1
|
Imyanitov EN, Preobrazhenskaya EV, Orlov SV. Current status of molecular diagnostics for lung cancer. EXPLORATION OF TARGETED ANTI-TUMOR THERAPY 2024; 5:742-765. [PMID: 38966170 PMCID: PMC11220319 DOI: 10.37349/etat.2024.00244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 04/08/2024] [Indexed: 07/06/2024] Open
Abstract
The management of lung cancer (LC) requires the analysis of a diverse spectrum of molecular targets, including kinase activating mutations in EGFR, ERBB2 (HER2), BRAF and MET oncogenes, KRAS G12C substitutions, and ALK, ROS1, RET and NTRK1-3 gene fusions. Administration of immune checkpoint inhibitors (ICIs) is based on the immunohistochemical (IHC) analysis of PD-L1 expression and determination of tumor mutation burden (TMB). Clinical characteristics of the patients, particularly age, gender and smoking history, significantly influence the probability of finding the above targets: for example, LC in young patients is characterized by high frequency of kinase gene rearrangements, while heavy smokers often have KRAS G12C mutations and/or high TMB. Proper selection of first-line therapy influences overall treatment outcomes, therefore, the majority of these tests need to be completed within no more than 10 working days. Activating events in MAPK signaling pathway are mutually exclusive, hence, fast single-gene testing remains an option for some laboratories. RNA next-generation sequencing (NGS) is capable of detecting the entire repertoire of druggable gene alterations, therefore it is gradually becoming a dominating technology in LC molecular diagnosis.
Collapse
Affiliation(s)
- Evgeny N. Imyanitov
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, 197758 St.-Petersburg, Russia
- Department of Clinical Genetics, St.-Petersburg State Pediatric Medical University, 194100 St.-Petersburg, Russia
- I.V. Kurchatov Complex for Medical Primatology, National Research Centre “Kurchatov Institute”, 354376 Sochi, Russia
| | - Elena V. Preobrazhenskaya
- Department of Tumor Growth Biology, N.N. Petrov Institute of Oncology, 197758 St.-Petersburg, Russia
- Department of Clinical Genetics, St.-Petersburg State Pediatric Medical University, 194100 St.-Petersburg, Russia
| | - Sergey V. Orlov
- I.V. Kurchatov Complex for Medical Primatology, National Research Centre “Kurchatov Institute”, 354376 Sochi, Russia
- Department of Oncology, I.P. Pavlov St.-Petersburg State Medical University, 197022 St.-Petersburg, Russia
| |
Collapse
|
2
|
Liu S, Graves N, Tan AC. The cost-effectiveness of including liquid biopsy into molecular profiling strategies for newly diagnosed advanced non-squamous non-small cell lung cancer in an Asian population. Lung Cancer 2024; 191:107794. [PMID: 38636314 DOI: 10.1016/j.lungcan.2024.107794] [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: 09/29/2023] [Revised: 03/23/2024] [Accepted: 04/14/2024] [Indexed: 04/20/2024]
Abstract
OBJECTIVES Liquid biopsy is complementary to tissue biopsy for lung cancer profiling, yet evidence of the cost-effectiveness is limited. This could retard implementation and reimbursement in clinical practice. The aim of this study is to estimate the cost-effectiveness of profiling strategies that include liquid biopsy and to identify the optimal profiling approach for newly diagnosed advanced non-squamous non-small cell lung cancer (NSCLC) in an Asian population using Singapore as an example. MATERIALS AND METHODS A decision tree and partitioned-survival model was developed from the Singapore healthcare system's perspective to evaluate the cost-effectiveness of five molecular profiling strategies: either tissue or plasma next-generation sequencing (NGS) alone, a concurrent, and two sequential approaches. Model inputs were informed by local data or published literature. Sensitivity analyses and scenario analyses were undertaken to understand the robustness of the conclusions for decision making. The optimal strategy at different willingness-to-pay (WTP) thresholds was presented by cost-effectiveness acceptability frontier and the expected loss curve. RESULTS The sequential tissue-plasma NGS approach revealed an additional 0.0981 quality adjusted life years (QALYs) for an extra cost of S$3,074 over a 20-year time horizon compared to tissue NGS alone, resulting in an incremental cost-effectiveness ratio (ICER) of S$31,318/QALY and an incremental net monetary benefit of S$1,343 per patient. The findings were sensitive to the costs of pembrolizumab and osimertinib and the probabilities of re-biopsy after tissue NGS. Sequential plasma-tissue NGS and plasma NGS alone were more costly and less effective than alternatives. CONCLUSION The sequential tissue-plasma NGS approach generated the highest net monetary benefit and was the optimal testing strategy when WTP was S$45,000/QALY. It retained superiority but understandably with a higher ICER when expensive, non-first line treatments were included. Overall, its routine clinical practice should be proactively considered for newly diagnosed advanced non-squamous NSCLC in an Asian population.
Collapse
Affiliation(s)
- Sibo Liu
- Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Nicholas Graves
- Health Services and Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore
| | - Aaron C Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, 168583, Singapore.
| |
Collapse
|
3
|
Hernandez S, Conde E, Molero A, Suarez-Gauthier A, Martinez R, Alonso M, Plaza C, Camacho C, Chantada D, Juaneda-Magdalena L, Garcia-Toro E, Saiz-Lopez P, Rojo F, Abad M, Boni V, Del Carmen S, Regojo RM, Sanchez-Frias ME, Teixido C, Paz-Ares L, Lopez-Rios F. Efficient Identification of Patients With NTRK Fusions Using a Supervised Tumor-Agnostic Approach. Arch Pathol Lab Med 2024; 148:318-326. [PMID: 37270803 DOI: 10.5858/arpa.2022-0443-oa] [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: 02/21/2023] [Indexed: 06/06/2023]
Abstract
CONTEXT.— The neurotrophic tropomyosin receptor kinase (NTRK) family gene rearrangements have been recently incorporated as predictive biomarkers in a "tumor-agnostic" manner. However, the identification of these patients is extremely challenging because the overall frequency of NTRK fusions is below 1%. Academic groups and professional organizations have released recommendations on the algorithms to detect NTRK fusions. The European Society for Medical Oncology proposal encourages the use of next-generation sequencing (NGS) if available, or alternatively immunohistochemistry (IHC) could be used for screening with NGS confirmation of all positive IHC results. Other academic groups have included histologic and genomic information in the testing algorithm. OBJECTIVE.— To apply some of these triaging strategies for a more efficient identification of NTRK fusions within a single institution, so pathologists can gain practical insight on how to start looking for NTRK fusions. DESIGN.— A multiparametric strategy combining histologic (secretory carcinomas of the breast and salivary gland; papillary thyroid carcinomas; infantile fibrosarcoma) and genomic (driver-negative non-small cell lung carcinomas, microsatellite instability-high colorectal adenocarcinomas, and wild-type gastrointestinal stromal tumors) triaging was put forward. RESULTS.— Samples from 323 tumors were stained with the VENTANA pan-TRK EPR17341 Assay as a screening method. All positive IHC cases were simultaneously studied by 2 NGS tests, Oncomine Comprehensive Assay v3 and FoundationOne CDx. With this approach, the detection rate of NTRK fusions was 20 times higher (5.57%) by only screening 323 patients than the largest cohort in the literature (0.30%) comprising several hundred thousand patients. CONCLUSIONS.— Based on our findings, we propose a multiparametric strategy (ie, "supervised tumor-agnostic approach") when pathologists start searching for NTRK fusions.
Collapse
Affiliation(s)
- Susana Hernandez
- From the Department of Pathology, 12 de Octubre University Hospital, Research Institute 12 de Octubre University Hospital (i+12), Madrid, Spain (Hernandez, Alonso)
| | - Esther Conde
- the Department of Pathology, 12 de Octubre University Hospital, Universidad Complutense de Madrid, Research Institute 12 de Octubre University Hospital (i+12), CIBERONC, Madrid, Spain (Conde, Lopez-Rios)
| | - Aida Molero
- the Department of Pathology, Segovia General Hospital, Segovia, Spain (Molero)
| | - Ana Suarez-Gauthier
- the Department of Pathology, Jimenez Diaz Foundation University Hospital, Madrid, Spain (Suarez-Gauthier)
| | - Rebeca Martinez
- the Department of Pathology, Health Diagnostic-Grupo Quiron Salud, Madrid, Spain (Martinez)
| | - Marta Alonso
- From the Department of Pathology, 12 de Octubre University Hospital, Research Institute 12 de Octubre University Hospital (i+12), Madrid, Spain (Hernandez, Alonso)
| | - Carlos Plaza
- the Department of Pathology, Clinico San Carlos University Hospital, Madrid, Spain (Plaza)
| | - Carmen Camacho
- the Department of Pathology, Insular Materno-Infantil University Hospital, Las Palmas de Gran Canaria, Spain (Camacho)
| | - Debora Chantada
- the Department of Pathology, Alvaro Cunqueiro Hospital, Vigo, Spain (Chantada, Juaneda-Magdalena)
| | - Laura Juaneda-Magdalena
- the Department of Pathology, Alvaro Cunqueiro Hospital, Vigo, Spain (Chantada, Juaneda-Magdalena)
| | - Enrique Garcia-Toro
- the Department of Pathology, Burgos University Hospital, Burgos, Spain (Garcia-Toro, Saiz-Lopez)
| | - Patricia Saiz-Lopez
- the Department of Pathology, Burgos University Hospital, Burgos, Spain (Garcia-Toro, Saiz-Lopez)
| | - Federico Rojo
- the Institute of Health Research-Jimenez Diaz Foundation, CIBERONC, Madrid, Spain (Rojo)
| | - Mar Abad
- the Department of Pathology, Salamanca University Hospital, Salamanca, Spain (Abad)
| | - Valentina Boni
- NEXT Oncology Madrid, Quiron Salud Madrid University Hospital, Madrid, Spain (Boni)
| | - Sofia Del Carmen
- the Department of Pathology, Marques de Valdecilla University Hospital, Santander, Spain (del Carmen)
| | - Rita Maria Regojo
- the Department of Pathology, La Paz University Hospital, Madrid, Spain (Regojo)
| | | | - Cristina Teixido
- the Department of Pathology, Thoracic Oncology Unit, Hospital Clínic of Barcelona, University of Barcelona, Barcelona, Spain (Teixido)
| | - Luis Paz-Ares
- the Department of Oncology, 12 de Octubre University Hospital, Department of Medicine, Universidad Complutense de Madrid, Research Institute 12 de Octubre University Hospital (i+12), CIBERONC, Madrid, Spain (Paz-Ares)
| | - Fernando Lopez-Rios
- the Department of Pathology, 12 de Octubre University Hospital, Universidad Complutense de Madrid, Research Institute 12 de Octubre University Hospital (i+12), CIBERONC, Madrid, Spain (Conde, Lopez-Rios)
| |
Collapse
|
4
|
Wang HY, Ho CC, Lin YT, Liao WY, Chen CY, Shih JY, Yu CJ. Comprehensive Genomic Analysis of Patients With Non-Small-Cell Lung Cancer Using Blood-Based Circulating Tumor DNA Assay: Findings From the BFAST Database of a Single Center in Taiwan. JCO Precis Oncol 2024; 8:e2300314. [PMID: 38190582 DOI: 10.1200/po.23.00314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 10/05/2023] [Accepted: 10/20/2023] [Indexed: 01/10/2024] Open
Abstract
PURPOSE The Blood First Assay Screening Trial (BFAST) is a prospective study using next-generation sequencing (NGS) of circulating tumor DNA (ctDNA) in treatment-naïve advanced/metastatic non-small-cell lung cancer (NSCLC). We compared liquid biopsy to tissue testing and analyzed genomic alterations in Taiwanese patients with NSCLC using the BFAST database. MATERIALS AND METHODS A total of 269 patients underwent FoundationOne Liquid Companion Diagnostic (F1LCDx) assay at the National Taiwan University Hospital, of whom 264 underwent tissue-based genetic testing also. We analyzed the actionable mutations and the concordance between tissue-based genetic testing, which was limited to EGFR, ALK, ROS1, and BRAF, in a real-life clinical setting and blood-based NGS in the clinical trial. Additionally, we analyzed the co-occurring genomic alterations from the blood-based ctDNA assay. RESULTS A total of 76.2% patients showed actionable mutations. Standard tissue testing did not detect known driver alterations in about 22.7% of the patients (sensitivity, 70.24%). Liquid NGS detected additional mutations (RET, KRAS, MET, and ErbB2) in 14% of the patients, which went undetected by the standard-of-care testing. The complementary use of ctDNA NGS increased the detection rate by 42%. The F1LCDx assay had a sensitivity of 83.41%. Lower tumor and metastasis stages predicted nondetected blood-based NGS ctDNA results. Common co-occurring mutations in the blood-based NGS ctDNA assay were TP53, DNMT3A, TET2, PIK3CA, CTNNB1, and RB1. Among the patients with EGFR-mutated NSCLC, TET2 co-occurring alterations correlated with shorter progression-free survival of EGFR tyrosine kinase inhibitor treatment. CONCLUSION NGS ctDNA analysis in comprehensive genetic testing improves actionable mutation identification, vital for treating Asian NSCLC cases with high actionable mutation rates. Lower stages correlated with undetected blood-based NGS ctDNA assay results.
Collapse
Affiliation(s)
- Hsin-Yi Wang
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, National Taiwan University Hospital Yunlin Branch, Douliu City, Yunlin County, Taiwan
- Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
| | - Chao-Chi Ho
- Department of Internal Medicine, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
| | - Yen-Ting Lin
- Graduate Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan
- Department of Medicine, National Taiwan University Cancer Centre, Da'an District, Taipei City, Taiwan
| | - Wei-Yu Liao
- Department of Internal Medicine, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
| | - Chung-Yu Chen
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, National Taiwan University Hospital Yunlin Branch, Douliu City, Yunlin County, Taiwan
| | - Jin-Yuan Shih
- Department of Internal Medicine, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
| | - Chong-Jen Yu
- Department of Internal Medicine, National Taiwan University Hospital, Zhongzheng District, Taipei City, Taiwan
- Department of Internal Medicine, National Taiwan University Hospital, Hsin-Chu Branch, North District, Hsinchu City, Taiwan
| |
Collapse
|
5
|
Kang H, Lv H, Tung TH, Ma D, Wang Z, Du J, Zhou K, Pan J, Zhang Y, Peng S, Yu Z, Shen B, Ye M. EGFR co-mutation is associated with the risk of recurrence in invasive lung adenocarcinoma with the micropapillary component. Asian J Surg 2024; 47:201-207. [PMID: 37574361 DOI: 10.1016/j.asjsur.2023.07.066] [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: 01/30/2023] [Revised: 06/06/2023] [Accepted: 07/09/2023] [Indexed: 08/15/2023] Open
Abstract
BACKGROUND Invasive lung adenocarcinoma (LUAD) patients with the micropapillary (MPP) component tend to have extremely poor prognosis. To optimize clinical outcomes, a better understanding of specific concurrent gene alterations and their impact on the prognosis of patients with the MPP component is necessary. METHOD A total of 621 Chinese patients with surgically resected invasive LUAD who underwent genetic testing for lung cancer were enrolled in this retrospective study. The genomic profiling of major lung cancer-related genes based on next-generation sequencing (NGS) was carried out on formalin-fixed paraffin-embedded tumor samples. RESULT Among 621 patients with invasive LUAD, 154 (24.8%, 154/621) had the MPP component. We found that PIK3CA (4.5% vs 1.3%), KRAS (9.1% vs 4.7%), and ROS1 (2.6% vs 0.4%) were more frequent in patients with the MPP component than those without the MPP component (P < 0.05). The co-mutation occurred in 66 patients (10.6%, 66/621), of which 19 patients with the MPP component. Most of them were EGFR co-mutations (89.5%, 17/19), including EGFR and PIK3CA, EGFR and ERBB2, and other types. Patients with the MPP component who harbored EGFR co-mutations showed significantly worse recurrence-free survival (RFS) than single EGFR mutation (median RFS 20.1 vs 30.5 months; hazard ratio [HR]: 8.008; 95% confidence interval [CI]: 1.322-48.508). CONCLUSIONS Patients with the MPP component harbored the co-mutation of driver genes had a higher risk of recurrence after surgery, especially in patients with EGFR co-mutation. EGFR co-mutation was a significant prognostic factor for RFS in patients with the MPP component.
Collapse
Affiliation(s)
- Haixin Kang
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Haiyan Lv
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Tao-Hsin Tung
- Evidence-based Medicine Center, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Dehua Ma
- Department of Thoracic Surgery, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, 317000, China
| | - Zheng Wang
- Department of Thoracic Surgery, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, 317000, China
| | - Juping Du
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Kai Zhou
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Juan Pan
- Department of Clinical Laboratory, Taizhou Hospital, Zhejiang University, Linhai, Zhejiang, 317000, China
| | - Yanjie Zhang
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Shuotao Peng
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China
| | - Zhaonan Yu
- Hangzhou D.A. Medical Laboratory, Hangzhou, Zhejiang, 310000, China
| | - Bo Shen
- Department of Clinical Laboratory, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, 317000, China.
| | - Minhua Ye
- Department of Thoracic Surgery, Taizhou Hospital of Zhejiang Province affiliated to Wenzhou Medical University, Linhai, Zhejiang, 317000, China.
| |
Collapse
|
6
|
Cen W, Yan Q, Zhou W, Mao M, Huang Q, Lin Y, Jiang N. miR-4739 promotes epithelial-mesenchymal transition and angiogenesis in "driver gene-negative" non-small cell lung cancer via activating the Wnt/β-catenin signaling. Cell Oncol (Dordr) 2023; 46:1821-1835. [PMID: 37500965 DOI: 10.1007/s13402-023-00848-z] [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] [Accepted: 07/21/2023] [Indexed: 07/29/2023] Open
Abstract
PURPOSE "Driver gene-negative" non-small cell lung cancer (NSCLC) currently has no approved targeted drug, due to the lack of common actionable driver molecules. Even though miRNAs play crucial roles in various malignancies, their roles in "driver gene-negative" NSCLC keep unclear. METHODS miRNA expression microarrays were utilized to screen miRNAs associated with "driver gene-negative" NSCLC malignant progression. Quantitative real-time PCR (RT-qPCR) and in situ hybridization (ISH) were employed to validate the expression of miR-4739, and its correlation with clinicopathological characteristics was analyzed in tumor specimens using univariate and multivariate analyses. The biological functions and underlying mechanisms of miR-4739 were investigated both in vitro and in vivo. RESULTS our research demonstrated, for the first time, that miR-4739 was substantially increased in "driver gene-negative" NSCLC tumor tissues and cell lines, and overexpression of miR-4739 was related to clinical staging, metastasis, and unfavorable outcomes. Functional experiments discovered that miR-4739 dramatically enhanced tumor cell proliferation, migration, and metastasis by promoting the epithelial-to-mesenchymal transition (EMT). Meanwhile, miR-4739 can be transported from cancer cells to the site of vascular epithelial cells through exosomes, consequently facilitating the proliferation and migration of vascular epithelial cells and inducing angiogenesis. Mechanistically, miR-4739 can activate Wnt/β-catenin signaling both in tumor cells and vascular epithelial cells by targeting Wnt/β-catenin signaling antagonists APC2 and DKK3, respectively. CONCLUSION Our work identifies a valuable oncogene, miR-4739, that accelerates malignant progression in "driver gene-negative" NSCLC and serves as a potential therapeutic target for this group of tumors.
Collapse
Affiliation(s)
- Wenjian Cen
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Molecular Diagnostics, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Qin Yan
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Pathology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, Guangdong, P. R. China
| | - Wenpeng Zhou
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510080, P. R. China
| | - Minjie Mao
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Laboratory Medicine, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
| | - Qitao Huang
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China
- Department of Pathology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, Guangdong, P. R. China
| | - Yaobin Lin
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China.
- Department of Thoracic Surgery, Sun Yat-sen University Cancer Center, Guangzhou, 510060, Guangdong, P. R. China.
| | - Neng Jiang
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P. R. China.
- Department of Pathology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, Guangdong, P. R. China.
| |
Collapse
|
7
|
Zhang R, Shi K, Hohenforst-Schmidt W, Steppert C, Sziklavari Z, Schmidkonz C, Atzinger A, Hartmann A, Vieth M, Förster S. Ability of 18F-FDG Positron Emission Tomography Radiomics and Machine Learning in Predicting KRAS Mutation Status in Therapy-Naive Lung Adenocarcinoma. Cancers (Basel) 2023; 15:3684. [PMID: 37509345 PMCID: PMC10377773 DOI: 10.3390/cancers15143684] [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: 06/18/2023] [Revised: 07/11/2023] [Accepted: 07/13/2023] [Indexed: 07/30/2023] Open
Abstract
OBJECTIVE Considering the essential role of KRAS mutation in NSCLC and the limited experience of PET radiomic features in KRAS mutation, a prediction model was built in our current analysis. Our model aims to evaluate the status of KRAS mutants in lung adenocarcinoma by combining PET radiomics and machine learning. METHOD Patients were retrospectively selected from our database and screened from the NSCLC radiogenomic dataset from TCIA. The dataset was randomly divided into three subgroups. Two open-source software programs, 3D Slicer and Python, were used to segment lung tumours and extract radiomic features from 18F-FDG-PET images. Feature selection was performed by the Mann-Whitney U test, Spearman's rank correlation coefficient, and RFE. Logistic regression was used to build the prediction models. AUCs from ROCs were used to compare the predictive abilities of the models. Calibration plots were obtained to examine the agreements of observed and predictive values in the validation and testing groups. DCA curves were performed to check the clinical impact of the best model. Finally, a nomogram was obtained to present the selected model. RESULTS One hundred and nineteen patients with lung adenocarcinoma were included in our study. The whole group was divided into three datasets: a training set (n = 96), a validation set (n = 11), and a testing set (n = 12). In total, 1781 radiomic features were extracted from PET images. One hundred sixty-three predictive models were established according to each original feature group and their combinations. After model comparison and selection, one model, including wHLH_fo_IR, wHLH_glrlm_SRHGLE, wHLH_glszm_SAHGLE, and smoking habits, was validated with the highest predictive value. The model obtained AUCs of 0.731 (95% CI: 0.619~0.843), 0.750 (95% CI: 0.248~1.000), and 0.750 (95% CI: 0.448~1.000) in the training set, the validation set and the testing set, respectively. Results from calibration plots in validation and testing groups indicated that there was no departure between observed and predictive values in the two datasets (p = 0.377 and 0.861, respectively). CONCLUSIONS Our model combining 18F-FDG-PET radiomics and machine learning indicated a good predictive ability of KRAS status in lung adenocarcinoma. It may be a helpful non-invasive method to screen the KRAS mutation status of heterogenous lung adenocarcinoma before selected biopsy sampling.
Collapse
Affiliation(s)
- Ruiyun Zhang
- Institute of Pathology, Medizincampus Oberfranken, Klinikum Bayreuth, Friedrich-Alexander-Universität Erlangen-Nürnberg, 95445 Bayreuth, Germany
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Kuangyu Shi
- Department of Nuclear Medicine, Inselspital Bern, 3010 Bern, Switzerland
| | | | - Claus Steppert
- Department of Pneumology, REGIOMED Klinikum Coburg, 96450 Coburg, Germany
| | - Zsolt Sziklavari
- Department of Thoracic Surgery, Klinikum Coburg, 96450 Coburg, Germany
| | - Christian Schmidkonz
- Department of Nuclear Medicine, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Armin Atzinger
- Department of Nuclear Medicine, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Arndt Hartmann
- Institute of Pathology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, 91054 Erlangen, Germany
| | - Michael Vieth
- Institute of Pathology, Medizincampus Oberfranken, Klinikum Bayreuth, Friedrich-Alexander-Universität Erlangen-Nürnberg, 95445 Bayreuth, Germany
| | - Stefan Förster
- Department of Nuclear Medicine, Klinikum Bayreuth, 95445 Bayreuth, Germany
- Medizincampus Oberfranken, Universitätsklinikum Erlangen, 95445 Bayreuth, Germany
- Department of Nuclear Medicine, Klinikum rechts der Isar der Technischen Universitaet Muenchen, 81675 München, Germany
| |
Collapse
|
8
|
Cheema PK, Banerji SO, Blais N, Chu QSC, Juergens RA, Leighl NB, Sacher A, Sheffield BS, Snow S, Vincent M, Wheatley-Price PF, Yip S, Melosky BL. Canadian Consensus Recommendations on the Management of KRAS G12C-Mutated NSCLC. Curr Oncol 2023; 30:6473-6496. [PMID: 37504336 PMCID: PMC10377814 DOI: 10.3390/curroncol30070476] [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: 05/26/2023] [Revised: 06/27/2023] [Accepted: 07/04/2023] [Indexed: 07/29/2023] Open
Abstract
Activating mutations in Kirsten rat sarcoma viral oncogene homologue (KRAS), in particular, a point mutation leading to a glycine-to-cysteine substitution at codon 12 (G12C), are among the most frequent genomic alterations in non-small cell lung cancer (NSCLC). Several agents targeting KRAS G12C have recently entered clinical development. Sotorasib, a first-in-class specific small molecule that irreversibly inhibits KRAS G12C, has since obtained Health Canada approval. The emergence of novel KRAS-targeted therapies warrants the development of evidence-based consensus recommendations to help clinicians better understand and contextualize the available data. A Canadian expert panel was convened to define the key clinical questions, review recent evidence, and discuss and agree on recommendations for the treatment of advanced KRAS G12C-mutated NSCLC. The panel agreed that testing for KRAS G12C should be performed as part of a comprehensive panel that includes current standard-of-care biomarkers. Sotorasib, the only approved KRAS G12C inhibitor in Canada, is recommended for patients with advanced KRAS G12C-mutated NSCLC who progressed on guideline-recommended first-line standard of care for advanced NSCLC without driver alterations (immune-checkpoint inhibitor(s) [ICIs] +/- chemotherapy). Sotorasib could also be offered as second-line therapy to patients who progressed on ICI monotherapy that are not candidates for a platinum doublet and those that received first-line chemotherapy with a contraindication to ICIs. Preliminary data indicate the activity of KRAS G12C inhibitors in brain metastases; however, the evidence is insufficient to make specific recommendations. Regular liver function monitoring is recommended when patients are prescribed KRAS G12C inhibitors due to risk of hepatotoxicity.
Collapse
Affiliation(s)
- Parneet K. Cheema
- Division of Medical Oncology, William Osler Health System, University of Toronto, Brampton, ON L6R 3J7, Canada
- Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Shantanu O. Banerji
- CancerCare Manitoba Research Institute, Department of Internal Medicine, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, MB R3E 0V9, Canada;
| | - Normand Blais
- Department of Medicine, Centre Hospitalier de l’Université de Montréal, University of Montreal, Montreal, QC H2X 3E4, Canada;
| | - Quincy S.-C. Chu
- Division of Medical Oncology, Department of Oncology, Cross Cancer Institute, University of Alberta, Edmonton, AB T6G 1Z2, Canada;
| | - Rosalyn A. Juergens
- Department of Medical Oncology, Juravinski Cancer Centre, McMaster University, Hamilton, ON L8V 5C2, Canada;
| | - Natasha B. Leighl
- Department of Medicine, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5S 1A8, Canada; (N.B.L.); (A.S.)
| | - Adrian Sacher
- Department of Medicine, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON M5S 1A8, Canada; (N.B.L.); (A.S.)
| | - Brandon S. Sheffield
- Department of Laboratory Medicine, William Osler Health System, Brampton, ON L6R 3J7, Canada
| | - Stephanie Snow
- Division of Medical Oncology, Department of Medicine, QEII Health Sciences Centre, Dalhousie University, Halifax, NS B3H 2Y9, Canada;
| | - Mark Vincent
- Department of Medical Oncology, London Regional Cancer Program, London, ON N6A 5W9, Canada;
| | - Paul F. Wheatley-Price
- Department of Medicine, The Ottawa Hospital Research Institute, The Ottawa Hospital, University of Ottawa, Ottawa, ON K1H 8L6, Canada;
| | - Stephen Yip
- BC Cancer, Vancouver, University of British Columbia, Vancouver, BC V6T 1Z4, Canada;
| | - Barbara L. Melosky
- Department of Medical Oncology, BC Cancer-Vancouver Centre, Vancouver, BC V5Z 4E6, Canada;
| |
Collapse
|
9
|
Overbeck TR, Reiffert A, Schmitz K, Rittmeyer A, Körber W, Hugo S, Schnalke J, Lukat L, Hugo T, Hinterthaner M, Reuter-Jessen K, Schildhaus HU. NTRK Gene Fusions in Non-Small-Cell Lung Cancer: Real-World Screening Data of 1068 Unselected Patients. Cancers (Basel) 2023; 15:cancers15112966. [PMID: 37296928 DOI: 10.3390/cancers15112966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 05/12/2023] [Accepted: 05/23/2023] [Indexed: 06/12/2023] Open
Abstract
(1) Background: The main objectives of our study are (i) to determine the prevalence of NTRK (neurotrophic tyrosine kinase) fusions in a routine diagnostic setting in NSCLC (non-small cell lung cancer) and (ii) to investigate the feasibility of screening approaches including immunohistochemistry (IHC) as a first-line test accompanied by fluorescence in situ hybridization (FISH) and RNA-(ribonucleic acid-)based next-generation sequencing (RNA-NGS). (2) Methods: A total of 1068 unselected consecutive patients with NSCLC were screened in two scenarios, either with initial IHC followed by RNA-NGS (n = 973) or direct FISH testing (n = 95). (3) Results: One hundred and thirty-three patients (14.8%) were IHC positive; consecutive RNA-NGS testing revealed two patients (0.2%) with NTRK fusions (NTRK1-EPS15 (epidermal growth factor receptor pathway substrate 15) and NTRK1-SQSTM1 (sequestosome 1)). Positive RNA-NGS was confirmed by FISH, and NTRK-positive patients benefited from targeted treatment. All patients with direct FISH testing were negative. RNA-NGS- or FISH-positive results were mutually exclusive with alterations in EGFR (epidermal growth factor receptor), ALK (anaplastic lymphoma kinase), ROS1 (ROS proto-oncogene 1), BRAF (proto-oncogene B-Raf), RET (rearranged during transfection) or KRAS (kirsten rat sarcoma viral oncogene). Excluding patients with one of these alterations raised the prevalence of NTRK-fusion positivity among panTrk-(tropomyosin receptor kinase-) IHC positive samples to 30.5%. (4) Conclusions: NTRK fusion-positive lung cancers are exceedingly rare and account for less than 1% of patients in unselected all-comer populations. Both RNA-NGS and FISH are suitable to determine clinically relevant NTRK fusions in a real-world setting. We suggest including panTrk-IHC in a diagnostic workflow followed by RNA-NGS. Excluding patients with concurrent molecular alterations to EGFR/ALK/ROS1/BRAF/RET or KRAS might narrow the target population.
Collapse
Affiliation(s)
- Tobias Raphael Overbeck
- Department of Hematology and Medical Oncology, University Medical Center Göttingen, 37075 Göttingen, Germany
- Göttingen Comprehensive Cancer Center (G-CCC), Lungentumorzentrum Universität Göttingen, 37075 Göttingen, Germany
| | - Annika Reiffert
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Katja Schmitz
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
- Tyrolpath Obrist Brunhuber GmbH and Krankenhaus St. Vinzenz, 6511 Zams, Austria
| | - Achim Rittmeyer
- Göttingen Comprehensive Cancer Center (G-CCC), Lungentumorzentrum Universität Göttingen, 37075 Göttingen, Germany
- Lungenfachklinik Immenhausen, 34376 Immenhausen, Germany
| | - Wolfgang Körber
- Göttingen Comprehensive Cancer Center (G-CCC), Lungentumorzentrum Universität Göttingen, 37075 Göttingen, Germany
- Department of Pneumology Evangelisches Krankenhaus Weende, 37075 Göttingen, Germany
| | - Sara Hugo
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Juliane Schnalke
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Laura Lukat
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Tabea Hugo
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
- Discovery Life Sciences, 34119 Kassel, Germany
| | - Marc Hinterthaner
- Göttingen Comprehensive Cancer Center (G-CCC), Lungentumorzentrum Universität Göttingen, 37075 Göttingen, Germany
- Department of Heart, Thoracic and Vascular Surgery, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Kirsten Reuter-Jessen
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
| | - Hans-Ulrich Schildhaus
- Institute of Pathology, University Medical Center Göttingen, 37075 Göttingen, Germany
- Discovery Life Sciences, 34119 Kassel, Germany
| |
Collapse
|
10
|
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
|
11
|
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: 0.5] [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
|
12
|
Wang J, Wang L, Zhu J, Ren J, Wang D, Luo M. Survival benefit of combinatorial osimertinib rechallenge and entrectinib in an EGFR-mutant NSCLC patient with acquired LMNA-NTRK1 fusion following osimertinib resistance. Respirol Case Rep 2022; 10:e01054. [PMID: 36258694 PMCID: PMC9574602 DOI: 10.1002/rcr2.1054] [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: 07/31/2022] [Accepted: 10/04/2022] [Indexed: 11/13/2022] Open
Abstract
Acquired resistance to osimertinib is inevitable and heterogeneous despite its documented efficacy against EGFR-mutated non-small cell lung cancer (NSCLC). Subsequent therapeutic options assume the dominant form of the resistance mechanism; however, the more rare oncogenic driver, NTRK1 fusion, has also reportedly conferred osimertinib resistance. Nevertheless, clear-cut options when NSCLCs are driven by EGFR mutation and the subsequent NTRK fusion are lacking. This is a case of NSCLC wherein exon 19 deletion in EGFR (19del) and acquired LMNA-NTRK1 fusion were accompanied by the persistence of EGFR T790M. The patient underwent peritoneal metastasis after multiple targeted therapies: gefitinib, osimertinib, chemotherapy, and anlotinib plus docetaxel (in clinical trials). Osimertinib was subsequently re-administered with the NTRK fusion inhibitor entrectinib, resulting in remission of peritoneal metastases even after slow progression of pancreatic metastasis over the following 5 months. An extensive literature review to identify the efficacies of therapies for NTRK fusion as the means to acquired resistance to EGFR TKIs revealed that blocking both the EGFR mutation and the subsequent NTRK fusion can provide clinical benefits following EGFR TKIs resistance; however, the efficacy and safety of combination therapies must be further investigated. To precisely manage EGFR-mutated NSCLCs, it is also essential to identify the resistance mechanisms by repeating biopsies.
Collapse
Affiliation(s)
- Jiao‐Li Wang
- Department of Respiratory Medicine, Affiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouChina,Department of Translation Medicine Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang ProvinceAffiliated Hangzhou First People's Hospital, Zhejiang University School of MedicineHangzhouChina,The Fourth Clinical Medical College of Zhejiang Chinese Medical UniversityHangzhouChina,Zhejiang University Cancer CentreHangzhouChina
| | - Liu‐sheng Wang
- Department of Respiratory Medicine, Affiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouChina
| | - Jun‐qi Zhu
- The Fourth Clinical Medical College of Zhejiang Chinese Medical UniversityHangzhouChina
| | - Jie Ren
- The Fourth Clinical Medical College of Zhejiang Chinese Medical UniversityHangzhouChina
| | - Di Wang
- Department of Medical NanjingGeneseeq Technology Inc.NanjingChina
| | - Man Luo
- Department of Respiratory Medicine, Affiliated Hangzhou First People's HospitalZhejiang University School of MedicineHangzhouChina,Department of Translation Medicine Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang ProvinceAffiliated Hangzhou First People's Hospital, Zhejiang University School of MedicineHangzhouChina
| |
Collapse
|
13
|
Ma Y, Zhao H, Xue J, Liu L, Yang N, Zhang Y, Yang H, Hong S, Xiong Y, Zhang Z, Zeng L, Pan H, Zhou C, Zhang Y, Wang X, Han X, Wan X, Shao Y, Liu J, Yang Y, Huang Y, Zhao Y, Fang W, Li S, Zhang L. First-in-human phase I study of TQ-B3139 (CT-711) in advanced non-small cell lung cancer patients with ALK and ROS1 rearrangements. Eur J Cancer 2022; 173:238-249. [PMID: 35940055 DOI: 10.1016/j.ejca.2022.06.037] [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: 12/06/2021] [Revised: 06/06/2022] [Accepted: 06/17/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND TQ-B3139 is a novel ALK tyrosine kinase inhibitor (TKI) against a broad range of ALK mutations. The aim of this first-in-human phase I trial was to investigate the safety, tolerability, pharmacokinetics, and clinical efficacy of TQ-B3139 in ALK or ROS1 positive advanced NSCLC patients. METHODS Following a 3 + 3 design, patients received escalating daily dose of TQ-B3139 (50-800 mg) continuously in 28-day cycles. Expansion stage started at dose of 200 mg twice daily (BID). The primary objectives were the safety, dose-limited toxicities (DLT) and recommended phase II dose (RP2D); secondary objectives included pharmacokinetics and antitumor activity. Non-obligatory tumor samples at baseline were collected and sequenced. RESULTS The study enrolled 63 patients. Fifty-nine (93.4%) patients experienced treatment-related adverse events (TRAEs), mostly grade 1-2 vomiting (79.3%), diarrhea (76.1%) or nausea (68.2%). 1 (1/6) DLT occurred at 600 mg BID and 1 (1/3) at 800 mg BID. Based on safety and pharmacokinetics data, the RP2D was selected as 600 mg BID. At a dose level ≥200 mg BID, the overall response rate (ORR) was 76.7% (33/43), and the median progression free survival (mPFS) was 25.2 months (95%CI 11.9-NR) for TKI-naive patients. For TKI-treated patients, the ORR was 37.5% (6/16), and the mPFS was 5.4 months (95%CI 3.6-9.1). The ORR was 66.7% (2/3) in patients with ROS1 fusion at dose level ≥200 mg BID. In patients with measurable brain metastases, the intracranial ORR was 70% (7/10), with median intracranial PFS of 15.9 months. In TKI-treated patients, variant 3 and TP53 alteration were associated with poor PFS. CONCLUSIONS TQ-B3139 was well-tolerated and exhibited promising anti-tumor activities in patients with ALK and ROS1 positive advanced NSCLC. CLINICAL TRIAL NUMBER NCT03099330.
Collapse
Affiliation(s)
- Yuxiang Ma
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Hongyun Zhao
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Jinhui Xue
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Li Liu
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Nong Yang
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Yang Zhang
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Haiyan Yang
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Shaodong Hong
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Yi Xiong
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Zhonghan Zhang
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Liang Zeng
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Hui Pan
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Chunhua Zhou
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Yongchang Zhang
- Hunan Cancer Hospital, The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, China.
| | - Xunqiang Wang
- Chia Tai Tianqing Pharmaceutical Group Co., Ltd., Nanjing, China.
| | - Xi Han
- Chia Tai Tianqing Pharmaceutical Group Co., Ltd., Nanjing, China.
| | - Xiaojing Wan
- Chia Tai Tianqing Pharmaceutical Group Co., Ltd., Nanjing, China.
| | - Yang Shao
- Nanjing Geneseeq Technology Inc., Nanjing, China; School of Public Health, Nanjing Medical University, Nanjing, China.
| | - Jingwen Liu
- Nanjing Geneseeq Technology Inc., Nanjing, China.
| | - Yunpeng Yang
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Yan Huang
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Yuanyuan Zhao
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Wenfeng Fang
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Su Li
- Department of Clinical Research, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| | - Li Zhang
- Department of Medical Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.
| |
Collapse
|
14
|
[Consensus of Chinese Experts on Medical Treatment of Advanced Lung Cancer
in the Elderly (2022 Edition)]. ZHONGGUO FEI AI ZA ZHI = CHINESE JOURNAL OF LUNG CANCER 2022; 25:363-384. [PMID: 35747916 PMCID: PMC9244502 DOI: 10.3779/j.issn.1009-3419.2022.101.25] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
15
|
Daily Practice Assessment of KRAS Status in NSCLC Patients: A New Challenge for the Thoracic Pathologist Is Right around the Corner. Cancers (Basel) 2022; 14:cancers14071628. [PMID: 35406400 PMCID: PMC8996900 DOI: 10.3390/cancers14071628] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 03/17/2022] [Accepted: 03/18/2022] [Indexed: 12/16/2022] Open
Abstract
Simple Summary RAS mutation is the most frequent oncogenic alteration in human cancers and KRAS is the most frequently mutated, notably in non-small cell lung carcinomas (NSCLC). Various attempts to inhibit KRAS in the past were unsuccessful in these latter tumors. However, recently, several small molecules (AMG510, MRTX849, JNJ-74699157, and LY3499446) have been developed to specifically target KRAS G12C-mutated tumors, which seems promising for patient treatment and should soon be administered in daily practice for non-squamous (NS)-NSCLC. In this context, it will be mandatory to systematically assess the KRAS status in routine clinical practice, at least in advanced NS-NSCLC, leading to new challenges for thoracic oncologists. Abstract KRAS mutations are among the most frequent genomic alterations identified in non-squamous non-small cell lung carcinomas (NS-NSCLC), notably in lung adenocarcinomas. In most cases, these mutations are mutually exclusive, with different genomic alterations currently known to be sensitive to therapies targeting EGFR, ALK, BRAF, ROS1, and NTRK. Recently, several promising clinical trials targeting KRAS mutations, particularly for KRAS G12C-mutated NSCLC, have established new hope for better treatment of patients. In parallel, other studies have shown that NSCLC harboring co-mutations in KRAS and STK11 or KEAP1 have demonstrated primary resistance to immune checkpoint inhibitors. Thus, the assessment of the KRAS status in advanced-stage NS-NSCLC has become essential to setting up an optimal therapeutic strategy in these patients. This stimulated the development of new algorithms for the management of NSCLC samples in pathology laboratories and conditioned reorganization of optimal health care of lung cancer patients by the thoracic pathologists. This review addresses the recent data concerning the detection of KRAS mutations in NSCLC and focuses on the new challenges facing pathologists in daily practice for KRAS status assessment.
Collapse
|
16
|
Liu F, Wei Y, Zhang H, Jiang J, Zhang P, Chu Q. NTRK Fusion in Non-Small Cell Lung Cancer: Diagnosis, Therapy, and TRK Inhibitor Resistance. Front Oncol 2022; 12:864666. [PMID: 35372074 PMCID: PMC8968138 DOI: 10.3389/fonc.2022.864666] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 02/10/2022] [Indexed: 12/25/2022] Open
Abstract
Neurotrophic tropomyosin receptor kinase (NTRK) gene fusion has been identified as an oncogenic driver of various solid tumors, and it is rare in non-smalll cell lung cancer (NSCLC) with a frequency of approximately less than 1%. Next-generation sequencing (NGS) is of priority for detecting NTRK fusions, especially RNA-based NGS. Currently, the tropomyosin receptor kinase (TRK) inhibitors have shown promising efficacy and well tolerance in patients with NTRK fusion-positive solid tumors, regardless of tumor histology. The first-generation TRK inhibitors (larotrectinib and entrectinib) are recommended as the first-line treatment for locally advanced or metastatic NSCLC patients with positive NTRK fusion. However, TRK inhibitor resistance can eventually occur due to on-target or off-target mechanisms. Further studies are under investigation to overcome resistance and improve survival. Interestingly, NTRK fusion might be the mechanism of resistance to epidermal growth factor receptor (EGFR)-tyrosine kinase inhibitors (TKI) in NSCLC patients with EGFR mutation. Regarding immunotherapy, the efficacy of immune checkpoint inhibitors in NSCLC patients harboring NTRK fusion has yet to be well described. In this review, we elucidate the function of NTRK genes, summarize the diagnostic techniques for NTRK fusions, and present clinical data for TRK inhibitors; we also discuss potential mechanisms of resistance to TRK inhibitors.
Collapse
Affiliation(s)
- Fangfang Liu
- Department of Oncology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yuxuan Wei
- Department of Oncology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Huan Zhang
- The Second Clinical College of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jizong Jiang
- Department of Oncology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- *Correspondence: Jizong Jiang,
| | - Peng Zhang
- Department of Oncology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qian Chu
- Department of Oncology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| |
Collapse
|
17
|
Jiang H, Wang Y, Xu H, Lei W, Yu X, Tian H, Meng C, Wang X, Zhao Z, Jin X. Identifying Actionable Variants Using Capture-Based Targeted Sequencing in 563 Patients With Non-Small Cell Lung Carcinoma. Front Oncol 2022; 11:812433. [PMID: 35186718 PMCID: PMC8854177 DOI: 10.3389/fonc.2021.812433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Accepted: 12/29/2021] [Indexed: 12/24/2022] Open
Abstract
Although the NSCLC diagnostic standards recommend the detection of driver gene mutation, comprehensive genomic profiling has not been used widely in clinical practice. As to the different mutation spectrum characteristics between populations, the research based on Chinese NSCLC cohort is very important for clinical practice. Therefore, we collected 563 surgical specimens from patients with non-small cell lung carcinoma and applied capture-based sequencing using eight-gene panel. We identified 556 variants, with 416 potentially actionable variants in 54.88% (309/563) patients. These single nucleotide variants, insertions and deletions were most commonly found in EGFR (55%), followed by ERBB2 (12%), KRAS (11%), PIK3CA (9%), MET (8%), BRAF (7%), DDR2 (2%), NRAS (0.3%). By using ten protein function prediction algorithms, we also identified 30 novel potentially pathogenic variants. Ninety-eight patients harbored EFGR exon 21 p.L858R mutation and the catalytic domain of the protein tyrosine kinase (PTKc) in EGFR is largely mutated. In addition, there were nine frequent pathogenic variants found in five or more patients. This data provides the potential molecular basis for directing the treatment of lung cancer.
Collapse
Affiliation(s)
- Haiping Jiang
- Department of Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yinan Wang
- Department of Obstetrics and Gynecology, Peking University Shenzhen Hospital, Shenzhen, China
| | - Hanlin Xu
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Wei Lei
- Department of Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xiaoyun Yu
- Department of Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Haiying Tian
- Department of Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Cong Meng
- Department of Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xueying Wang
- Research and Development Department, Shenzhen Byoryn Technology Co., Ltd, Shenzhen, China
| | - Zicheng Zhao
- Research and Development Department, Shenzhen Byoryn Technology Co., Ltd, Shenzhen, China
- *Correspondence: Zicheng Zhao, ; Xiangfeng Jin,
| | - Xiangfeng Jin
- Department of Thoracic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
- *Correspondence: Zicheng Zhao, ; Xiangfeng Jin,
| |
Collapse
|
18
|
What Is New in Biomarker Testing at Diagnosis of Advanced Non-Squamous Non-Small Cell Lung Carcinoma? Implications for Cytology and Liquid Biopsy. JOURNAL OF MOLECULAR PATHOLOGY 2021. [DOI: 10.3390/jmp2020015] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The discovery and clinical validation of biomarkers predictive of the response of non-squamous non-small-cell lung carcinomas (NS-NSCLC) to therapeutic strategies continue to provide new data. The evaluation of novel treatments is based on molecular analyses aimed at determining their efficacy. These tests are increasing in number, but the tissue specimens are smaller and smaller and/or can have few tumor cells. Indeed, in addition to tissue samples, complementary cytological and/or blood samples can also give access to these biomarkers. To date, it is recommended and necessary to look for the status of five genomic molecular biomarkers (EGFR, ALK, ROS1, BRAFV600, NTRK) and of a protein biomarker (PD-L1). However, the short- and more or less long-term emergence of new targeted treatments of genomic alterations on RET and MET, but also on others’ genomic alteration, notably on KRAS, HER2, NRG1, SMARCA4, and NUT, have made cellular and blood samples essential for molecular testing. The aim of this review is to present the interest in using cytological and/or liquid biopsies as complementary biological material, or as an alternative to tissue specimens, for detection at diagnosis of new predictive biomarkers of NS-NSCLC.
Collapse
|