1
|
Ingale K, Hong SH, Bell JSK, Rizvi A, Welch A, Sha L, Ho I, Nagpal K, Bentaieb A, Joshi RP, Stumpe MC. Prediction of MET Overexpression in Lung Adenocarcinoma from Hematoxylin and Eosin Images. THE AMERICAN JOURNAL OF PATHOLOGY 2024; 194:1020-1032. [PMID: 38493926 DOI: 10.1016/j.ajpath.2024.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 01/26/2024] [Accepted: 02/15/2024] [Indexed: 03/19/2024]
Abstract
Mesenchymal epithelial transition (MET) protein overexpression is a targetable event in non-small cell lung cancer and is the subject of active drug development. Challenges in identifying patients for these therapies include lack of access to validated testing, such as standardized immunohistochemistry assessment, and consumption of valuable tissue for a single gene/protein assay. Development of prescreening algorithms using routinely available digitized hematoxylin and eosin (H&E)-stained slides to predict MET overexpression could promote testing for those who will benefit most. Recent literature reports a positive correlation between MET protein overexpression and RNA expression. In this work, a large database of matched H&E slides and RNA expression data were leveraged to train a weakly supervised model to predict MET RNA overexpression directly from H&E images. This model was evaluated on an independent holdout test set of 300 overexpressed and 289 normal patients, demonstrating a receiver operating characteristic area under curve of 0.70 (95th percentile interval: 0.66 to 0.74) with stable performance characteristics across different patient clinical variables and robust to synthetic noise on the test set. These results suggest that H&E-based predictive models could be useful to prioritize patients for confirmatory testing of MET protein or MET gene expression status.
Collapse
Affiliation(s)
| | | | | | | | | | | | - Irvin Ho
- Tempus AI, Inc., Chicago, Illinois
| | | | | | | | | |
Collapse
|
2
|
Natsui H, Watanabe M, Yokota T, Tsuneta S, Fumoto Y, Handa H, Shouji M, Koya J, Nishino K, Tatsuta D, Koizumi T, Kadosaka T, Nakao M, Koya T, Temma T, Ito YM, Kanako HC, Hatanaka Y, Yasushige S, Wakasa S, Miura S, Masuda T, Nishioka N, Naraoka S, Ochi K, Kudo T, Ishikawa T, Anzai T. Influence of epicardial adipose tissue inflammation and adipocyte size on postoperative atrial fibrillation in patients after cardiovascular surgery. Physiol Rep 2024; 12:e15957. [PMID: 38546216 PMCID: PMC10976808 DOI: 10.14814/phy2.15957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 02/05/2024] [Accepted: 02/09/2024] [Indexed: 04/28/2024] Open
Abstract
Epicardial adipose tissue (EAT) is an active endocrine organ that is closely associated with occurrence of atrial fibrillation (AF). However, the role of EAT in the development of postoperative AF (POAF) remains unclear. We aimed to investigate the association between EAT profile and POAF occurrence in patients who underwent cardiovascular surgery. We obtained EAT samples from 53 patients to evaluate gene expression, histological changes, mitochondrial oxidative phosphorylation (OXPHOS) capacity in the EAT, and protein secretion in EAT-conditioned medium. EAT volume was measured using computed tomography scan. Eighteen patients (34%) experienced POAF within 7 days after surgery. Although no significant difference was observed in EAT profile between patients with and without POAF, logistic regression analysis identified that the mRNA expression levels of tumor necrosis factor-alpha (TNF-α) were positively correlated and adipocyte size in the EAT was inversely correlated with onset of POAF, respectively. Mitochondrial OXPHOS capacity in the EAT was not associated with POAF occurrence; however, it showed an inverse correlation with adipocyte size and a positive correlation with adiponectin secretion. In conclusion, changes in the secretory profile and adipocyte morphology of the EAT, which represent qualitative aspects of the adipose tissue, were present before the onset of AF.
Collapse
Affiliation(s)
- Hiroyuki Natsui
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Masaya Watanabe
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Takashi Yokota
- Institute of Health Science Innovation for Medical Care, Hokkaido University HospitalSapporoJapan
| | - Satonori Tsuneta
- Department of Diagnostic and Interventional RadiologyHokkaido University HospitalSapporoJapan
| | - Yoshizuki Fumoto
- Department of Molecular Biology, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Haruka Handa
- Department of Molecular Biology, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Matsushima Shouji
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineKyushu UniversityFukuokaJapan
| | - Jiro Koya
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Kotaro Nishino
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Daishiro Tatsuta
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Takuya Koizumi
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Takahide Kadosaka
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Motoki Nakao
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Taro Koya
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Taro Temma
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Yoichi M. Ito
- Institute of Health Science Innovation for Medical Care, Hokkaido University HospitalSapporoJapan
| | - Hatanaka C. Kanako
- Center for Development of Advanced DiagnosticsHokkaido University HospitalSapporoJapan
| | - Yutaka Hatanaka
- Center for Development of Advanced DiagnosticsHokkaido University HospitalSapporoJapan
| | - Shingu Yasushige
- Department of Cardiovascular Surgery, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Satoru Wakasa
- Department of Cardiovascular Surgery, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| | - Shuhei Miura
- Department of Cardiovascular Surgery, Teine Keijinkai HospitalSapporoJapan
| | - Takahiko Masuda
- Department of Cardiovascular Surgery, Teine Keijinkai HospitalSapporoJapan
| | - Naritomo Nishioka
- Department of Cardiovascular Surgery, Teine Keijinkai HospitalSapporoJapan
| | - Shuichi Naraoka
- Department of Cardiovascular Surgery, Teine Keijinkai HospitalSapporoJapan
| | - Kayoko Ochi
- Department of Clinical Laboratory MedicineTeine Keijinkai HospitalSapporoJapan
| | - Tomoko Kudo
- Department of Clinical Laboratory MedicineTeine Keijinkai HospitalSapporoJapan
| | - Tsugumine Ishikawa
- Department of Clinical Laboratory MedicineTeine Keijinkai HospitalSapporoJapan
| | - Toshihisa Anzai
- Department of Cardiovascular Medicine, Faculty of Medicine and Graduate School of MedicineHokkaido UniversitySapporoJapan
| |
Collapse
|
3
|
García-Roman S, Garzón-Ibáñez M, Bertrán-Alamillo J, Jordana-Ariza N, Giménez-Capitán A, García-Peláez B, Vives-Usano M, Codony-Servat J, d'Hondt E, Rosell R, Molina-Vila MÁ. Vaccine antibodies against a synthetic epidermal growth factor variant enhance the antitumor effects of inhibitors targeting the MAPK/ERK and PI3K/Akt pathways. Transl Oncol 2024; 40:101878. [PMID: 38183801 PMCID: PMC10818253 DOI: 10.1016/j.tranon.2024.101878] [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: 10/30/2023] [Revised: 12/05/2023] [Accepted: 12/29/2023] [Indexed: 01/08/2024] Open
Abstract
BACKGROUND The EGFR pathway is involved in intrinsic and acquired resistance to a wide variety of targeted therapies in cancer. Vaccination represents an alternative to the administration of anti-EGFR monoclonal antibodies, such as cetuximab or panitumumab. Here, we tested if anti-EGF antibodies generated by vaccination (anti-EGF VacAbs) could potentiate the activity of drugs targeting the ERK/MAPK and PI3K/Akt pathways. METHODS Non-small cell lung cancer (NSCLC), colorectal cancer (CRC) and melanoma cell lines harboring KRAS, NRAS, BRAF and PIK3CA mutations were used. Anti-EGF VacAbs were obtained by immunizing rabbits with a fusion protein containing a synthetic, highly mutated variant of human EGF. Cell viability was determined by MTT, total and phosphorylated proteins by Western blotting, cell cycle distribution and cell death by flow cytometry and emergence of resistance by microscopic examination in low density cultures. RESULTS Anti-EGF VacAbs potentiated the antiproliferative effects of MEK, KRAS G12C, BRAF, PI3K and Akt inhibitors in KRAS, NRAS, BRAF and PIK3CA mutant cells and delayed the appearance of resistant clones in vitro. The effects of anti-EGF VacAbs were comparable or superior to those of panitumumab and cetuximab. The combination of anti-EGF VacAbs with the targeted inhibitors effectively suppressed EGFR downstream pathways and sera from patients immunized with an anti-EGF vaccine also blocked activation of EGFR effectors. CONCLUSIONS Anti-EGF VacAbs enhance the antiproliferative effects of drugs targeting the ERK/MAPK and PIK3CA/Akt pathways. Our data provide a rationale for clinical trials testing anti-EGF vaccination combined with inhibitors selected according to the patient's genetic profile.
Collapse
Affiliation(s)
- Silvia García-Roman
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Mónica Garzón-Ibáñez
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Jordi Bertrán-Alamillo
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Núria Jordana-Ariza
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Ana Giménez-Capitán
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Beatriz García-Peláez
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Marta Vives-Usano
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | - Jordi Codony-Servat
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain
| | | | - Rafael Rosell
- Instituto Oncológico Dr. Rosell (IOR), Dexeus University Hospital, Barcelona, Spain; Catalan Institute of Oncology and Institut d'Investigació en Ciències de la Salut Germans Trias i Pujol, Badalona, Spain
| | - Miguel Ángel Molina-Vila
- Laboratory of Oncology/Pangaea Oncology S.L., Dexeus University Hospital, C/ Sabino Arana 5, Barcelona 08023, Spain.
| |
Collapse
|
4
|
Yang M, Mandal E, Liu FX, O’Hara RM, Lesher B, Sanborn RE. Non-small cell lung cancer with MET amplification: review of epidemiology, associated disease characteristics, testing procedures, burden, and treatments. Front Oncol 2024; 13:1241402. [PMID: 38273845 PMCID: PMC10808753 DOI: 10.3389/fonc.2023.1241402] [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: 06/16/2023] [Accepted: 11/27/2023] [Indexed: 01/27/2024] Open
Abstract
Introduction Mesenchymal-epidermal transition factor gene amplification (METamp) is being investigated as a therapeutic target in advanced non-small cell lung cancer (NSCLC). We reviewed the epidemiology and disease characteristics associated with primary and secondary METamp, as well as the testing procedures used to identify METamp, in advanced NSCLC. Economic and humanistic burdens, and the practice patterns and treatments under investigation for METamp were also examined. Methods Embase and Medline (via ProQuest), ClinicalTrials.gov, and Cochrane Controlled Register of Trials (2015-2022) were systematically searched. Conference abstracts were searched via Embase and conference proceedings websites (2020-2022). The review focused on evidence from the United States; global evidence was included for identified evidence gaps. Results The median rate of primary METamp in NSCLC across the references was 4.8% (n=4 studies) and of secondary METamp (epidermal growth factor receptor [EGFR]-mutant NSCLC) was 15% (n=10). Next-generation sequencing (NGS; n=12) and/or fluorescence in situ hybridization (FISH; n=11) were most frequently used in real-world studies and FISH testing most frequently used in clinical trials (n=9/10). METamp definitions varied among clinical trials using ISH/FISH testing (MET to chromosome 7 centromere ratio of ≥1.8 to ≥3.0; or gene copy number [GCN] ≥5 to ≥10) and among trials using NGS (tissue testing: GCN ≥6; liquid biopsy: MET copy number ≥2.1 to >5). Limited to no data were identified on the economic and humanistic burdens, and real-world treatment of METamp NSCLC. Promising preliminary results from trials enrolling patients with EGFR-mutated, METamp advanced NSCLC progressing on an EGFR-tyrosine kinase inhibitor (TKI) were observed with MET-TKIs (i.e., tepotinib, savolitinib, and capmatinib) in combination with EGFR-TKIs (i.e., gefitinib and osimertinib). For metastatic NSCLC and high-level METamp, monotherapy with capmatinib, crizotinib, and tepotinib are recommended in the 2022 published NSCLC NCCN Guidelines. Conclusion Primary METamp occurs in approximately 5% of NSCLC cases, and secondary METamp in approximately 15% of cases previously treated with an EGFR inhibitor. Variability in testing methods (including ISH/FISH and NGS) and definitions were observed. Several treatments are promising in treating METamp NSCLC. Additional studies evaluating the clinical, economic, and humanistic burdens are needed.
Collapse
Affiliation(s)
- Mo Yang
- North America Evidence and Value Development, North America Medical Affairs, EMD Serono, Inc., Rockland, MA, United States, an affiliate of Merck KGaA
| | - Erin Mandal
- Evidence and Access, OPEN Health, Parsippany, NJ, United States
| | - Frank X. Liu
- North America Evidence and Value Development, North America Medical Affairs, EMD Serono, Inc., Rockland, MA, United States, an affiliate of Merck KGaA
| | - Richard M. O’Hara
- North America Evidence and Value Development, North America Medical Affairs, EMD Serono, Inc., Rockland, MA, United States, an affiliate of Merck KGaA
| | - Beth Lesher
- Evidence and Access, OPEN Health, Parsippany, NJ, United States
| | - Rachel E. Sanborn
- Earle A. Chiles Research Institute, Providence Cancer Institute, Portland, OR, United States
| |
Collapse
|
5
|
de Oliveira Cavagna R, de Andrade ES, Tadin Reis M, de Paula FE, Noriz Berardinelli G, Bonatelli M, Ramos Teixeira G, Garbe Zaniolo B, Mourão Dias J, da Silva FAF, Baston Silva CE, Xavier Reis M, Lopes Maia E, de Alencar TS, Jacinto AA, da Nóbrega Oliveira REN, Molina-Vila MA, Ferro Leal L, Reis RM. Detection of NTRK fusions by RNA-based nCounter is a feasible diagnostic methodology in a real-world scenario for non-small cell lung cancer assessment. Sci Rep 2023; 13:21168. [PMID: 38036758 PMCID: PMC10689426 DOI: 10.1038/s41598-023-48613-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2023] [Accepted: 11/28/2023] [Indexed: 12/02/2023] Open
Abstract
NTRK1, 2, and 3 fusions are important therapeutic targets for NSCLC patients, but their prevalence in South American admixed populations needs to be better explored. NTRK fusion detection in small biopsies is a challenge, and distinct methodologies are used, such as RNA-based next-generation sequencing (NGS), immunohistochemistry, and RNA-based nCounter. This study aimed to evaluate the frequency and concordance of positive samples for NTRK fusions using a custom nCounter assay in a real-world scenario of a single institution in Brazil. Out of 147 NSCLC patients, 12 (8.2%) cases depicted pan-NTRK positivity by IHC. Due to the absence of biological material, RNA-based NGS and/or nCounter could be performed in six of the 12 IHC-positive cases (50%). We found one case exhibiting an NTRK1 fusion and another an NTRK3 gene fusion by both RNA-based NGS and nCounter techniques. Both NTRK fusions were detected in patients diagnosed with lung adenocarcinoma, with no history of tobacco consumption. Moreover, no concomitant EGFR, KRAS, and ALK gene alterations were detected in NTRK-positive patients. The concordance rate between IHC and RNA-based NGS was 33.4%, and between immunohistochemistry and nCounter was 40%. Our findings indicate that NTRK fusions in Brazilian NSCLC patients are relatively rare (1.3%), and RNA-based nCounter methodology is a suitable approach for NRTK fusion identification in small biopsies.
Collapse
Affiliation(s)
- Rodrigo de Oliveira Cavagna
- Molecular Oncology Research Center, Barretos Cancer Hospital, 1331, Antenor Duarte Villela, Barretos, São Paulo, 14784-400, Brazil
| | - Edilene Santos de Andrade
- Molecular Oncology Research Center, Barretos Cancer Hospital, 1331, Antenor Duarte Villela, Barretos, São Paulo, 14784-400, Brazil
- Molecular Diagnostic Laboratory, Barretos Cancer Hospital, Barretos, Brazil
| | | | | | | | - Murilo Bonatelli
- Molecular Diagnostic Laboratory, Barretos Cancer Hospital, Barretos, Brazil
| | - Gustavo Ramos Teixeira
- Department of Pathology, Barretos Cancer Hospital, Barretos, Brazil
- Barretos School of Health Sciences Dr. Paulo Prata-FACISB, Barretos, Brazil
| | - Beatriz Garbe Zaniolo
- Molecular Oncology Research Center, Barretos Cancer Hospital, 1331, Antenor Duarte Villela, Barretos, São Paulo, 14784-400, Brazil
- Barretos School of Health Sciences Dr. Paulo Prata-FACISB, Barretos, Brazil
| | | | | | | | - Marina Xavier Reis
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | - Erika Lopes Maia
- Department of Medical Oncology, Barretos Cancer Hospital, Barretos, Brazil
| | | | | | | | - Miguel A Molina-Vila
- Laboratory of Oncology/Pangaea Oncology, Dexeus University Hospital, Barcelona, Spain
| | - Letícia Ferro Leal
- Molecular Oncology Research Center, Barretos Cancer Hospital, 1331, Antenor Duarte Villela, Barretos, São Paulo, 14784-400, Brazil
- Barretos School of Health Sciences Dr. Paulo Prata-FACISB, Barretos, Brazil
| | - Rui Manuel Reis
- Molecular Oncology Research Center, Barretos Cancer Hospital, 1331, Antenor Duarte Villela, Barretos, São Paulo, 14784-400, Brazil.
- Molecular Diagnostic Laboratory, Barretos Cancer Hospital, Barretos, Brazil.
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal.
- ICVS/3B's-PT Government Associate Laboratory, Braga/Guimarães, Portugal.
| |
Collapse
|
6
|
Vergés C, Giménez-Capitán A, Ribas V, Salgado-Borges J, March de Ribot F, Mayo-de-Las-Casas C, Armiger-Borras N, Pedraz C, Molina-Vila MÁ. Gene expression signatures in conjunctival fornix aspirates of patients with dry eye disease associated with Meibomian gland dysfunction. A proof-of-concept study. Ocul Surf 2023; 30:42-50. [PMID: 37524297 DOI: 10.1016/j.jtos.2023.07.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 07/26/2023] [Accepted: 07/28/2023] [Indexed: 08/02/2023]
Abstract
BACKGROUND Meibomian gland dysfunction (MGD) is one of the most common conditions in ophthalmic practice and the most frequent cause of evaporative dry eye disease (DED). However, the immune mechanisms leading to this pathology are not fully understood and the diagnostic tests available are limited. Here, we used the nCounter technology to analyze immune gene expression in DED-MGD that can be used for developing diagnostic signatures for DED. METHODS Conjunctival cell samples were obtained by aspiration from patients with DED-MGD (n = 27) and asymptomatic controls (n = 22). RNA was purified, converted to cDNA, preamplified and analyzed using the Gene Expression Human Immune V2 panel (NanoString), which includes 579 target and 15 housekeeping genes. A machine learning (ML) algorithm was applied to design a signature associated with DED-MGD. RESULTS Forty-five immune genes were found upregulated in DED-MGD vs. controls, involved in eight signaling pathways, IFN I/II, MHC class I/II, immunometabolism, B cell receptor, T Cell receptor, and T helper-17 (Th-17) differentiation. Additionally, statistically significant correlations were found between 31 genes and clinical characteristics of the disease such as lid margin or tear osmolarity (Pearson's r < 0.05). ML analysis using a recursive feature elimination (RFE) algorithm selected a 4-gene mRNA signature that discriminated DED-MGD from control samples with an area under the ROC curve (AUC ROC) of 0.86 and an accuracy of 77.5%. CONCLUSIONS Multiplexed mRNA analysis of conjunctival cells can be used to analyze immune gene expression patterns in patients with DED-MGD and to generate diagnostic signatures.
Collapse
Affiliation(s)
- Carlos Vergés
- Department of Ophthalmology, Hospital Universitari Dexeus, Area Oftalmológica Avanzada, Universitat Politécnica de Catalunya, Barcelona, Spain.
| | - Ana Giménez-Capitán
- Pangaea Oncology, Laboratory of Oncology, Dexeus University Hospital, Barcelona, Spain
| | - Verónica Ribas
- Department of Ophthalmology, Hospital Universitari Dexeus, Area Oftalmológica Avanzada, Universitat Politécnica de Catalunya, Barcelona, Spain
| | - José Salgado-Borges
- Department of Ophthalmology, Hospital Universitari Dexeus, Area Oftalmológica Avanzada, Universitat Politécnica de Catalunya, Barcelona, Spain
| | - Francesc March de Ribot
- Department of Ophthalmology, Hospital Universitari Dexeus, Area Oftalmológica Avanzada, Universitat Politécnica de Catalunya, Barcelona, Spain
| | | | - Noelia Armiger-Borras
- Pangaea Oncology, Laboratory of Oncology, Dexeus University Hospital, Barcelona, Spain
| | - Carlos Pedraz
- Pangaea Oncology, Laboratory of Oncology, Dexeus University Hospital, Barcelona, Spain
| | | |
Collapse
|
7
|
Giménez‐Capitán A, Sánchez‐Herrero E, Robado de Lope L, Aguilar‐Hernández A, Sullivan I, Calvo V, Moya‐Horno I, Viteri S, Cabrera C, Aguado C, Armiger N, Valarezo J, Mayo‐de‐las‐Casas C, Reguart N, Rosell R, Provencio M, Romero A, Molina‐Vila MA. Detecting ALK, ROS1, and RET fusions and the METΔex14 splicing variant in liquid biopsies of non-small-cell lung cancer patients using RNA-based techniques. Mol Oncol 2023; 17:1884-1897. [PMID: 37243883 PMCID: PMC10483610 DOI: 10.1002/1878-0261.13468] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 04/28/2023] [Accepted: 05/26/2023] [Indexed: 05/29/2023] Open
Abstract
ALK, ROS1, and RET fusions and MET∆ex14 variant associate with response to targeted therapies in non-small-cell lung cancer (NSCLC). Technologies for fusion testing in tissue must be adapted to liquid biopsies, which are often the only material available. In this study, circulating-free RNA (cfRNA) and extracellular vesicle RNA (EV-RNA) were purified from liquid biopsies. Fusion and MET∆ex14 transcripts were analyzed by nCounter (Nanostring) and digital PCR (dPCR) using the QuantStudio® System (Applied Biosystems). We found that nCounter detected ALK, ROS1, RET, or MET∆ex14 aberrant transcripts in 28/40 cfRNA samples from positive patients and 0/16 of control individuals (70% sensitivity). Regarding dPCR, aberrant transcripts were detected in the cfRNA of 25/40 positive patients. Concordance between the two techniques was 58%. Inferior results were obtained when analyzing EV-RNA, where nCounter often failed due to a low amount of input RNA. Finally, results of dPCR testing in serial liquid biopsies of five patients correlated with response to targeted therapy. We conclude that nCounter can be used for multiplex detection of fusion and MET∆ex14 transcripts in liquid biopsies, showing a performance comparable with next-generation sequencing platforms. dPCR could be employed for disease follow-up in patients with a known alteration. cfRNA should be preferred over EV-RNA for these analyses.
Collapse
Affiliation(s)
- Ana Giménez‐Capitán
- Pangaea Oncology, Laboratory of OncologyDexeus University HospitalBarcelonaSpain
| | - Estela Sánchez‐Herrero
- Atrys HealthBarcelonaSpain
- Liquid Biopsy LaboratoryBiomedical Sciences Research Institute Puerta de Hierro‐MajadahondaMadridSpain
| | - Lucía Robado de Lope
- Liquid Biopsy LaboratoryBiomedical Sciences Research Institute Puerta de Hierro‐MajadahondaMadridSpain
| | | | - Ivana Sullivan
- Dr Rosell Oncology InstituteQuirón Dexeus University HospitalBarcelonaSpain
- Hospital de la Santa Creu i Sant PauBarcelonaSpain
| | - Virginia Calvo
- Medical Oncology DepartmentHospital Universitario Puerta de Hierro‐MajadahondaSpain
| | - Irene Moya‐Horno
- Hospital Universitario General de Cataluña Grupo QuirónSant Cugat del VallésSpain
| | | | | | - Cristina Aguado
- Pangaea Oncology, Laboratory of OncologyDexeus University HospitalBarcelonaSpain
| | - Noelia Armiger
- Pangaea Oncology, Laboratory of OncologyDexeus University HospitalBarcelonaSpain
| | - Joselyn Valarezo
- Pangaea Oncology, Laboratory of OncologyDexeus University HospitalBarcelonaSpain
| | | | | | - Rafael Rosell
- Dr Rosell Oncology InstituteQuirón Dexeus University HospitalBarcelonaSpain
- Hospital Germans Trias i PujolHealth Sciences Institute and Hospital (IGTP)BarcelonaSpain
| | - Mariano Provencio
- Medical Oncology DepartmentHospital Universitario Puerta de Hierro‐MajadahondaSpain
| | - Atocha Romero
- Liquid Biopsy LaboratoryBiomedical Sciences Research Institute Puerta de Hierro‐MajadahondaMadridSpain
- Medical Oncology DepartmentHospital Universitario Puerta de Hierro‐MajadahondaSpain
| | | |
Collapse
|
8
|
Reischmann N, Schmelas C, Molina-Vila MÁ, Jordana-Ariza N, Kuntze D, García-Roman S, Simard MA, Musch D, Esdar C, Albers J, Karachaliou N. Overcoming MET-mediated resistance in oncogene-driven NSCLC. iScience 2023; 26:107006. [PMID: 37534190 PMCID: PMC10391663 DOI: 10.1016/j.isci.2023.107006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 04/20/2023] [Accepted: 05/26/2023] [Indexed: 08/04/2023] Open
Abstract
This study evaluates the efficacy of combining targeted therapies with MET or SHP2 inhibitors to overcome MET-mediated resistance in different NSCLC subtypes. A prevalence study was conducted for MET amplification and overexpression in samples from patients with NSCLC who relapsed on ALK, ROS1, or RET tyrosine kinase inhibitors. MET-mediated resistance was detected in 37.5% of tissue biopsies, which allow the detection of MET overexpression, compared to 7.4% of liquid biopsies. The development of drug resistance by MET overexpression was confirmed in EGFRex19del-, KRASG12C-, HER2ex20ins-, and TPM3-NTRK1-mutant cell lines. The combination of targeted therapy with MET or SHP2 inhibitors was found to overcome MET-mediated resistance in both in vitro and in vivo assays. This study highlights the importance of considering MET overexpression as a resistance driver to NSCLC targeted therapies to better identify patients who could potentially benefit from combination approaches with MET or SHP2 inhibitors.
Collapse
Affiliation(s)
| | | | | | | | - Daniel Kuntze
- The Healthcare Business of Merck KGaA, Darmstadt, Germany
| | | | | | - Doreen Musch
- The Healthcare Business of Merck KGaA, Darmstadt, Germany
| | | | - Joachim Albers
- The Healthcare Business of Merck KGaA, Darmstadt, Germany
| | | |
Collapse
|
9
|
Bertran-Alamillo J, Giménez-Capitán A, Román R, Talbot S, Whiteley R, Floc'h N, Martínez-Pérez E, Martin MJ, Smith PD, Sullivan I, Terp MG, Saeh J, Marino-Buslje C, Fabbri G, Guo G, Xu M, Tornador C, Aguilar-Hernández A, Reguart N, Ditzel HJ, Martínez-Bueno A, Nabau-Moretó N, Gascó A, Rosell R, Pease JE, Polanska UM, Travers J, Urosevic J, Molina-Vila MA. BID expression determines the apoptotic fate of cancer cells after abrogation of the spindle assembly checkpoint by AURKB or TTK inhibitors. Mol Cancer 2023; 22:110. [PMID: 37443114 PMCID: PMC10339641 DOI: 10.1186/s12943-023-01815-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND Drugs targeting the spindle assembly checkpoint (SAC), such as inhibitors of Aurora kinase B (AURKB) and dual specific protein kinase TTK, are in different stages of clinical development. However, cell response to SAC abrogation is poorly understood and there are no markers for patient selection. METHODS A panel of 53 tumor cell lines of different origins was used. The effects of drugs were analyzed by MTT and flow cytometry. Copy number status was determined by FISH and Q-PCR; mRNA expression by nCounter and RT-Q-PCR and protein expression by Western blotting. CRISPR-Cas9 technology was used for gene knock-out (KO) and a doxycycline-inducible pTRIPZ vector for ectopic expression. Finally, in vivo experiments were performed by implanting cultured cells or fragments of tumors into immunodeficient mice. RESULTS Tumor cells and patient-derived xenografts (PDXs) sensitive to AURKB and TTK inhibitors consistently showed high expression levels of BH3-interacting domain death agonist (BID), while cell lines and PDXs with low BID were uniformly resistant. Gene silencing rendered BID-overexpressing cells insensitive to SAC abrogation while ectopic BID expression in BID-low cells significantly increased sensitivity. SAC abrogation induced activation of CASP-2, leading to cleavage of CASP-3 and extensive cell death only in presence of high levels of BID. Finally, a prevalence study revealed high BID mRNA in 6% of human solid tumors. CONCLUSIONS The fate of tumor cells after SAC abrogation is driven by an AURKB/ CASP-2 signaling mechanism, regulated by BID levels. Our results pave the way to clinically explore SAC-targeting drugs in tumors with high BID expression.
Collapse
Affiliation(s)
- Jordi Bertran-Alamillo
- Laboratory of Oncology, Pangaea Oncology, Quiron Dexeus University Hospital, C/ Sabino Arana 5-19, 08913, Barcelona, Spain
| | - Ana Giménez-Capitán
- Laboratory of Oncology, Pangaea Oncology, Quiron Dexeus University Hospital, C/ Sabino Arana 5-19, 08913, Barcelona, Spain
| | - Ruth Román
- Laboratory of Oncology, Pangaea Oncology, Quiron Dexeus University Hospital, C/ Sabino Arana 5-19, 08913, Barcelona, Spain
| | - Sara Talbot
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Rebecca Whiteley
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Nicolas Floc'h
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | | | - Matthew J Martin
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Paul D Smith
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Ivana Sullivan
- Servicio de Oncología Médica, Hospital de la Santa Creu i Sant Pau, Barcelona, 08025, Spain
- Instituto Oncológico Dr. Rosell, Hospital Universitario Dexeus, Barcelona, 08028, Spain
| | - Mikkel G Terp
- Department of Cancer and Inflammation Research, Institute of Molecular Medicine, University of Southern Denmark, Odense C, 5000, Denmark
| | - Jamal Saeh
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Waltham, MA, 02451, USA
| | | | - Giulia Fabbri
- Translational Medicine, Research and Early Development, Oncology R&D, AstraZeneca, Waltham, MA, 02451, USA
| | - Grace Guo
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Waltham, MA, 02451, USA
| | - Man Xu
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Waltham, MA, 02451, USA
| | | | | | - Noemí Reguart
- Thoracic Oncology Unit, Department of Medical Oncology, Hospital Clínic, Barcelona, 08036, Spain
| | - Henrik J Ditzel
- Department of Cancer and Inflammation Research, Institute of Molecular Medicine, University of Southern Denmark, Odense C, 5000, Denmark
- Department of Oncology, Odense University Hospital, Odense, 5000, Denmark
| | | | | | - Amaya Gascó
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Gaithersburg, MD, 20878, USA
| | - Rafael Rosell
- Instituto Oncológico Dr. Rosell, Hospital Universitario Dexeus, Barcelona, 08028, Spain
- Germans Trias i Pujol Research Institute (IGTP), Badalona, 08916, Spain
| | - J Elizabeth Pease
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Urszula M Polanska
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Jon Travers
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK
| | - Jelena Urosevic
- Bioscience, Research and Early Development, Oncology R&D, AstraZeneca, Cambridge, CB21 6GH, UK.
| | - Miguel A Molina-Vila
- Laboratory of Oncology, Pangaea Oncology, Quiron Dexeus University Hospital, C/ Sabino Arana 5-19, 08913, Barcelona, Spain.
| |
Collapse
|
10
|
Fluorescence In Situ Hybridization (FISH) for the Characterization and Monitoring of Primary Cultures from Human Tumors. JOURNAL OF MOLECULAR PATHOLOGY 2023. [DOI: 10.3390/jmp4010007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/16/2023] Open
Abstract
Genetic and drug sensitivity assays on primary cultures are not only of basic but also of translational interest and could eventually aid oncologists in the selection of treatments. However, cancer cells need to be identified and differentiated from the non-tumor cells always present in primary cultures. Also, successive passages can change the proportions of these two subpopulations. In this study, we propose fluorescence in situ hybridization (FISH) analysis on cell smears to determine the presence of tumor cells in primary cultures obtained from patients carrying translocations or copy number gains. FISH proved to be an easy, fast, economic, and reliable method of characterizing cell populations, which could be used repeatedly at different passages to monitor variations and to confirm the maintenance of translocations and copy number gains throughout the culture process.
Collapse
|
11
|
Sun R, Wang Z, Zhao J, Ren P, Ma J, Guo Y. Optimized Detection of Unknown MET Exon 14 Skipping Mutations in Routine Testing for Patients With Non-Small-Cell Lung Cancer. JCO Precis Oncol 2023; 7:e2200482. [PMID: 36848606 DOI: 10.1200/po.22.00482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/01/2023] Open
Abstract
PURPOSE MET exon 14 (METex14) skipping is an actionable biomarker in non-small-cell lung cancer. However, MET variants are highly complex and diverse, and not all variants lead to exon 14 skipping. Assessing the skipping effect of unknown variants is still a key issue in molecular diagnosis. MATERIALS AND METHODS We retrospectively collected MET variants around exon 14 from 4,233 patients with non-small-cell lung cancer who underwent next-generation sequencing testing using DNA, as well as two published data sets. RESULTS Among the 4,233 patients, 44 unique variants including 29 novel variants (65.9%) were discovered from 53 patients. Notably, 31 samples (58.5%) failed RNA verification. Using RNA verification, nine novel skipping variants and five nonskipping variants were confirmed. We further used SpliceAI with the delta score cutoff of 0.315 to aid the classification of novel variants (sensitivity = 98.88% and specificity = 100%). When applied to the reported variants, we also found three wrongly classified nonskipping variants. Finally, an optimized knowledge-based interpretation procedure for clinical routine was built according to the mutation type and location, and five more skipping mutations from the 13 unknown variants were determined, which improved the population determination rate to 0.92%. CONCLUSION This study discovered more METex14 skipping variants and optimized an innovative approach that could be adapted for the interpretation of infrequent or novel METex14 variants timely without experimental validation.
Collapse
Affiliation(s)
- Rui Sun
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China.,Henan Key Laboratory of Molecular Pathology, Zhengzhou, Henan Province, China
| | - Zhizhong Wang
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China.,Henan Key Laboratory of Molecular Pathology, Zhengzhou, Henan Province, China
| | - Jiuzhou Zhao
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China.,Henan Key Laboratory of Molecular Pathology, Zhengzhou, Henan Province, China
| | - Pengfei Ren
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
| | - Jie Ma
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
| | - Yongjun Guo
- Department of Molecular Pathology, the Affiliated Cancer Hospital of Zhengzhou University, Zhengzhou, Henan Province, China.,Henan Key Laboratory of Molecular Pathology, Zhengzhou, Henan Province, China
| |
Collapse
|
12
|
Remon J, Hendriks LE, Mountzios G, García-Campelo R, Saw SP, Uprety D, Recondo G, Villacampa G, Reck M. MET alterations in NSCLC—Current Perspectives and Future Challenges. J Thorac Oncol 2022; 18:419-435. [PMID: 36441095 DOI: 10.1016/j.jtho.2022.10.015] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/17/2022] [Accepted: 10/19/2022] [Indexed: 11/24/2022]
Abstract
Targeted therapies have revolutionized the treatment and improved the outcome for oncogene-driven NSCLC and an increasing number of oncogenic driver therapies have become available. For MET-dysregulated NSCLC (especially MET exon 14 skipping mutations and MET-amplifications, which is one of the most common bypass mechanisms of resistance in oncogene-addicted NSCLC), several anti-MET-targeted therapies have been approved recently (MET exon 14 skipping mutation) and multiple others are in development. In this narrative review, we summarize the role of MET as an oncogenic driver in NSCLC, discuss the different testing methods for exon 14 skipping mutations, gene amplification, and protein overexpression, and review the existing data and ongoing clinical trials regarding targeted therapies in MET-altered NSCLC. As immunotherapy with or without chemotherapy has become the standard of care for advanced NSCLC, immunotherapy data for MET-dysregulated NSCLC are put into perspective. Finally, we discuss future challenges in this rapidly evolving landscape.
Collapse
|
13
|
López-Castro R, García-Peña T, Mielgo-Rubio X, Riudavets M, Teixidó C, Vilariño N, Couñago F, Mezquita L. Targeting molecular alterations in non-small-cell lung cancer: what's next? Per Med 2022; 19:341-359. [PMID: 35748237 DOI: 10.2217/pme-2021-0059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In recent years, major advances have been achieved in our understanding of non-small-cell lung cancer (NSCLC) with oncogenic driver alterations and in the specific treatment of these with tyrosine kinase inhibitors. Currently, state-of-the-art management of patients with NSCLC (particularly adenocarcinoma or non-adenocarcinoma but with mild tobacco exposure) consists of the determination of EGFR, ALK, ROS1 and BRAF status, as they have US FDA and EMA approved targeted therapies. The increase in molecular knowledge of NSCLC and the development of drugs against other targets has settled new therapeutic indications. In this review we have incorporated the development around MET, KRAS and NTRK in the diagnosis of NSCLC given the therapeutic potential that they represent, as well as the drugs approved for these indications.
Collapse
Affiliation(s)
- Rafael López-Castro
- Medical Oncology Department, Hospital Clínico Universitario de Valladolid, Valladolid, 47003, Spain
| | - Tania García-Peña
- Medical Oncology Department, Hospital Clínico Universitario de Valladolid, Valladolid, 47003, Spain
| | - Xabier Mielgo-Rubio
- Medical Oncology Department, Hospital Universitario Fundación Alcorcón, Alcorcón, Madrid, 28922, Spain
| | - Mariona Riudavets
- Medical Oncology Department, Gustave Roussy Cancer Campus, Villejuif, 94805, France
| | - Cristina Teixidó
- Thoracic Tumors Unit, Pathology Department, Hospital Clinic of Barcelona, Barcelona, 08036, Spain
| | - Noelia Vilariño
- Medical Oncology Department, Catalan Institute of Oncology, Hospital Duran i Reynals, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
| | - Felipe Couñago
- Department of Radiation Oncology, Hospital Universitario Quirónsalud Madrid, Pozuelo de Alarcón, Madrid, 28223, Spain.,Department of Radiation Oncology, Hospital La Luz, Madrid, 28003, Spain.,Medicine Department, School of Biomedical Sciences, Universidad Europea, Villaviciosa de Odón, Madrid, 28670, Spain
| | - Laura Mezquita
- Thoracic Tumors Unit, Medical Oncology Department, Hospital Clinic of Barcelona, Barcelona, 08036, Spain
| |
Collapse
|
14
|
Single nCounter assay for prediction of MYCN amplification and molecular classification of medulloblastomas: a multicentric study. J Neurooncol 2022; 157:27-35. [PMID: 35166989 DOI: 10.1007/s11060-022-03965-1] [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: 12/13/2021] [Accepted: 02/04/2022] [Indexed: 10/19/2022]
Abstract
PURPOSE Medulloblastoma is the most frequent pediatric malignant brain tumor, and is divided into four main subgroups: WNT, SHH, group 3, and group 4. MYCN amplification is an important medulloblastoma prognostic biomarker. We aimed to molecular classify and predict MYCN amplification in a single assay. METHODS It was included 209 medulloblastomas from 205 patients (Brazil, Argentina, and Portugal), divided into training (n = 50) and validation (n = 159) sets. A nCounter assay was carried out using a custom panel for molecular classification, with additional genes, including MYCN. nSolver 4.0 software and the R environment were used for profiling and MYCN mRNA analysis. MYCN amplification by FISH was performed in 64 cases. RESULTS The 205 medulloblastomas were classified in SHH (44.9%), WNT (15.6%), group 3 (18.1%) and group 4 (21.4%). In the training set, MYCN amplification was detected in three SHH medulloblastomas by FISH, which showed significantly higher MYCN mRNA counts than non-FISH amplified cases, and a cutoff for MYCN amplification was established ([Formula: see text] + 4σ = 11,124.3). Applying this threshold value in the validation set, we identified MYCN mRNA counts above the cutoff in three cases, which were FISH validated. CONCLUSION We successfully stratified medulloblastoma molecular subgroups and predicted MYCN amplification using a single nCounter assay without the requirement of additional biological tissue, costs, or bench time.
Collapse
|
15
|
Desmeules P, Boudreau DK, Bastien N, Boulanger MC, Bossé Y, Joubert P, Couture C. Performance of an RNA-based Next-Generation Sequencing Assay for Combined Detection of Clinically Actionable Fusions and Hotspot Mutations in Non-Small Cell Lung Cancer. JTO Clin Res Rep 2022; 3:100276. [PMID: 35252895 PMCID: PMC8888203 DOI: 10.1016/j.jtocrr.2022.100276] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 12/23/2021] [Accepted: 01/04/2022] [Indexed: 12/02/2022] Open
Abstract
Introduction With its expanding list of approved and emerging therapeutic indications, NSCLC is the exemplar tumor type requiring upfront assessment of several biomarkers to guide clinical management. Next-generation sequencing allows identification of different types of molecular alterations, each with specific analytical challenges. Library preparation using parallel DNA and RNA workflows can overcome most of them, but it increases complexity of laboratory operations, turnaround time, and costs. We describe the performance characteristics of a 15-gene RNA panel on the basis of anchored multiplex polymerase chain reaction for combined detection of clinically relevant oncogenic fusion transcripts and hotspot small variants. Methods Formalin-fixed, paraffin-embedded NSCLC clinical samples (N = 58) were used along cell lines and commercial controls to validate the assay’s analytical performance, followed by an exploratory prospective cohort (N = 87). Results The raw assay sensitivity for hotspot mutations and fusions was 83% and 93%, respectively, reaching 100% after filtering for key assay metrics. Those include quantity and quality of input of nucleic acid and sequencing metric from primers on housekeeping genes included in the assay. In the prospective cohort, driver alterations were identified in most cases (≥58%). Conclusions This ultrafocused RNA–next-generation sequencing assay offers an advantageous option with single unified workflow for simultaneous detection of clinically relevant hotspot mutations and fusions in NSCLC, focusing on actionable gene targets.
Collapse
Affiliation(s)
- Patrice Desmeules
- Service of Anatomic Pathology and Cytology, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
- Corresponding author. Address for correspondence: Patrice Desmeules, MD, MSc, Service of Anatomic Pathology and Cytology, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Quebec City, QC G1V 4G5, Canada.
| | - Dominique K. Boudreau
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| | - Nathalie Bastien
- Service of Anatomic Pathology and Cytology, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| | - Marie-Chloé Boulanger
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| | - Yohan Bossé
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| | - Philippe Joubert
- Service of Anatomic Pathology and Cytology, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| | - Christian Couture
- Service of Anatomic Pathology and Cytology, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
- Research Center, Institut Universitaire de Cardiologie et de Pneumologie de Québec—Université Laval, Québec City, Québec, Canada
| |
Collapse
|
16
|
Lee M, Jain P, Wang F, Ma PC, Borczuk A, Halmos B. MET alterations and their impact on the future of non-small cell lung cancer (NSCLC) targeted therapies. Expert Opin Ther Targets 2021; 25:249-268. [PMID: 33945380 DOI: 10.1080/14728222.2021.1925648] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Introduction: The MET gene and its pathway normally plays a crucial role in cell homeostasis, motility, and apoptosis. However, when the MET gene is altered, there is an imbalance toward cell proliferation and invasion commonly seen in numerous different types of cancers. The heterogeneous group of MET alterations that includes MET amplification, MET exon 14 skipping mutation, and MET fusions has been difficult to diagnose and treat. Currently, treatments are focused on tyrosine kinase inhibitors but now there is emerging data on novel MET-targeted therapies including monoclonal antibodies and antibody-drug conjugates that have emerged.Areas covered: We introduce new emerging data on MET alterations in non-small cell lung cancer (NSCLC) that has contributed to advances in MET targeted therapeutics. We offer our perspective and examine new information on the mechanisms of the MET alterations in this review.Expert opinion: Given the trends currently involving the targeting of MET altered malignancies, there will most likely be a continued rapid expansion of testing, novel tyrosine kinase inhibitors and potent antibody approaches. Combination treatments will be necessary to optimize management of advanced and early disease.
Collapse
Affiliation(s)
- Matthew Lee
- Department of Oncology, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Prantesh Jain
- Division of Medical Oncology, Department of Medicine, University Hospitals Cleveland Medical Center, Case Comprehensive Cancer Center, Cleveland, OH, USA
| | - Feng Wang
- Department of Oncology, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Patrick C Ma
- Penn State CancerInstitute, PennState College of Medicine, Penn State Health Milton S Hershey Medical Center, Hershey, PA, USA
| | - Alain Borczuk
- Department of Pathology, NewYork-Presbyterian Hospital/Weill Cornell Medical Center, New York, NY, USA
| | - Balazs Halmos
- Department of Oncology, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| |
Collapse
|
17
|
RNA-Based Multiplexing Assay for Routine Testing of Fusion and Splicing Variants in Cytological Samples of NSCLC Patients. Diagnostics (Basel) 2020; 11:diagnostics11010015. [PMID: 33374879 PMCID: PMC7824402 DOI: 10.3390/diagnostics11010015] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 12/09/2020] [Accepted: 12/18/2020] [Indexed: 12/17/2022] Open
Abstract
The detection of ALK receptor tyrosine kinase (ALK), ROS proto-oncogen1, receptor tyrosine kinase (ROS1), ret proto-oncogen (RET), and MET proto-oncogen exon 14 skipping (METΔex14) allows for the selection of specific kinase inhibitor treatment in patients with non-small cell lung cancer (NSCLC). Multiplex technologies are recommended in this setting. We used nCounter, a multiplexed technology based on RNA hybridization, to detect ALK, ROS1, RET, and METΔex14 in RNA purified from cytological specimens (n = 16) and biopsies (n = 132). Twelve of the 16 cytological samples (75.0%) were evaluable by nCounter compared to 120 out of 132 (90.9%) biopsies. The geometrical mean (geomean) of the housekeeping genes of the nCounter panel, but not the total amount of RNA purified, was significantly higher in biopsies vs. cytological samples. Among cytological samples, we detected ALK (n = 3), METΔex14 (n = 1) and very high MET expression (n = 1) positive cases. The patient with METΔex14 had a partial response to tepotinib, one of the patients with ALK fusions was treated with crizotinib with a complete response. Cell blocks and cytological extensions can be successfully used for the detection of fusions and splicing variants using RNA-based methods such as nCounter.
Collapse
|