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Taniguchi Y, Tamiya A, Osuga M, Isa SI, Nakamura K, Mizumori Y, Shinohara T, Yanai H, Nakatomi K, Oki M, Mori M, Kuwako T, Yamazaki K, Shimada M, Ando M, Koh Y. Stage-specific efficacy of osimertinib in treatment-naïve EGFR-mutant non-small cell lung cancer according to baseline genetic alterations in circulating tumor DNA. Invest New Drugs 2025; 43:101-107. [PMID: 39789369 DOI: 10.1007/s10637-024-01500-9] [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: 12/13/2024] [Accepted: 12/30/2024] [Indexed: 01/12/2025]
Abstract
The impact of clinical stage on the effectiveness of osimertinib for epidermal growth factor receptor (EGFR) mutation-positive non-small cell lung cancer (NSCLC) remains unexamined. We investigated osimertinib therapeutic efficacy variation between stage IVA or lower and stage IVB EGFR mutation-positive lung cancers, focusing on differences in pretreatment co-occurring genetic alterations in circulating tumor DNA. This was a secondary analysis of the ELUCIDATOR study, a multicenter prospective observational study in Japan that assessed the mechanisms underlying resistance to osimertinib as a first-line treatment for advanced NSCLC with EGFR mutations. We compared the progression-free survival (PFS), overall survival (OS), and pretreatment co-occurring genetic alterations detected in plasma between patients with stages IVA (n = 83) and IVB disease (n = 84). Multivariate analysis of PFS and OS revealed that stage IVB was associated with a poor prognosis (hazard ratio [HR]: 2.03, 95% confidence interval [CI]: 1.36-3.04, p < 0.001, HR: 2.35, 95% CI: 1.45-3.90, p < 0.001, respectively). Pre-osimertinib treatment, significantly more TP53- (52.4% vs. 27.7%, p = 0.002), EGFR amplification- (58.3% vs. 23.2%, p < 0.001), and MET amplification-positive cases (22.6% vs. 7.2%, p = 0.008) were found among stage IVB than among stage IVA or lower cases. Patients with EGFR-positive NSCLC in stage IVB exhibited significantly shorter PFS and OS than those in earlier stages when treated with first-line osimertinib. The prevalence of baseline TP53 mutations, EGFR amplification, and MET amplification in plasma were significantly higher in stage IVB cases, implicating them in the worse outcomes of this group.
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Affiliation(s)
- Yoshihiko Taniguchi
- Department of Internal Medicine, NHO Kinki Chuo Chest Medical Center, 1180 Nagasone-cho, Kita-ku, Sakai City, Osaka, 591-8555, Japan.
| | - Akihiro Tamiya
- Department of Internal Medicine, NHO Kinki Chuo Chest Medical Center, 1180 Nagasone-cho, Kita-ku, Sakai City, Osaka, 591-8555, Japan
| | - Mitsuo Osuga
- Center for Biomedical Sciences, Wakayama Medical University, Wakayama, Japan
| | - Shun-Ichi Isa
- Clinical Research Center, NHO Kinki Chuo Chest Medical Center, Sakai, Osaka, Japan
| | - Keiichi Nakamura
- Department of Respiratory Medicine, NHO Asahikawa Medical Center, Asahikawa, Hokkaido, Japan
| | - Yasuyuki Mizumori
- Department of Respiratory Medicine, NHO Himeji Medical Center, Himeji, Hyogo, Japan
| | - Tsutomu Shinohara
- Department of Respiratory Medicine, NHO Kochi Hospital, Kochi, Japan
| | - Hidetoshi Yanai
- Department of Respiratory Medicine, NHO Mito Medical Center, Ibaraki, Japan
| | - Katsumi Nakatomi
- Department of Respiratory Medicine, NHO Ureshino Medical Center, Ureshino, Saga, Japan
| | - Masahide Oki
- Department of Respiratory Medicine, NHO Nagoya Medical Center, Nagoya, Aichi, Japan
| | - Masahide Mori
- Department of Thoracic Oncology, NHO Osaka Toneyama Medical Center, Toyonaka, Osaka, Japan
| | - Tomohito Kuwako
- Department of Respiratory Medicine, NHO Shibukawa Medical Center, Shibukawa, Gunma, Japan
| | - Koji Yamazaki
- Department of Thoracic Surgery, NHO Kyushu Medical Center, Fukuoka, Kyushu, Japan
| | - Masahiro Shimada
- Department of Respiratory Medicine, NHO Tokyo National Hospital, Tokyo, Japan
| | - Masahiko Ando
- Department of Advanced Medicine, Nagoya University Hospital, Aichi, Japan
| | - Yasuhiro Koh
- Center for Biomedical Sciences, Wakayama Medical University, Wakayama, Japan
- Internal Medicine III, Wakayama Medical University, Wakayama, Japan
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Verkerk K, Zeverijn LJ, van de Haar J, Roepman P, Geurts BS, Spiekman AC, van der Noort V, van Berge Henegouwen JM, Hoes LR, van der Wijngaart H, Jansen AML, de Leng WWJ, Gelderblom AJ, Verheul HMW, Voest EE. The pathway alteration load is a pan-cancer determinant of outcome of targeted therapies: results from the Drug Rediscovery Protocol (DRUP). ESMO Open 2025; 10:104112. [PMID: 39778224 PMCID: PMC11760820 DOI: 10.1016/j.esmoop.2024.104112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2024] [Revised: 12/12/2024] [Accepted: 12/13/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND Many patients with cancer exhibit primary or rapid secondary resistance to targeted therapy (TT). We hypothesized that a higher number of altered oncogenic signaling pathways [pathway alteration load (PAL)] would reduce the benefit of TT which only intervenes in one pathway. This hypothesis was tested in the Drug Rediscovery Protocol (DRUP). PATIENTS AND METHODS DRUP is a prospective, pan-cancer, non-randomized clinical trial (NCT02925234) that treats patients with therapy-refractory metastatic cancer and an actionable molecular profile using matched off-label targeted and immunotherapies. All patients treated with TT with available clinical outcomes and whole genome sequencing were included. PAL was determined based on driver gene alterations and correlated with clinical benefit rate (CBR), progression-free survival (PFS) and overall survival (OS). Outcomes were validated in the independent Hartwig Medical database of metastatic cancers. RESULTS In 154 patients treated with TT, the median PAL was 3. Patients with a PAL below median (n = 60) demonstrated a higher CBR (41.7% versus 25.5%, odds ratio 0.48, P = 0.051), longer PFS [median 4.7 versus 2.9 months, adjusted hazard ratio (aHR) 1.70, P = 0.020] and OS (median 13.7 versus 5.6 months, aHR 3.80, P < 0.001) compared with those with PAL ≥3. Two hundred and fifty-eight patients in the Hartwig database showed similar results for CBR (54.2% versus 36.7%, odds ratio 2.04, P = 0.009) and PFS (7.0 versus 4.2 months, aHR 1.55, P = 0.009). CONCLUSIONS In our population, PAL emerged as a pan-cancer determinant of outcome to TT. Our findings support refined patient selection for TT and highlight the rationale for combinatorial treatment strategies in patients with multiple affected pathways.
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Affiliation(s)
- K Verkerk
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - L J Zeverijn
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - J van de Haar
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - P Roepman
- Hartwig Medical Foundation, Amsterdam, The Netherlands
| | - B S Geurts
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - A C Spiekman
- Department of Medical Oncology, Radboud University Medical Center, Nijmegen, The Netherlands; Department of Medical Oncology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - V van der Noort
- Department of Biometrics, Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - J M van Berge Henegouwen
- Oncode Institute, Utrecht, The Netherlands; Department of Medical Oncology, Leiden University Medical Center, Leiden, The Netherlands
| | - L R Hoes
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - H van der Wijngaart
- Department of Medical Oncology, GROW, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - A M L Jansen
- Department of Pathology, University Medical Cancer Center Utrecht, Utrecht, The Netherlands
| | - W W J de Leng
- Department of Pathology, University Medical Cancer Center Utrecht, Utrecht, The Netherlands
| | - A J Gelderblom
- Department of Medical Oncology, Leiden University Medical Center, Leiden, The Netherlands
| | - H M W Verheul
- Department of Medical Oncology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - E E Voest
- Division of Molecular Oncology & Immunology, Netherlands Cancer Institute, Amsterdam, The Netherlands; Oncode Institute, Utrecht, The Netherlands.
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Watson AS, Krause HB, Elliott A, Farrell A, Liu SV, Ma PC, VanderWalde A, Sledge GW, Spetzler D, Schenk EL, Camidge DR. Use of Oncogene Overlap by Tissue-Based Next-Generation Sequencing to Explore the Mutational Landscape and Survival Impact of HER2, KRAS and MET Copy-Number Gain in Nonsmall Cell Lung Cancer. Clin Lung Cancer 2024; 25:712-722.e1. [PMID: 39384504 DOI: 10.1016/j.cllc.2024.09.001] [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: 07/06/2024] [Revised: 09/05/2024] [Accepted: 09/07/2024] [Indexed: 10/11/2024]
Abstract
BACKGROUND Gene copy number gain (CNG) is a continuous variable. The relevant cutpoint for HER2, KRAS and MET CNG in non-mall cell lung cancer remains uncertain. As de novo driver oncogenes are largely mutually exclusive, oncogene overlap analysis can be used to explore CNG thresholds. PATIENT AND METHODS We retrospectively analysed NGS of DNA/RNA in 13,702 NSCLC adenocarcinoma samples. Alternate and same-gene driver oncogene co-occurrence with HER2, KRAS and MET CNG was examined. Overall survival (OS) from time of biopsy collection was correlated with CNG and pathogenic mutations in driver oncogenes (Driver+). RESULTS The frequency of Driver+ tumors decreased with increasing CNG. Setting CNG thresholds by oncogene overlap and dataset size (CNA ≥ 6 for HER2, KRAS and ≥ 4 for MET), tumors considered relevantly amplified (Amp) for MET, HER2 and KRAS were significantly less likely to be Driver+ (P < .001). When Driver+ did overlap with Amp status, same-gene alterations (mutation and CNG) were significantly enriched for all 3 genes (HER2, KRAS and MET), while BRAF and EGFR mutations were more common in MET-Amp than in HER2- or KRAS-Amp tumors. A negative OS association with Amp status was independent of Driver+ status for HER2 and MET, however not KRAS. CONCLUSION Tissue NGS-based HER2, KRAS and MET CNG thresholds set by oncogene overlap identified potentially clinically relevant "Amp" subgroups with altered genetic profiles and decreased survival. Prospective research into targeted therapy benefit in these groups is encouraged.
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Affiliation(s)
- Alexander S Watson
- University of Colorado Cancer Center, Anschutz Medical Campus, University of Colorado, Aurora, CO.
| | | | | | | | | | - Patrick C Ma
- Penn State Cancer Institute, Penn State College of Medicine, Penn State University, Hershey, PA
| | | | | | | | - Erin L Schenk
- University of Colorado Cancer Center, Anschutz Medical Campus, University of Colorado, Aurora, CO
| | - D Ross Camidge
- University of Colorado Cancer Center, Anschutz Medical Campus, University of Colorado, Aurora, CO
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Plomer E, Früh M, Lauber A, Demmer I, Jochum W, Koster KL. Prolonged Response to Afatinib and Crizotinib in a Rare Case of EGFR-, HER2-, MET- and ROS1-Alterated Lung Adenocarcinoma. Int J Mol Sci 2024; 25:5698. [PMID: 38891886 PMCID: PMC11171607 DOI: 10.3390/ijms25115698] [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: 03/30/2024] [Revised: 05/13/2024] [Accepted: 05/18/2024] [Indexed: 06/21/2024] Open
Abstract
We present the case of a 70-year-old never-smoking female patient with epidermal growth factor receptor (EGFR) p.L858R-mutated metastatic non-small cell lung cancer (NSCLC). After three months of first-line treatment with erlotinib, progression occurred and platinum/pemetrexed was initiated, followed by a response for more than two years. After the progression, the molecular testing of a vertebral metastasis revealed a ROS proto-oncogene 1 (ROS1) translocation and a human epidermal growth factor receptor 2 (HER2) p.S310F mutation, in addition to the known EGFR p.L858R mutation. Crizotinib then led to a durable response of 17 months. The molecular retesting of the tumour cells obtained from the recurrent pleural effusion revealed the absence of the ROS1 translocation, whereas the EGFR and HER2 mutations were still present. Afatinib was added to the crizotinib, and the combination treatment resulted in another durable response of more than two years. The patient died more than 7 years after the initial diagnosis of metastatic NSCLC. This case demonstrates that the repeated molecular testing of metastatic NSCLC may identify new druggable genomic alterations that can impact the patient management and improve the patient outcome.
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Affiliation(s)
- Eva Plomer
- Department of Medical Oncology and Haematology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland; (E.P.); (M.F.)
| | - Martin Früh
- Department of Medical Oncology and Haematology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland; (E.P.); (M.F.)
- Faculty of Medicine, University of Bern, Murtenstrasse 11, 3008 Bern, Switzerland
| | - Arno Lauber
- Department of Radiology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland;
| | - Izadora Demmer
- Institute of Pathology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland; (I.D.); (W.J.)
| | - Wolfram Jochum
- Institute of Pathology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland; (I.D.); (W.J.)
| | - Kira-Lee Koster
- Department of Medical Oncology and Haematology, Cantonal Hospital St. Gallen, Rorschacher Strasse 95, 9007 St. Gallen, Switzerland; (E.P.); (M.F.)
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Li W, Bai R, Guo H, Cui J. Epidermal growth factor receptor compound and concomitant mutations: advances in precision treatment strategies. Chin Med J (Engl) 2023; 136:2776-2786. [PMID: 37369640 PMCID: PMC10686611 DOI: 10.1097/cm9.0000000000002548] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Indexed: 06/29/2023] Open
Abstract
ABSTRACT Epidermal growth factor receptor ( EGFR ) mutations are common oncogenic driver mutations in patients with non-small cell lung cancer (NSCLC). The application of EGFR-tyrosine kinase inhibitors (TKIs) is beneficial for patients with advanced and early-stage NSCLC. With the development of next-generation sequencing technology, numerous patients have been found to have more than one genetic mutation in addition to a single EGFR mutation; however, the efficacy of conventional EGFR-TKIs and the optimal treatments for such patients remain largely unknown. Thus, we review the incidence, prognosis, and current treatment regimens of EGFR compound mutations and EGFR concomitant mutations to provide treatment recommendations and guidance for patients with these mutations.
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Affiliation(s)
- Wenqian Li
- Department of Cancer Center, The First Hospital of Jilin University, Jilin University, Changchun, Jilin 130021, China
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Fulton-Ward T, Middleton G. The impact of genomic context on outcomes of solid cancer patients treated with genotype-matched targeted therapies: a comprehensive review. Ann Oncol 2023; 34:1113-1130. [PMID: 37875224 DOI: 10.1016/j.annonc.2023.10.124] [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: 02/15/2023] [Revised: 08/18/2023] [Accepted: 10/08/2023] [Indexed: 10/26/2023] Open
Abstract
INTRODUCTION A critical need in the field of genotype-matched targeted therapy in cancer is to identify patients unlikely to respond to precision medicines. This will manage expectations of individualised therapies and avoid clinical progression to a point where institution of alternative treatments might not be possible. We examined the evidence base of the impact of genomic context on which targeted alterations are inscribed to identify baseline biomarkers distinguishing those obtaining the expected response from those with less benefit from targeted therapies. METHODS A comprehensive narrative review was conducted: scoping searches were undertaken in PubMed, Cochrane Database of Systematic Reviews, and PROSPERO. Outcomes included in meta-analysis were progression-free and overall survival. Data were extracted from Kaplan-Meier and used to calculate hazard ratios. Studies presenting data on two molecular subcohorts (e.g. co-mutation versus no co-mutation) were included in fixed meta-analysis. Other studies were used for descriptive purposes. RESULTS The presence of concomitant driver mutations, higher tumour mutational burden (TMB), greater copy number burden, and APOBEC signatures significantly reduces benefits of targeted therapy in lung cancers in never smokers (LCINS - less than 100 cigarettes per lifetime) and breast cancer, cancers with low TMB. LCINS have significantly poorer outcomes if their cancers harbour p53 co-mutations, an effect also seen in human epidermal growth factor receptor 2-positive (HER2+) breast cancer patients (trastuzumab) and head and neck cancer patients [phosphoinositide 3-kinase (PI3K) inhibition]. PI3K co-alterations have less impact when targeting epidermal growth factor receptor mutations and anaplastic lymphoma kinase fusions, but significantly reduce the impact of targeting HER2 and MET amplifications. SMARCA4 co-mutations predict for poor outcome in patients treated with osimertinib and sotorasib. In BRAF-mutant melanoma, whilst there are no genomic features distinguishing exceptional responders from primary progressors, there are clear transcriptomic features dichotomising these outcomes. CONCLUSION To our knowledge, this is the most comprehensive review to date of the impact of genomic context on outcomes with targeted therapy. It represents a valuable resource informing progress towards contextualised precision medicine.
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Affiliation(s)
- T Fulton-Ward
- Institute of Immunology and Immunotherapy, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - G Middleton
- Institute of Immunology and Immunotherapy, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK; University Hospitals Birmingham, Birmingham, UK.
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Zaman FY, Subramaniam A, Afroz A, Samoon Z, Gough D, Arulananda S, Alamgeer M. Circulating Tumour DNA (ctDNA) as a Predictor of Clinical Outcome in Non-Small Cell Lung Cancer Undergoing Targeted Therapies: A Systematic Review and Meta-Analysis. Cancers (Basel) 2023; 15:cancers15092425. [PMID: 37173891 PMCID: PMC10177293 DOI: 10.3390/cancers15092425] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 04/16/2023] [Accepted: 04/17/2023] [Indexed: 05/15/2023] Open
Abstract
BACKGROUND Liquid biopsy (LB) analysis using (ctDNA)/cell-free DNA (cfDNA) is an emerging alternative to tissue profiling in (NSCLC). LB is used to guide treatment decisions, detect resistance mechanisms, and predicts responses, and, therefore, outcomes. This systematic review and meta-analysis evaluated the impact of LB quantification on clinical outcomes in molecularly altered advanced NSCLC undergoing targeted therapies. METHODS We searched Embase, MEDLINE, PubMed, and Cochrane Database, between 1 January 2020 and 31 August 2022. The primary outcome was progression-free survival (PFS). Secondary outcomes included overall survival (OS), objective response rate (ORR), sensitivity, and specificity. Age stratification was performed based on the mean age of the individual study population. The quality of studies was assessed using the Newcastle-Ottawa Scale (NOS). RESULTS A total of 27 studies (3419 patients) were included in the analysis. Association of baseline ctDNA with PFS was reported in 11 studies (1359 patients), while that of dynamic changes with PFS was reported in 16 studies (1659 patients). Baseline ctDNA-negative patients had a trend towards improved PFS (pooled hazard ratio [pHR] = 1.35; 95%CI: 0.83-1.87; p < 0.001; I2 = 96%) than ctDNA-positive patients. Early reduction/clearance of ctDNA levels after treatment was related to improved PFS (pHR = 2.71; 95%CI: 1.85-3.65; I2 = 89.4%) compared to those with no reduction/persistence in ctDNA levels. The sensitivity analysis based on study quality (NOS) demonstrated improved PFS only for good [pHR = 1.95; 95%CI: 1.52-2.38] and fair [pHR = 1.99; 95%CI: 1.09-2.89] quality studies, but not for poor quality studies. There was, however, a high level of heterogeneity (I2 = 89.4%) along with significant publication bias in our analysis. CONCLUSIONS This large systematic review, despite heterogeneity, found that baseline negative ctDNA levels and early reduction in ctDNA following treatment could be strong prognostic markers for PFS and OS in patients undergoing targeted therapies for advanced NSCLC. Future randomised clinical trials should incorporate serial ctDNA monitoring to further establish the clinical utility in advanced NSCLC management.
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Affiliation(s)
- Farzana Y Zaman
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
| | - Ashwin Subramaniam
- School of Public Health and Preventive Medicine, Monash University, Clayton 3168, Australia
- Department of Intensive Care, Peninsula Health, Frankston 3199, Australia
- Peninsula Clinical School, Monash University, Frankston 3199, Australia
| | - Afsana Afroz
- School of Public Health and Preventive Medicine, Monash University, Clayton 3168, Australia
| | - Zarka Samoon
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
| | - Daniel Gough
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- Department of Molecular and Translational Science, Monash University, Clayton 3168, Australia
| | - Surein Arulananda
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- School of Clinical Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton 3168, Australia
| | - Muhammad Alamgeer
- Department of Medical Oncology, Monash Health, Clayton 3168, Australia
- Centre for Cancer Research, Hudson Institute of Medical Research, Clayton 3168, Australia
- School of Clinical Sciences, Faculty of Medicine, Nursing and Health Sciences, Monash University, Clayton 3168, Australia
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Maansson CT, Andersen ER, Ulhoi MP, Meldgaard P, Sorensen BS. DNAfusion: an R/Bioconductor package for increased sensitivity of detecting gene fusions in liquid biopsies. BMC Bioinformatics 2023; 24:131. [PMID: 37016288 PMCID: PMC10074784 DOI: 10.1186/s12859-023-05259-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 03/28/2023] [Indexed: 04/06/2023] Open
Abstract
BACKGROUND EML4-ALK gene fusions are oncogenic drivers in non-small cell lung cancer (NSCLC), and liquid biopsies containing EML4-ALK fragments can be used to study tumor dynamics using next-generation sequencing (NGS). However, the sensitivity of EML4-ALK detection varies between pipelines and analysis tools. RESULTS We developed an R/Bioconductor package, DNAfusion, which can be applied to BAM files generated by commercially available NGS pipelines, such as AVENIO. Forty-eight blood samples from a training cohort consisting of 41 stage IV EML4-ALK-positive NSCLC patients and seven healthy controls were used to develop DNAfusion. DNAfusion detected EML4-ALK in significantly more samples (sensitivity = 61.0%) compared to AVENIO (sensitivity = 36.6%). The newly identified EML4-ALK-positive patients were verified using droplet digital PCR. DNAfusion was subsequently validated in a blinded validation cohort comprising 24 EML4-ALK-positive and 24 EML4-ALK-negative stage IV NSCLC patients. DNAfusion detected significantly more EML4-ALK individuals in the validation cohort (sensitivity = 62.5%) compared to AVENIO (sensitivity = 29.2%). DNAfusion demonstrated a specificity of 100% in both the training and validation cohorts. CONCLUSION Here we present DNAfusion, which increases the sensitivity of EML4-ALK detection in liquid biopsies and can be implemented downstream of commercially available NGS pipelines. The simplistic method of operating the R package makes it easy to implement in the clinical setting, enabling wider expansion of NGS-based diagnostics.
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Affiliation(s)
- Christoffer Trier Maansson
- Department of Clinical Biochemistry, Faculty of Health, Aarhus University Hospital, Palle Juul-Jensens Boulevard 69, 8200, Århus N, Denmark
- Department of Clinical Medicine, Aarhus University, Århus N, Denmark
| | - Emma Roger Andersen
- Department of Clinical Biochemistry, Faculty of Health, Aarhus University Hospital, Palle Juul-Jensens Boulevard 69, 8200, Århus N, Denmark
- Department of Clinical Medicine, Aarhus University, Århus N, Denmark
| | - Maiken Parm Ulhoi
- Department of Clinical Biochemistry, Faculty of Health, Aarhus University Hospital, Palle Juul-Jensens Boulevard 69, 8200, Århus N, Denmark
- Department of Clinical Medicine, Aarhus University, Århus N, Denmark
- Department of Oncology, Aarhus University Hospital, Århus N, Denmark
| | - Peter Meldgaard
- Department of Clinical Medicine, Aarhus University, Århus N, Denmark
- Department of Oncology, Aarhus University Hospital, Århus N, Denmark
| | - Boe Sandahl Sorensen
- Department of Clinical Biochemistry, Faculty of Health, Aarhus University Hospital, Palle Juul-Jensens Boulevard 69, 8200, Århus N, Denmark.
- Department of Clinical Medicine, Aarhus University, Århus N, Denmark.
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9
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Eide IJZ, Stensgaard S, Helland Å, Ekman S, Mellemgaard A, Hansen KH, Cicenas S, Koivunen J, Grønberg BH, Sørensen BS, Brustugun OT. Osimertinib in non-small cell lung cancer with uncommon EGFR-mutations: a post-hoc subgroup analysis with pooled data from two phase II clinical trials. Transl Lung Cancer Res 2022; 11:953-963. [PMID: 35832438 PMCID: PMC9271433 DOI: 10.21037/tlcr-21-995] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 05/04/2022] [Indexed: 12/02/2022]
Abstract
Background Osimertinib is standard of care for EGFR-mutated non-small cell lung cancer (NSCLC) patients. The efficacy of the drug in patients with mutations other than the common deletion in exon 19 and L858R in exon 21 is largely unknown. Methods We identified patients with uncommon EGFR-mutations from two prospective clinical phase II, single-arm studies for previously treated patients and untreated patients, respectively, and pooled data for this analysis. All patients received treatment with osimertinib 80 mg daily until radiological progression or death. The primary endpoint of both trials was objective response rate (ORR), with progression-free survival (PFS), overall survival (OS) and intracranial efficacy as key secondary endpoints. Circulating tumour DNA (ctDNA) was analysed before and two weeks after treatment initiation in the first line cohort. Results Of 299 enrolled patients in the two trials, 21 patients with uncommon mutations were identified; 12 patients had a single mutation (G719X or L861Q), one patient had L861Q and an exon 20 insertion, and 8 patients had compound mutations with G719X and either L861Q or S768I. Three of the 10 pretreated patients had the T790M resistance mutation. ORR was 47.6% and disease control rate (DCR) 85.7%. The median duration of response (DoR) was 7.9 months. Among 11 patients treated with osimertinib in first line, ORR was 63.6% vs. 30.0% of 10 previously treated patients. The median PFS was 5.5 months in both groups. Patients with G719X-compound mutations had a higher response rate (62.5% vs. 38.5%), a longer median PFS (13.7 vs. 3.5 months) and median OS (29.3 vs. 7.5 months) than patients with other mutations. Most first line treated patients (81.8%) displayed a reduction in ctDNA after two weeks of treatment. Conclusions Osimertinib demonstrates activity in patients with uncommon EGFR-mutations, and especially for G719X-compound mutations.
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Affiliation(s)
- Inger Johanne Zwicky Eide
- Section of Oncology, Vestre Viken Hospital Trust, Drammen, Norway
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Simone Stensgaard
- Department of Clinical Biochemistry, Aarhus University Hospital, Aarhus, Denmark
| | - Åslaug Helland
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Oncology, Oslo University Hospital, Oslo, Norway
| | - Simon Ekman
- Department of Oncology-Pathology, Karolinska Institutet, Thoracic Oncology Center, Karolinska University Hospital, Stockholm, Sweden
| | | | | | - Saulius Cicenas
- National Cancer Institute, Vilnius University Faculty of Medicine, Vilnius, Lithuania
| | - Jussi Koivunen
- Oulu University Hospital, University of Oulu, Medical Research Center Oulu, Oulu, Finland
| | - Bjørn Henning Grønberg
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
- Department of Oncology, St. Olav’s Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Boe Sandahl Sørensen
- Department of Clinical Biochemistry, Aarhus University Hospital, Aarhus, Denmark
| | - Odd Terje Brustugun
- Section of Oncology, Vestre Viken Hospital Trust, Drammen, Norway
- Department of Cancer Genetics, Institute for Cancer Research, Norwegian Radium Hospital, Oslo University Hospital, Oslo, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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10
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Chou YT, Lin CC, Lee CT, Pavlick DC, Su PL. Durable Response of Dabrafenib, Trametinib, and Capmatinib in an NSCLC Patient With Co-Existing BRAF-KIAA1549 Fusion and MET Amplification: A Case Report. Front Oncol 2022; 12:838798. [PMID: 35372088 PMCID: PMC8972191 DOI: 10.3389/fonc.2022.838798] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 02/21/2022] [Indexed: 11/13/2022] Open
Abstract
BRAF fusions are rare driver oncogenes in non-small cell lung cancer (NSCLC). Similar with BRAF V600E mutation, it could also activate the MAPK signaling pathway. There are a few case reports which had indicated the potential response to BRAF inhibitors and its important role as de novo driver mutation. In addition, the co-occurring MET amplification has been defined as a poor prognostic factor in patients with epidermal growth factor receptor (EGFR) mutant NSCLC. Currently, there are ongoing clinical trials which investigate the MET amplification as a therapeutic target in patients with EGFR mutant NSCLC and acquired resistance to osimertinib, which imply that the MET amplification also had a therapeutic significance. However, the co-occurring MET amplification had not been studied in patients with BRAF fusion before. A 67-year-old man was diagnosed with metastatic poorly-differentiated adenocarcinoma. He received first-line therapy with the combination of pembrolizumab and chemotherapy because the genomic test revealed wild-type EGFR, and negativity of ALK and ROS1 by immunohistochemical stain. Upon disease progression, the next-generation sequencing revealed co-occurring KIAA1549-BRAF fusion and MET amplification. Subsequent dabrafenib, trametinib, and capmatinib combination therapy showed a remarkable treatment effect. The combination therapy targeting the co-occurring driver mutations is a potential effective treatment for NSCLC patients. Further prospective study is still warranted to investigate the role of co-occurring driver mutations and the relevant treatment strategy.
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Affiliation(s)
- Yun-Tse Chou
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chien-Chung Lin
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Institute of Clinical Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Department of Biochemistry and Molecular Biology, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chung-Ta Lee
- Department of Pathology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Dean C. Pavlick
- Research and Development, Foundation Medicine, Inc., Cambridge, MA, United States
| | - Po-Lan Su
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- *Correspondence: Po-Lan Su,
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