from Bristol-Myers Squibb. SW reports grants and personal fees from Roche, Pfizer, Bristol-Myers Squibb, MSD, AstraZeneca, and NextCure. LV is a current employee of Roche. MJLL reports personal fees from Roche; grants from AstraZeneca and Bristol-Myers Squibb; non-financial support from Illumina; and other from Bayer, Janssen Pharmaceutica, Merck, and Nimagen.
Acknowledgments
The authors received editorial/writing support in the preparation of this manuscript from Tom Rouwette of Excerpta Medica, funded by Roche Diagnostics.
Footnotes
Funding. The advisory board meeting was organized and funded by Roche Diagnostics.
References
- 1.Tsao AS, Scagliotti GV, Bunn PA, Jr, Carbone DP, Warren GW, Bai C, et al. Scientific advances in lung cancer 2015. J Thorac Oncol. (2016) 11:613–38. 10.1016/j.jtho.2016.03.012 [DOI] [PubMed] [Google Scholar]
- 2.Economopoulou P, Mountzios G. The emerging treatment landscape of advanced non-small cell lung cancer. Ann Transl Med. (2018) 6:138. 10.21037/atm.2017.11.07 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Janssen-Heijnen ML, van Steenbergen LN, Steyerberg E, Visser O, De Ruysscher DK, Groen HJ. Long-term excess mortality for survivors of non-small cell lung cancer in the Netherlands. J Thorac Oncol. (2012) 7:496–502. 10.1097/JTO.0b013e318241f80b [DOI] [PubMed] [Google Scholar]
- 4.Peters BJM, Cramer-Vd Welle CM, Smit AAJ, Schramel FMNH, van de Garde EMW, Santeon NSCLC Study Group Trends in prescribing systematic treatment and overall survival for non-small cell lung cancer stage IIIB/IV in the Netherlands: 2008–12. Cancer Epidemiol. (2017) 51:1–6. 10.1016/j.canep.2017.08.001 [DOI] [PubMed] [Google Scholar]
- 5.Caballero Vázquez A, García Flores P, Romero Ortiz A, Del Moral RG, Alcázar-Navarrete B. Changes in non-small cell lung cancer diagnosis, molecular testing and prognosis 2011-2016. J Thorac Dis. (2018) 10:5468–75. 10.21037/jtd.2018.08.49 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.McLean AEB, Barnes DJ, Troy LK. Diagnosing lung cancer: the complexities of obtaining a tissue diagnosis in the era of minimally invasive and personalised medicine. J Clin Med. (2018) 7:E163. 10.3390/jcm7070163 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Minguet J, Smith KH, Bramlage P. Targeted therapies for treatment of non-small cell lung cancer: recent advances and future perspectives. Int J Cancer. (2016) 138:2549–61. 10.1002/ijc.29915 [DOI] [PubMed] [Google Scholar]
- 8.Loong HH, Kwan SS, Mok TS, Lau YM. Therapeutic strategies in EGFR mutant non-small cell lung cancer. Curr Treat Options Oncol. (2018) 19:58. 10.1007/s11864-018-0570-9 [DOI] [PubMed] [Google Scholar]
- 9.Kuijpers CCHJ, van den Heuvel MM, Overbeek LIH, van Slooten HJ, van Lindert ASR, Damhuis RAM, et al. National variation in molecular diagnostics in metastatic lung cancer. Ned Tijdschr Geneeskd. (2018) 162:D1607. [PubMed] [Google Scholar]
- 10.Passiglia F, Bronte G, Bazan V, Natoli C, Rizzo S, Galvano A, et al. PD-L1 expression as predictive biomarker in patients with NSCLC: a pooled analysis. Oncotarget. (2016) 7:19738–47. 10.18632/oncotarget.7582 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Ettinger DS, Aisner DL, Wood DE, Akerley W, Bauman J, Chang JY, et al. NCCN guidelines insights: non-small cell lung cancer, version 5.2018. J Natl Compr Canc Netw. (2018) 16:807–21. 10.6004/jnccn.2018.0062 [DOI] [PubMed] [Google Scholar]
- 12.VanderLaan PA, Rangachari D, Majid A, Parikh MS, Gangadharan SP, Kent MS, et al. Tumor biomarker testing in non-small-cell lung cancer: a decade of change. Lung Cancer. (2018) 116:90–5. 10.1016/j.lungcan.2018.01.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Lindeman NI, Cagle PT, Aisner DL, Arcila ME, Beasley MB, Bernicker EH, et al. Updated molecular testing guideline for the selection of lung cancer patients for treatment with targeted tyrosine kinase inhibitors: guideline from the College of American Pathologists, the International Association for the Study of Lung Cancer, and the Association for Molecular Pathology. J Thorac Oncol. (2018) 13:323–58. 10.1016/j.jtho.2017.12.001 [DOI] [PubMed] [Google Scholar]
- 14.Reck M, Rodríguez-Abreu D, Robinson AG, Hui R, Csoszi T, Fülöp A, et al. Pembrolizumab versus chemotherapy for PD-L1-positive non-small-cell lung cancer. N Engl J Med. (2016) 375:1823–33. 10.1056/NEJMoa1606774 [DOI] [PubMed] [Google Scholar]
- 15.Hirsch FR, McElhinny A, Stanforth D, Ranger-Moore J, Jansson M, Kulangara K, et al. PD-L1 immunohistochemistry assays for lung cancer: results from phase 1 of the Blueprint PD-L1 Assay Comparison Project. J Thorac Oncol. (2017) 12:208–22. 10.1016/j.jtho.2016.11.2228 [DOI] [PubMed] [Google Scholar]
- 16.Ratcliffe MJ, Sharpe A, Midha A, Barker C, Scott M, Scorer P, et al. Agreement between programmed cell death ligand-1 diagnostic assays across multiple protein expression cutoffs in non-small cell lung cancer. Clin Cancer Res. (2017) 23:3585–91. 10.1158/1078-0432.CCR-16-2375 [DOI] [PubMed] [Google Scholar]
- 17.Rimm DL, Han G, Taube JM, Yi ES, Bridge JA, Flieder DB, et al. A prospective, multi-institutional, pathologist-based assessment of 4 immunohistochemistry assays for PD-L1 expression in non-small cell lung cancer. JAMA Oncol. (2017) 3:1051–8. 10.1001/jamaoncol.2017.0013 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Tsao MS, Kerr KM, Kockx M, Beasley MB, Borczuk AC, Botling J, et al. PD-L1 immunohistochemistry comparability study in real-life clinical samples: results of Blueprint phase 2 project. J Thorac Oncol. (2018) 13:1302–11. 10.1016/j.jtho.2018.05.013 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Gandhi L, Rodríguez-Abreu D, Gadgeel S, Esteban E, Felip E, De Angelis F, et al. Pembrolizumab plus chemotherapy in metastatic non-small-cell lung cancer. N Engl J Med. (2018) 378:2078–92. 10.1056/NEJMoa1801005 [DOI] [PubMed] [Google Scholar]
- 20.European Medicines Agency Imfinzi [durvalumab]: EPAR - Product Information. (2018) Available online at: www.ema.europa.eu/en/documents/product-information/imfizi-epar-product-information_en.pdf (accessed May 20, 2019).
- 21.Dempke WCM, Fenchel K, Dale SP. Programmed cell death ligand-1 (PD-L1) as a biomarker for non-small cell lung cancer (NSCLC) treatment: are we barking up the wrong tree? Transl Lung Cancer Res. (2018) 7(Suppl. 3):S275–9. 10.21037/tlcr.2018.04.18 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Deans ZC, Butler R, Cheetham M, Dequeker EMC, Fairley JA, Fenizia F, et al. IQN path ASBL report from the first European cfDNA consensus meeting: expert opinion on the minimal requirements for clinical ctDNA testing. Virchows Arch. (2019) 474:681–9. 10.1007/s00428-019-02571-3 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Heitzer E, Haque IS, Roberts CES, Speicher MR. Current and future perspectives of liquid biopsies in genomics-driven oncology. Nat Rev Genet. (2019) 20:71–88. 10.1038/s41576-018-0071-5 [DOI] [PubMed] [Google Scholar]
- 24.Keppens C, Dequeker EMC, Patton SJ, Normanno N, Fenizia F, Butler R, et al. International pilot external quality assessment scheme for analysis and reporting of circulating tumour DNA. BMC Cancer. (2018) 18:804. 10.1186/s12885-018-4694-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Keppens C, Tack V, 't Hart N, Tembuyser L, Ryska A, Pauwels P, et al. A stitch in time saves nine: external quality assessment rounds demonstrate improved quality of biomarker analysis in lung cancer. Oncotarget. (2018) 9:20524–38. 10.18632/oncotarget.24980 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Saarenheimo J, Eigeliene N, Andersen H, Tiirola M, Jekunen A. The value of liquid biopsies for guiding therapy decisions in non-small cell lung cancer. Front Oncol. (2019) 9:129. 10.3389/fonc.2019.00129 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Mehrad M, Roy S, Bittar HT, Dacic S. Next-generation sequencing approach to non-small cell lung carcinoma yields more actionable alterations. Arch Pathol Lab Med. (2018) 142:353–7. 10.5858/arpa.2017-0046-OA [DOI] [PubMed] [Google Scholar]
- 28.Merker JD, Oxnard GR, Compton C, Diehn M, Hurley P, Lazar AJ, et al. Circulating tumor DNA analysis in patients with cancer: American Society of Clinical Oncology and College of American Pathologists joint review. J Clin Oncol. (2018) 36:1631–41. 10.1200/JCO.2017.76.8671 [DOI] [PubMed] [Google Scholar]
- 29.Aggarwal C, Thompson JC, Black TA, Katz SI, Fan R, Yee SS, et al. Clinical implications of plasma-based genotyping with the delivery of personalized therapy in metastatic non-small cell lung cancer. JAMA Oncol. (2019) 5:173–80. 10.1001/jamaoncol.2018.4305 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Sabari JK, Offin M, Stephens D, Ni A, Lee A, Pavlakis N, et al. A prospective study of circulating tumor DNA to guide matched targeted therapy in lung cancers. J Natl Cancer Inst. (2019) 111:575–83. 10.1093/jnci/djy156 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Brown NA, Aisner DL, Oxnard GR. Precision medicine in non-small cell lung cancer: current standards in pathology and biomarker interpretation. Am Soc Clin Oncol Educ Book. (2018) 38:708–15. 10.1200/EDBK_209089 [DOI] [PubMed] [Google Scholar]
- 32.Dietel M, Bubendorf L, Dingemans AM, Dooms C, Elmberger G, García RC, et al. Diagnostic procedures for non-small-cell lung cancer (NSCLC): recommendations of the European Expert Group. Thorax. (2016) 71:177–84. 10.1136/thoraxjnl-2014-206677 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.McCall SJ, Dry SM. Precision pathology as part of precision medicine: are we optimizing patients' interests in prioritizing use of limited tissue samples? JCO Precis Oncol. (2019) 3:1–6. 10.1200/PO.18.00238 [DOI] [PubMed] [Google Scholar]
- 34.Roemen GMJM, zur Hausen A, Speel EJM. Adequate tissue for adequate diagnosis: what do we really need? In: Dingemans AMC, Reck M, Westeel V. editors. Lung Cancer (ERS Monographs, Vol. 68). Sheffield: European Respiratory Society; (2015). p. 119–35. [Google Scholar]
- 35.Deans ZC, Costa JL, Cree I, Dequeker E, Edsjö A, Henderson S, et al. Integration of next-generation sequencing in clinical diagnostic molecular pathology laboratories for analysis of solid tumours; an expert opinion on behalf of IQN Path ASBL. Virchows Arch. (2017) 470:5–20. 10.1007/s00428-016-2025-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Tack V, Schuuring E, Keppens C, 't Hart N, Pauwels P, van Krieken H, et al. Accreditation, setting and experience as indicators to assure quality in oncology biomarker testing laboratories. Br J Cancer. (2018) 119:605–14. 10.1038/s41416-018-0204-9 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Integraal Kankercentrum Nederland Landelijke Richtlijn: Niet Kleincellig Longcarcinoom [Netherlands' national guidelines: non-small cell lung cancer; in Dutch] [Version 2.3]. (2015) Available online at: www.oncoline.nl/niet-kleincellig-longcarcinoom (accessed November 20, 2019).
- 38.Doroshow DB, Herbst RS. Treatment of advanced non-small lung cancer in 2018. JAMA Oncol. (2018) 4:569–70. 10.1001/jamaoncol.2017.5190 [DOI] [PubMed] [Google Scholar]
- 39.Planchard D, Popat S, Kerr K, Novello S, Smit EF, Faivre-Finn C, et al. Metastatic non-small cell lung cancer: ESMO clinical practice guidelines for diagnosis, treatment and follow-up. Ann Oncol. (2018) 29(Suppl. 4):iv192–237. 10.1093/annonc/mdy275 [DOI] [PubMed] [Google Scholar]
- 40.Abbosh C, Birkbak NJ, Swanton C. Early stage NSCLC – challenges to implementing ctDNA-based screening and MRD detection. Nat Rev Clin Oncol. (2018) 15:577–86. 10.1038/s41571-018-0058-3 [DOI] [PubMed] [Google Scholar]
- 41.Zhang YC, Zhou Q, Wu YL. The emerging roles of NGS-based liquid biopsy in non-small cell lung cancer. J Hematol Oncol. (2017) 10:167. 10.1186/s13045-017-0536-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Bernabé R, Hickson N, Wallace A, Blackhall FH. What do we need to make circulating tumour DNA (ctDNA) a routine diagnostic test in lung cancer? Eur J Cancer. (2017) 81:66–73. 10.1016/j.ejca.2017.04.022 [DOI] [PubMed] [Google Scholar]
- 43.Oxnard GR, Thress KS, Alden RS, Lawrance R, Paweletz CP, Cantarini M, et al. Association between plasma genotyping and outcomes of treatment with osimertinib (AZD9291) in advanced non-small-cell lung cancer. J Clin Oncol. (2016) 34:3375–82. 10.1200/JCO.2016.66.7162 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Leighl NB, Page RD, Raymond VM, Daniel DB, Divers SG, Reckamp KL, et al. Clinical utility of comprehensive cell-free DNA analysis to identify genomic biomarkers in patients with newly diagnosed metastatic non-small cell lung cancer. Clin Cancer Res. (2019) 25:4691–700. 10.1158/1078-0432.CCR-19-0624 [DOI] [PubMed] [Google Scholar]
- 45.Ohira T, Sakai K, Matsubayashi J, Kajiwara N, Kakihana M, Hagiwara MM, et al. Tumor volume determines the feasibility of cell-free DNA sequencing for mutation detection in non-small cell lung cancer. Cancer Sci. (2016) 107:1660–6. 10.1111/cas.13068 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Oellerich M, Schütz E, Beck J, Walson PD. Circulating cell-free DNA: diagnostic and prognostic applications in personalized cancer therapy. Ther Drug Monit. (2019) 41:115–20. 10.1097/FTD.0000000000000566 [DOI] [PubMed] [Google Scholar]
- 47.Bracht JWP, Mayo-de-Las-Casas C, Berenguer J, Karachaliou N, Rosell R. The present and future of liquid biopsies in non-small cell lung cancer: combining four biosources for diagnosis, prognosis, prediction, and disease monitoring. Curr Oncol Rep. (2018) 20:70. 10.1007/s11912-018-0720-z [DOI] [PubMed] [Google Scholar]
- 48.IJzerman MJ, Berghuis AMS, de Bono JS, Terstappen LWMM. Health economic impact of liquid biopsies in cancer management. Expert Rev Pharmacoecon Outcomes Res. (2018) 18:593–9. 10.1080/14737167.2018.1505505 [DOI] [PubMed] [Google Scholar]
- 49.Elazezy M, Joosse SA. Techniques of using circulating tumor DNA as a liquid biopsy component in cancer management. Comput Struct Biotechnol J. (2018) 16:370–8. 10.1016/j.csbj.2018.10.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Normanno N, Pinto C, Taddei G, Gambacorta M, Castiglione F, Barberis M, et al. Results of the first Italian external quality assurance scheme for somatic EGFR mutation testing in non-small-cell lung cancer. J Thorac Oncol. (2013) 8:773–8. 10.1097/JTO.0b013e31828c2b08 [DOI] [PubMed] [Google Scholar]
- 51.Patton S, Normanno N, Blackhall F, Murray S, Kerr KM, Dietel M, et al. Assessing standardization of molecular testing for non-small-cell lung cancer: results of a worldwide external quality assessment (EQA) scheme for EGFR mutation testing. Br Cancer J. (2014) 111:413–20. 10.1038/bjc.2014.353 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Lam A, Yoshida EJ, Bui K, Katrivesis J, Fernando D, Nelson K, et al. Patient and facility demographics related outcomes in early-stage non-small cell lung cancer treated with radiofrequency ablation: a National Cancer Database analysis. J Vasc Interv Radiol. (2018) 29:1535–41. 10.1016/j.jvir.2018.06.005 [DOI] [PubMed] [Google Scholar]
- 53.van Erning FN, van Steenbergen LN, van den Broek WT, Rutten HJ, Lemmens VE. No difference between lowest and highest volume hospitals in outcome after colorectal cancer surgery in the southern Netherlands. Eur J Surg Oncol. (2013) 39:1199–206. 10.1016/j.ejso.2013.08.020 [DOI] [PubMed] [Google Scholar]
- 54.Haj Mohammad N, Bernards N, Besselink MG, Busch OR, Wilmink JW, Creemers GJ, et al. Volume matters in the systemic treatment of metastatic pancreatic cancer: a population-based study in the Netherlands. J Cancer Res Clin Oncol. (2016) 142:1353–60. 10.1007/s00432-016-2140-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Hamblin A, Wordsworth S, Fermont JM, Page S, Kaur K, Camps C, et al. Clinical applicability and cost of a 46-gene panel for genomic analysis of solid tumours: retrospective validation and prospective audit in the UK National Health Service. PLoS Med. (2017) 14:e1002230. 10.1371/journal.pmed.1002230 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Joosten SEP, Retel VP, Coupe VMH, van den Heuvel MM, van Harten WH. Scenario drafting for early technology assessment of next generation sequencing in clinical oncology. BMC Cancer. (2016) 16:66. 10.1186/s12885-016-2100-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Garfield S, Polisena J, Spinner DS, Postulka A, Lu CY, Tiwana SK, et al. Health technology assessment for molecular diagnostics: practices, challenges, and recommendations from the Medical Devices and Diagnostics Special Interest Group. Value Health. (2016) 19:577–87. 10.1016/j.jval.2016.02.012 [DOI] [PubMed] [Google Scholar]
- 58.Ryska A, Berzinec P, Brcic L, Cufer T, Dziadziuszko R, Gottfried M, et al. NSCLC molecular testing in Central and Eastern European countries. BMC Cancer. (2018) 18:269. 10.1186/s12885-018-4023-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Dacic S. Molecular genetic testing for lung adenocarcinomas: a practical approach to clinically relevant mutations and translocations. J Clin Pathol. (2013) 66:870–4. 10.1136/jclinpath-2012-201336 [DOI] [PubMed] [Google Scholar]
- 60.Levy B, Hu ZI, Cordova KN, Close S, Lee K, Becker D. Clinical utility of liquid diagnostic platforms in non-small cell lung cancer. Oncologist. (2016) 21:1121–30. 10.1634/theoncologist.2016-0082 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 61.Sholl L. Molecular diagnostics of lung cancer in the clinic. Transl Lung Cancer Res. (2017) 6:560–9. 10.21037/tlcr.2017.08.03 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Brainard J, Farver C. The diagnosis of non-small cell lung cancer in the molecular era. Mod Pathol. (2019) 32(Suppl. 1):16–26. 10.1038/s41379-018-0156-x [DOI] [PubMed] [Google Scholar]
- 63.Tate JR, Myers GL. Harmonization of clinical laboratory test results. J Int Fed Clin Chem Lab Med. (2016) 27:5–14. [Google Scholar]
- 64.Li CM, Chu WY, Wong DL, Tsang HF, Tsui NB, Chan CM, et al. Current and future molecular diagnostics in non-small-cell lung cancer. Expert Rev Mol Diagn. (2015) 15:1061–74. 10.1586/14737159.2015.1063420 [DOI] [PubMed] [Google Scholar]
- 65.Volckmar AL, Leichsenring J, Kirchner M, Christopoulos P, Neumann O, Budczies J, et al. Combined targeted DNA and RNA sequencing of advanced NSCLC in routine molecular diagnostics: analysis of the first 3,000 Heidelberg cases. Int J Cancer. (2019) 145:649–61. 10.1002/ijc.32133 [DOI] [PubMed] [Google Scholar]
- 66.Schink JC, Trosman JR, Weldon CB, Siziopikou KP, Tsongalis GJ, Rademaker AW, et al. Biomarker testing for breast, lung, and gastroesophageal cancers at NCI designated cancer centers. J Natl Cancer Inst. (2014) 106:dju256. 10.1093/jnci/dju256 [DOI] [PMC free article] [PubMed] [Google Scholar]