1
|
Oksen D, Boutmy E, Wang Y, Stroh C, Johne A, Nisbett AR, Ryder A. Patients With Advanced Non-small Cell Lung Cancer Harboring MET Alterations: A Descriptive Cohort Study. Clin Lung Cancer 2025:S1525-7304(25)00024-5. [PMID: 40011191 DOI: 10.1016/j.cllc.2025.01.013] [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: 08/21/2024] [Revised: 12/02/2024] [Accepted: 01/29/2025] [Indexed: 02/28/2025]
Abstract
PURPOSE Mesenchymal-epithelial transition factor (MET) alterations are rare oncogenic drivers in patients with non-small cell lung cancer (NSCLC). This study characterized patients with advanced NSCLC harboring MET exon 14 (METex14) skipping and MET amplification (METamp) in routine clinical practice in the United States. PATIENTS AND METHODS Using electronic medical record data from the ConcertAI Oncology Dataset (2004-2022), 2 patient cohorts were identified: 1 with METex14 skipping with or without METamp, and 1 with METamp without METex14 skipping. A subgroup with METamp and concomitant epidermal growth factor receptor (EGFR) mutations who had received EGFR-tyrosine kinase inhibitors (TKIs) was also analyzed. Patient characteristics, treatment patterns and outcomes were described. RESULTS 93 patients with advanced NSCLC harboring METex14 skipping and 164 with advanced NSCLC harboring METamp were identified. Established oncogenic drivers other than MET were less frequent in the METex14 skipping cohort than the METamp cohort. In both cohorts, first-line chemotherapy use decreased over time while immune checkpoint inhibitor (ICI) and MET inhibitor use increased. Treatment patterns were heterogeneous, with patients receiving multiple drug classes across therapy lines. Outcomes were better for patients with METex14 skipping NSCLC who received targeted therapies or ICIs versus chemotherapy. Subgroup analyses of EGFR-TKI-treated patients with METamp indicated poor outcomes. CONCLUSION Patients with METex14 skipping and/or METamp NSCLC require targeted and personalized treatment approaches to optimize treatment effect and have an unmet medical need. With targeted therapies recently available and others under exploration, treatment outcomes could significantly improve for patients with NSCLC harboring these rare drivers.
Collapse
Affiliation(s)
- Dina Oksen
- Department of Epidemiology, the healthcare business of Merck KGaA, Darmstadt, Germany.
| | - Emmanuelle Boutmy
- Department of Epidemiology, the healthcare business of Merck KGaA, Darmstadt, Germany
| | | | - Christopher Stroh
- Department of Epidemiology, the healthcare business of Merck KGaA, Darmstadt, Germany
| | - Andreas Johne
- Department of Epidemiology, the healthcare business of Merck KGaA, Darmstadt, Germany
| | | | - Alex Ryder
- West Cancer Center and Research Institute, Germantown, TN
| |
Collapse
|
2
|
Al Mana AF, Culp K, Keeler A, Perrera O, Rajagopalan M, Jacky L, Brown B, Thyagarajan B. Performance of a Rapid Digital PCR Test for the Detection of Non-Small Cell Lung Cancer (NSCLC) Variants. Mol Diagn Ther 2024; 28:791-802. [PMID: 39093547 DOI: 10.1007/s40291-024-00732-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/15/2024] [Indexed: 08/04/2024]
Abstract
BACKGROUND Next-generation sequencing is widely used for comprehensive molecular profiling for many cancers including lung cancer. However, the complex workflows and long turnaround times limit its access and utility. ChromaCode's High Definition PCR Non-Small Cell Lung Cancer Panel (HDPCR™ NSCLC Panel) is a low-cost, rapid turnaround, digital polymerase chain reaction assay that is designed to detect variants in nine NSCLC genes listed in National Comprehensive Cancer Network guidelines. METHODS This assay uses TaqMan® probe limiting chemistry and proprietary analysis software to enable multi-target detection within a single-color channel. We compared the performance of the HDPCR™ NSCLC Panel against an in-house, laboratory-developed, targeted next-generation sequencing panel used in the Molecular Diagnostics Laboratory at the University of Minnesota Medical Center to detect biomarkers for NSCLC. RESULTS The overall accuracy of the HDPCR panel was 99.48% (95% confidence interval 99.01-99.76) with a sensitivity of 95.35% (95% confidence interval 88.52-98.72) and a specificity of 99.69% (95% confidence interval 99.29-99.90). The HDPCR wet lab workflow was 4 h, and the time to generate variant calls from raw data using the ChromaCode Cloud was 2 minutes. CONCLUSIONS We demonstrated that the HDPCR™ NSCLC Panel provides timely, comprehensive, and sensitive mutation detection in NSCLC samples with results in less than 24 h.
Collapse
Affiliation(s)
- Abdulaziz F Al Mana
- Department of Laboratory Medicine and Pathology, University of Minnesota, 100 Church St SE, Minneapolis, MN, 55455, USA
| | | | - Abby Keeler
- Department of Laboratory Medicine and Pathology, University of Minnesota, 100 Church St SE, Minneapolis, MN, 55455, USA
| | | | | | | | | | - Bharat Thyagarajan
- Department of Laboratory Medicine and Pathology, University of Minnesota, 100 Church St SE, Minneapolis, MN, 55455, USA.
| |
Collapse
|
3
|
Kimbrough EO, Marin-Acevedo JA, Drusbosky LM, Mooradian A, Zhao Y, Manochakian R, Lou Y. Sex- and Age-Associated Differences in Genomic Alterations among Patients with Advanced Non-Small Cell Lung Cancer (NSCLC). Cancers (Basel) 2024; 16:2366. [PMID: 39001428 PMCID: PMC11240325 DOI: 10.3390/cancers16132366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2024] [Revised: 06/15/2024] [Accepted: 06/21/2024] [Indexed: 07/16/2024] Open
Abstract
Genomic mutations impact non-small cell lung cancer (NSCLC) biology. The influence of sex and age on the distribution of these alterations is unclear. We analyzed circulating-tumor DNA from individuals with advanced NSCLC from March 2018 to October 2020. EGFR, KRAS, ALK, ROS1, BRAF, NTRK, ERBB2, RET, MET, PIK3CA, STK11, and TP53 alterations were assessed. We evaluated the differences by sex and age (<70 and ≥70) using Fisher's exact test. Of the 34,277 samples, 30,790 (89.83%) had a detectable mutation and 19,923 (58.12%) had an alteration of interest. The median age of the ctDNA positive population was 69 (18-102), 16,756 (54.42%) were female, and 28,835 (93.65%) had adenocarcinoma. Females had more alterations in all the assessed EGFR mutations, KRAS G12C, and ERBB2 ex20 ins. Males had higher numbers of MET amp and alterations in STK11 and TP53. Patients <70 years were more likely to have alterations in EGFR exon 19 del/exon 20 ins/T790M, KRAS G12C/D, ALK, ROS1, BRAF V600E, ERBB2 Ex20ins, MET amp, STK11, and TP53. Individuals ≥70 years were more likely to have alterations in EGFR L861Q, MET exon 14 skipping, and PIK3CA. We provided evidence of sex- and age-associated differences in the distribution of genomic alterations in individuals with advanced NSCLC.
Collapse
Affiliation(s)
- ErinMarie O Kimbrough
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
- Department of Hematology and Oncology, Division of Internal Medicine, Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN 46202, USA
| | - Julian A Marin-Acevedo
- Department of Hematology and Oncology, Division of Internal Medicine, Indiana University Melvin and Bren Simon Comprehensive Cancer Center, Indianapolis, IN 46202, USA
| | | | - Ariana Mooradian
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
- Division of Hematology and Medical Oncology, University of Florida, Jacksonville, FL 32209, USA
| | - Yujie Zhao
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Rami Manochakian
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Yanyan Lou
- Division of Hematology and Oncology, Mayo Clinic, Jacksonville, FL 32224, USA
| |
Collapse
|
4
|
Fernandes M, Paget S, Kherrouche Z, Truong MJ, Vinchent A, Meneboo JP, Sebda S, Werkmeister E, Descarpentries C, Figeac M, Cortot AB, Tulasne D. Transforming properties of MET receptor exon 14 skipping can be recapitulated by loss of the CBL ubiquitin ligase binding site. FEBS Lett 2023; 597:2301-2315. [PMID: 37468447 DOI: 10.1002/1873-3468.14702] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 06/07/2023] [Accepted: 06/19/2023] [Indexed: 07/21/2023]
Abstract
MET is a receptor tyrosine kinase that is activated in many cancers through various mechanisms. MET exon 14 (Ex14) skipping occurs in 3% of nonsmall cell lung tumors. However, the contribution of the regulatory sites lost upon this skipping, which include a phosphorylated serine (S985) and a binding site for the E3 ubiquitin ligase CBL (Y1003), remains elusive. Sequencing of 2808 lung tumors revealed 71 mutations leading to MET exon 14 skipping and three mutations affecting Y1003 or S985. In addition, MET exon 14 skipping and MET Y1003F induced similar transcriptional programs, increased the activation of downstream signaling pathways, and increased cell mobility. Therefore, the MET Y1003F mutation is able to fully recapitulate responses induced by MET exon 14 skipping, suggesting that loss of the CBL binding site is the main contributor of cell transformation induced by MET Ex14 mutations.
Collapse
Affiliation(s)
- Marie Fernandes
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| | - Sonia Paget
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| | - Zoulika Kherrouche
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| | - Marie-José Truong
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| | - Audrey Vinchent
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| | - Jean-Pascal Meneboo
- Plateau de Génomique Fonctionnelle et Structurale, CHU Lille, Univ. Lille, France
| | - Shéhérazade Sebda
- Plateau de Génomique Fonctionnelle et Structurale, CHU Lille, Univ. Lille, France
| | - Elisabeth Werkmeister
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, US41 - UMS2014 - PLBS, Univ. Lille, France
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, U1019 - UMR9017 - CIIL - Center for Infection and Immunity of Lille, Univ. Lille, France
| | | | - Martin Figeac
- Plateau de Génomique Fonctionnelle et Structurale, CHU Lille, Univ. Lille, France
| | - Alexis B Cortot
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
- Thoracic Oncology Department, CHU Lille, Univ. Lille, France
| | - David Tulasne
- CNRS, Inserm, CHU Lille, Institut Pasteur de Lille, UMR9020 - UMR1277 - Canther - Cancer Heterogeneity, Plasticity and Resistance to Therapies, Univ. Lille, France
| |
Collapse
|
5
|
Mazieres J, Vioix H, Pfeiffer BM, Campden RI, Chen Z, Heeg B, Cortot AB. MET Exon 14 Skipping in NSCLC: A Systematic Literature Review of Epidemiology, Clinical Characteristics, and Outcomes. Clin Lung Cancer 2023; 24:483-497. [PMID: 37451931 DOI: 10.1016/j.cllc.2023.06.008] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Revised: 05/30/2023] [Accepted: 06/12/2023] [Indexed: 07/18/2023]
Abstract
INTRODUCTION MET exon 14 (METex14) skipping is a rare oncogenic driver in non-small-cell lung cancer (NSCLC) for which targeted therapy with MET tyrosine kinase inhibitors (TKIs) was recently approved. Given the heterogeneity in published data of METex14 skipping NSCLC, we conducted a systematic literature review to evaluate its frequency, patient characteristics, and outcomes. METHODS On June 13, 2022 we conducted a systematic literature review of publications and conference abstracts reporting frequency, patient characteristics, or outcomes of patients with METex14 skipping NSCLC. RESULTS We included 139 studies reporting frequency or patient characteristics (350,997 patients), and 39 studies reporting clinical outcomes (3989 patients). Median METex14 skipping frequency was 2.0% in unselected patients with NSCLC, with minimal geographic variation. Median frequency was 2.4% in adenocarcinoma or nonsquamous subgroups, 12.0% in sarcomatoid, and 1.3% in squamous histology. Patients with METex14 skipping NSCLC were more likely to be elderly, have adenocarcinoma histology; there was no marked sex or smoking status distribution. In first line of treatment, median objective response rate ranged from 50.7% to 68.8% with targeted therapies (both values correspond to MET TKIs), was 33.3% with immunotherapy, and ranged from 23.1% to 27.0% with chemotherapy. CONCLUSIONS Patients with METex14 skipping are more likely to have certain characteristics, but no patient subgroup can be ruled out; thus, it is crucial to test all patients with NSCLC to identify suitable candidates for MET inhibitor therapy. MET TKIs appeared to result in higher efficacy outcomes, although no direct comparison with chemotherapy or immunotherapy regimens was found.
Collapse
Affiliation(s)
- Julien Mazieres
- CHU de Toulouse, Université Paul Sabatier, Toulouse, France.
| | - Helene Vioix
- The Healthcare Business of Merck KGaA, Darmstadt, Germany
| | | | | | - Zhiyuan Chen
- Ingress Health, A Cytel Company, Rotterdam, The Netherlands
| | - Bart Heeg
- Ingress Health, A Cytel Company, Rotterdam, The Netherlands
| | - Alexis B Cortot
- Université Lille, Centre Hospitalier Universitaire de Lille, Centre national de la recherche scientifique, Inserm, Institute Pasteur de Lille, Lille, France
| |
Collapse
|
6
|
Gow CH, Hsieh MS, Chen YL, Liu YN, Wu SG, Shih JY. Survival outcomes and prognostic factors of lung cancer patients with the MET exon 14 skipping mutation: A single-center real-world study. Front Oncol 2023; 13:1113696. [PMID: 36969059 PMCID: PMC10034335 DOI: 10.3389/fonc.2023.1113696] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 02/23/2023] [Indexed: 03/11/2023] Open
Abstract
IntroductionThe MET exon 14 skipping (METex14) mutation is an important oncogenic driver in lung cancer. We performed a retrospective analysis of clinical data from lung cancer patients with the METex14 mutation to analyze their survival outcomes and associated prognostic factors.MethodsA one-step reverse transcription-polymerase chain reaction to examine the presence of the METex14 mutation was performed using RNA samples from 1374 lung cancer patients with no detected EGFR and ALK mutations. Pathological features and immunohistochemistry (IHC) results for c-MET were analyzed in patients with METex14-positive tumors.ResultsMETex14 was identified in 69 patients with lung cancer, including 53 adenocarcinoma (ADC) and 16 non-ADC patients. In comparison with patients without the METex14 mutation, lung cancer patients harboring the METex14 mutation were generally elderly individuals, never-smokers, and had poor performance scores. A higher frequency of METex14 mutations was detected in pulmonary sarcomatoid carcinoma (PSC) patients (24.3%, n = 9/37). However, stage IV PSC patients with or without the METex14 mutations showed similarly poor overall survival (OS) (p = 0.429). For all 36 METex14-positive lung ADCs, multivariate analysis showed several poor prognostic factors, including strong c-MET IHC staining (p = 0.006), initial brain metastasis (p = 0.005), and administration of only supportive care (p < 0.001). After excluding seven patients who received only supportive care, we further analyzed 29 stage IV lung ADC patients with METex14 mutations who received anti-cancer treatment. Multivariate analysis showed that pemetrexed treatment (p = 0.003), lung radiotherapy (p = 0.020), initial brain metastasis (p = 0.005), and strong c-MET IHC staining (p = 0.012) were independent prognostic factors for OS in these patients.ConclusionsA higher frequency of METex14 mutations was detected in PSC patients. Stage IV PSC patients with or without the METex14 mutations had similarly poor overall survival. Pemetrexed-based chemotherapy, strong c-MET ICH staining, initial brain metastasis, and lung radiotherapy, may help predict survival outcomes in patients with advanced lung ADCs harboring the METex14 mutation.
Collapse
Affiliation(s)
- Chien-Hung Gow
- Department of Internal Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Healthcare Information and Management, Ming-Chuan University, Taoyuan, Taiwan
| | - Min-Shu Hsieh
- Department of Pathology, National Taiwan University Hospital, Taipei, Taiwan
| | - Yi-Lin Chen
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Yi-Nan Liu
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Shang-Gin Wu
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Internal Medicine, National Taiwan University Cancer Center, National Taiwan University, Taipei, Taiwan
| | - Jin-Yuan Shih
- Department of Internal Medicine, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan
- Graduate Institute of Clinical Medicine, National Taiwan University, Taipei, Taiwan
- *Correspondence: Jin-Yuan Shih,
| |
Collapse
|
7
|
Lai GGY, Guo R, Drilon A, Shao Weng Tan D. Refining patient selection of MET-activated non-small cell lung cancer through biomarker precision. Cancer Treat Rev 2022; 110:102444. [PMID: 36108503 PMCID: PMC10961969 DOI: 10.1016/j.ctrv.2022.102444] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Revised: 07/21/2022] [Accepted: 07/28/2022] [Indexed: 12/12/2022]
Abstract
Dysregulated MET signaling plays an important role in lung oncogenesis, tumor growth and invasiveness. It may occur through various mechanisms, such as MET overexpression or gene amplification or mutation, all of which can be detected by specific methods. The utility of MET overexpression as a biomarker remains unclear due to discrepancies in its occurrence and non-standardized cut-off thresholds. MET exon 14 skipping mutation (METex14) was established as a strong predictor of response to selective MET tyrosine kinase inhibitors (TKIs), and clinical trial results in patients with non-small cell lung cancer (NSCLC) harboring METex14 led to the approval of capmatinib and tepotinib by regulatory agencies worldwide. MET amplification is an emerging biomarker, with clinical data indicating an association between MET gene copy number and response to MET-TKIs. Additionally, MET amplification represents an important mechanism of resistance to TKIs in oncogene-driven NSCLC. The identification of molecular alterations for which targeted therapies are available is important, and high-throughput next-generation sequencing techniques can provide information on multiple genes at the same time, helping to provide valuable predictive information for oncogene-driven cancers. This review summarizes the current methods used for the detection of METex14, MET amplification and MET overexpression, and discusses the evidence for the use of MET-TKIs in patients with NSCLC with MET dysregulation. We discuss the practical challenges that impact the use of METex14 in the clinic and the evidence gaps that need to be addressed to validate additional genomic markers for MET-dependent cancers.
Collapse
Affiliation(s)
- Gillianne G Y Lai
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Robin Guo
- Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | - Alexander Drilon
- Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | | |
Collapse
|
8
|
Corassa M, Abreu RF, de Lima VCC, Torrezan GT, Cavalher FP, Silva TN, Oliveira TBD, Freitas HC, Carraro DM, Costa FD. Rhabdomyosarcomatous Transformation as a Mechanism of Resistance to Osimertinib and Savolitinib in EGFR-Mutant Lung Adenocarcinoma With METamp After Osimertinib First-Line Treatment. JCO Precis Oncol 2022; 6:e2200367. [PMID: 36201715 DOI: 10.1200/po.22.00367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 08/09/2022] [Accepted: 08/19/2022] [Indexed: 06/16/2023] Open
Affiliation(s)
- Marcelo Corassa
- Medical Oncology Department, A.C. Camargo Cancer Center, R. Professor Antonio Prudente, São Paulo, Brazil
| | | | | | - Giovana Tardim Torrezan
- Genomics and Molecular Biology Group, International Research Center/CIPE, A.C. Camargo Cancer Center, São Paulo, Brazil
- National Institute of Science and Technology in Oncogenomics (INCITO), São Paulo, Brazil
| | - Felicia Peterson Cavalher
- Medical Oncology Department, A.C. Camargo Cancer Center, R. Professor Antonio Prudente, São Paulo, Brazil
| | | | - Thiago Bueno de Oliveira
- Medical Oncology Department, A.C. Camargo Cancer Center, R. Professor Antonio Prudente, São Paulo, Brazil
| | - Helano Carioca Freitas
- Medical Oncology Department, A.C. Camargo Cancer Center, R. Professor Antonio Prudente, São Paulo, Brazil
| | - Dirce Maria Carraro
- Genomics and Molecular Biology Group, International Research Center/CIPE, A.C. Camargo Cancer Center, São Paulo, Brazil
- National Institute of Science and Technology in Oncogenomics (INCITO), São Paulo, Brazil
| | | |
Collapse
|
9
|
Teishikata T, Shiraishi K, Shinno Y, Kobayashi Y, Kashima J, Ishiyama T, Yoshida T, Mori T, Yatabe Y. An Alert to Possible False Positives With a Commercial Assay for MET Exon 14 Skipping. J Thorac Oncol 2021; 16:2133-2138. [PMID: 34419686 DOI: 10.1016/j.jtho.2021.07.028] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 06/25/2021] [Accepted: 07/16/2021] [Indexed: 01/20/2023]
Abstract
INTRODUCTION Because molecular-targeted drugs against MET exon 14 (METex14) skipping have been approved, molecular testing of the alteration has added to clinical guidelines. There are several such assays, but methodological issues have been reported. METHODS METex14 skipping results from three assays (Oncomine DxTT, ArcherMET, and laboratory-developed reverse-transcriptase polymerase chain reaction test [LDT RT-PCR]) were compared in a relatively small series of the specimens diagnosed as advanced NSCLC (n = 50). RESULTS The ArcherMET and LDT RT-PCR results were identical for all 50 samples, but eight samples had discordant results between Oncomine DxTT and the other two assays. All eight samples had METex14 skipping with Oncomine DxTT and wild-type signals with ArcherMET and LDT RT-PCR. The discordance might be caused by the homopolymeric error of the splice donor site with Oncomine DxTT, and false positives could be distinguished by relatively low read counts. CONCLUSIONS Although the caution in detecting METex14 skipping focuses on false negatives in the literature, false positives were first noted at a relatively high frequency (8 of 26, 30.8%) in this study. According to the results of previous clinical trials using the other tyrosine kinase inhibitors, it could be surmised that MET inhibitor treatment in patients without METex14 skipping is detrimental. Clinicians need to be alert to the false positives that can lead to harmful treatments.
Collapse
Affiliation(s)
- Takashi Teishikata
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo, Japan
| | - Kouya Shiraishi
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo, Japan
| | - Yuki Shinno
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Yoshihisa Kobayashi
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
| | - Jumpei Kashima
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo, Japan
| | - Takako Ishiyama
- Division of Molecular Pathology, National Cancer Center Research Institute, Tokyo, Japan
| | - Tatsuya Yoshida
- Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Taisuke Mori
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo, Japan; Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan
| | - Yasushi Yatabe
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo, Japan; Department of Thoracic Oncology, National Cancer Center Hospital, Tokyo, Japan.
| |
Collapse
|
10
|
MET Exon 14 Skipping: A Case Study for the Detection of Genetic Variants in Cancer Driver Genes by Deep Learning. Int J Mol Sci 2021; 22:ijms22084217. [PMID: 33921709 PMCID: PMC8072630 DOI: 10.3390/ijms22084217] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Revised: 04/13/2021] [Accepted: 04/17/2021] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Disruption of alternative splicing (AS) is frequently observed in cancer and might represent an important signature for tumor progression and therapy. Exon skipping (ES) represents one of the most frequent AS events, and in non-small cell lung cancer (NSCLC) MET exon 14 skipping was shown to be targetable. METHODS We constructed neural networks (NN/CNN) specifically designed to detect MET exon 14 skipping events using RNAseq data. Furthermore, for discovery purposes we also developed a sparsely connected autoencoder to identify uncharacterized MET isoforms. RESULTS The neural networks had a Met exon 14 skipping detection rate greater than 94% when tested on a manually curated set of 690 TCGA bronchus and lung samples. When globally applied to 2605 TCGA samples, we observed that the majority of false positives was characterized by a blurry coverage of exon 14, but interestingly they share a common coverage peak in the second intron and we speculate that this event could be the transcription signature of a LINE1 (Long Interspersed Nuclear Element 1)-MET (Mesenchymal Epithelial Transition receptor tyrosine kinase) fusion. CONCLUSIONS Taken together, our results indicate that neural networks can be an effective tool to provide a quick classification of pathological transcription events, and sparsely connected autoencoders could represent the basis for the development of an effective discovery tool.
Collapse
|