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Chen P, Ye Q, Liang S, Zeng L. Cephaeline promotes ferroptosis by targeting NRF2 to exert anti-lung cancer efficacy. PHARMACEUTICAL BIOLOGY 2024; 62:195-206. [PMID: 38339810 PMCID: PMC10860416 DOI: 10.1080/13880209.2024.2309891] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 01/20/2024] [Indexed: 02/12/2024]
Abstract
CONTEXT Cephaeline is a natural product isolated from ipecac (Cephaelis ipecacuanha [Brot.] A. Rich. [Rubiaceae]). It exhibits promising anti-lung cancer activity and ferroptosis induction may be a key mechanism for its anti-lung cancer effect. OBJECTIVES This study investigates the anti-lung cancer activity and mechanisms of cephaeline both in vitro and in vivo. MATERIALS AND METHODS H460 and A549 lung cancer cells were used. The cephaeline inhibition rate on lung cancer cells was detected via a Cell Counting Kit-8 assay after treatment with cephaeline for 24 h. Subsequently, the concentrations of 25, 50 and 100 nM were used for in vitro experiments. In addition, the antitumour effects of cephaeline (5, 10 mg/kg) in vivo were evaluated after 12 d of cephaeline treatment. RESULTS Cephaeline showed significant inhibitory effects on lung cancer cells, and the IC50 of cephaeline on H460 and A549 at 24, 48 and 72 h were 88, 58 and 35 nM, respectively, for H460 cells and 89, 65 and 43 nM, respectively, for A549 cells. Meanwhile, we demonstrated that ferroptosis is the key mechanism of cephaeline against lung cancer. Finally, we found that cephaeline induced ferroptosis in lung cancer cells by targeting NRF2. DISCUSSION AND CONCLUSION We demonstrated for the first time that cephaeline inhibits NRF2, leading to ferroptosis in lung cancer cells. These findings may contribute to the development of innovative therapeutics for lung cancer.
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Affiliation(s)
- Peng Chen
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Hangzhou City University, Hangzhou, PR China
| | - Qingxuan Ye
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou, PR China
| | - Shang Liang
- Department of Clinical Medicine, School of Medicine, Hangzhou City University, Hangzhou, PR China
| | - Linghui Zeng
- Key Laboratory of Novel Targets and Drug Study for Neural Repair of Zhejiang Province, School of Medicine, Hangzhou City University, Hangzhou, PR China
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Wang D, Chen Y, Li J, Wu E, Tang T, Singla RK, Shen B, Zhang M. Natural products for the treatment of age-related macular degeneration. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2024; 130:155522. [PMID: 38820665 DOI: 10.1016/j.phymed.2024.155522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Revised: 02/08/2024] [Accepted: 03/07/2024] [Indexed: 06/02/2024]
Abstract
BACKGROUND Age-related macular degeneration (AMD) is a chronic retinal disease that significantly influences the vision of the elderly. PURPOSE There is no effective treatment and prevention method. The pathogenic process behind AMD is complex, including oxidative stress, inflammation, and neovascularization. It has been demonstrated that several natural products can be used to manage AMD, but systematic summaries are lacking. STUDY DESIGN AND METHODS PubMed, Web of Science, and ClinicalTrials.gov were searched using the keywords "Biological Products" AND "Macular Degeneration" for studies published within the last decade until May 2023 to summarize the latest findings on the prevention and treatment of age-related macular degeneration through the herbal medicines and functional foods. RESULTS The eligible studies were screened, and the relevant information about the therapeutic action and mechanism of natural products used to treat AMD was extracted. Our findings demonstrate that natural substances, including retinol, phenols, and other natural products, prevent the development of new blood vessels and protect the retina from oxidative stress in cells and animal models. However, they have barely been examined in clinical studies. CONCLUSION Natural products could be highly prospective candidate drugs used to treat AMD, and further preclinical and clinical research is required to validate it to control the disease.
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Affiliation(s)
- Dongyue Wang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan, PR China
| | - Yi Chen
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan, PR China
| | - Jiakun Li
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, Sichuan, PR China; Joint Laboratory of Artificial Intelligence for Critical Care Medicine, Department of Critical Care Medicine and Institutes for Systems Genetics, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, PR China
| | - Erman Wu
- Joint Laboratory of Artificial Intelligence for Critical Care Medicine, Department of Critical Care Medicine and Institutes for Systems Genetics, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, PR China
| | - Tong Tang
- Joint Laboratory of Artificial Intelligence for Critical Care Medicine, Department of Critical Care Medicine and Institutes for Systems Genetics, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, PR China
| | - Rajeev K Singla
- Joint Laboratory of Artificial Intelligence for Critical Care Medicine, Department of Critical Care Medicine and Institutes for Systems Genetics, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, PR China; School of Pharmaceutical Sciences, Lovely Professional University, Phagwara, Punjab-144411, India.
| | - Bairong Shen
- Joint Laboratory of Artificial Intelligence for Critical Care Medicine, Department of Critical Care Medicine and Institutes for Systems Genetics, Frontiers Science Center for Disease-related Molecular Network, West China Hospital, Sichuan University, Chengdu, PR China.
| | - Ming Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan, PR China.
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Provencio-Pulla M, Pérez-Parente D, Olson S, Hasan H, Balea BC, Rodríguez-Abreu D, Piqueras MLB, Pal N, Wilkinson S, Vilas E, Ruiz-Gracia P, Cobo-Dols M. Identification of non-actionable mutations with prognostic and predictive value in patients with advanced or metastatic non-small cell lung cancer. Clin Transl Oncol 2024; 26:1384-1394. [PMID: 38183584 PMCID: PMC11108921 DOI: 10.1007/s12094-023-03362-8] [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: 09/05/2023] [Accepted: 11/26/2023] [Indexed: 01/08/2024]
Abstract
INTRODUCTION Lung cancer is one of the most prevalent cancers and the leading cause of cancer death. Advanced non-small cell lung cancer (aNSCLC) patients frequently harbor mutations that impact their survival outcomes. There are limited data regarding the prognostic and predictive significance of these mutations on survival outcomes in the real-world setting. METHODS This observational retrospective study analyzed de-identified electronic medical records from the Flatiron Health Clinico-Genomic and FoundationCore® databases to identify patients with aNSCLC who initiated first-line immune checkpoint inhibitors (ICI; alone or in combination) or chemotherapy under routine care between 2016 and 2021. The primary objectives were to assess the prevalence of non-actionable mutations and to determine their association with overall survival (OS). Real-world progression-free survival (rwPFS) and real-world response (rwR) were investigated as secondary exploratory outcomes. RESULTS Based on an assessment of 185 non-actionable mutations in 2999 patients, the most prevalent mutations were TP53 (70%), KRAS (42%), CDKN2A/B (31%), and STK11 (21%). STK11, KEAP1, and CDKN2A/B mutations were significantly associated with lower rwR, shorter rwPFS and OS. KRAS mutations were clinically associated with shorter rwPFS in CIT-treated patients. Subgroup analysis revealed that fast progressors were significantly more likely to harbor STK11, KEAP1, and CDKN2A/B mutations. Accordingly, long-term survivors (LTS) showed a significantly lower prevalence of these mutations. CONCLUSION Our results provide evidence on the prognostic value of STK11, KEAP1, and CDKN2A/B mutations in patients with aNSCLC. Further research is required to better understand the implications of these findings on patient management and future trial design and treatment selection.
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Affiliation(s)
| | - Diego Pérez-Parente
- Lung Cancer Squad, Roche Farma SA, C. de La Ribera del Loira, 50, 28042, Madrid, Spain.
| | - Sara Olson
- Lung Cancer Squad, Roche Farma SA, C. de La Ribera del Loira, 50, 28042, Madrid, Spain
| | - Haroon Hasan
- Product Development Data Sciences, Genentech Inc, San Francisco, CA, USA
| | | | | | | | - Navdeep Pal
- Product Development Data Sciences, Genentech Inc, San Francisco, CA, USA
| | | | - Esther Vilas
- Lung Cancer Squad, Roche Farma SA, C. de La Ribera del Loira, 50, 28042, Madrid, Spain
| | - Pedro Ruiz-Gracia
- Lung Cancer Squad, Roche Farma SA, C. de La Ribera del Loira, 50, 28042, Madrid, Spain
| | - Manuel Cobo-Dols
- Hospital Medical Oncology Intercenter Unit, Regional and Virgen de la Victoria University Hospitals, IBIMA, Málaga, Spain
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Deng B, Liu F, Chen N, Li X, Lei J, Chen N, Wu J, Wang X, Lu J, Fang M, Chen A, Zhang Z, He B, Yan M, Zhang Y, Wang Z, Liu Q. AURKA emerges as a vulnerable target for KEAP1-deficient non-small cell lung cancer by activation of asparagine synthesis. Cell Death Dis 2024; 15:233. [PMID: 38521813 PMCID: PMC10960834 DOI: 10.1038/s41419-024-06577-x] [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: 06/26/2023] [Revised: 02/09/2024] [Accepted: 02/26/2024] [Indexed: 03/25/2024]
Abstract
AURKA is an established target for cancer therapy; however, the efficacy of its inhibitors in clinical trials is hindered by differential response rates across different tumor subtypes. In this study, we demonstrate AURKA regulates amino acid synthesis, rendering it a vulnerable target in KEAP1-deficient non-small cell lung cancer (NSCLC). Through CRISPR metabolic screens, we identified that KEAP1-knockdown cells showed the highest sensitivity to the AURKA inhibitor MLN8237. Subsequent investigations confirmed that KEAP1 deficiency heightens the susceptibility of NSCLC cells to AURKA inhibition both in vitro and in vivo, with the response depending on NRF2 activation. Mechanistically, AURKA interacts with the eIF2α kinase GCN2 and maintains its phosphorylation to regulate eIF2α-ATF4-mediated amino acid biosynthesis. AURKA inhibition restrains the expression of asparagine synthetase (ASNS), making KEAP1-deficient NSCLC cells vulnerable to AURKA inhibitors, in which ASNS is highly expressed. Our study unveils the pivotal role of AURKA in amino acid metabolism and identifies a specific metabolic indication for AURKA inhibitors. These findings also provide a novel clinical therapeutic target for KEAP1-mutant/deficient NSCLC, which is characterized by resistance to radiotherapy, chemotherapy, and targeted therapy.
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Affiliation(s)
- Bing Deng
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Fang Liu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Nana Chen
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Xinhao Li
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Jie Lei
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Ning Chen
- Institute of Cancer Stem Cell, Dalian Medical University, Dalian, 116044, China
| | - Jingjing Wu
- Department of Oncology, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, 518107, China
| | - Xuan Wang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Jie Lu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Mouxiang Fang
- MOE Key Laboratory of Laser Life Science & Institute of Laser Life Science, College of Biophotonics, South China Normal University, Guangzhou, 510631, China
| | - Ailin Chen
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Zijian Zhang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Bin He
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Min Yan
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China
| | - Yuchen Zhang
- Department of Hematology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, 510080, China
| | - Zifeng Wang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China.
| | - Quentin Liu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, China.
- Institute of Cancer Stem Cell, Dalian Medical University, Dalian, 116044, China.
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Li J, Shi D, Li S, Shi X, Liu Y, Zhang Y, Wang G, Zhang C, Xia T, Piao HL, Liu HX. KEAP1 promotes anti-tumor immunity by inhibiting PD-L1 expression in NSCLC. Cell Death Dis 2024; 15:175. [PMID: 38413563 PMCID: PMC10899596 DOI: 10.1038/s41419-024-06563-3] [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: 07/10/2023] [Revised: 02/14/2024] [Accepted: 02/15/2024] [Indexed: 02/29/2024]
Abstract
Immunotherapy has become a prominent first-line cancer treatment strategy. In non-small cell lung cancer (NSCLC), the expression of PD-L1 induces an immuno-suppressive effect to protect cancer cells from immune elimination, which designates PD-L1 as an important target for immunotherapy. However, little is known about the regulation mechanism and the function of PD-L1 in lung cancer. In this study, we have discovered that KEAP1 serves as an E3 ligase to promote PD-L1 ubiquitination and degradation. We found that overexpression of KEAP1 suppressed tumor growth and promoted cytotoxic T-cell activation in vivo. These results indicate the important role of KEAP1 in anti-cancer immunity. Moreover, the combination of elevated KEAP1 expression with anti-PD-L1 immunotherapy resulted in a synergistic effect on both tumor growth and cytotoxic T-cell activation. Additionally, we found that the expressions of KEAP1 and PD-L1 were associated with NSCLC prognosis. In summary, our findings shed light on the mechanism of PD-L1 degradation and how NSCLC immune escape through KEAP1-PD-L1 signaling. Our results also suggest that KEAP1 agonist might be a potential clinical drug to boost anti-tumor immunity and improve immunotherapies in NSCLC.
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Affiliation(s)
- Jinghan Li
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Daiwang Shi
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
- Department of Thoracic Surgery, Shengjing Hospital, China Medical University, Shenyang, Liaoning, China
| | - Siyi Li
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Xiang Shi
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Yu Liu
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Yi Zhang
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China
| | - Gebang Wang
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
| | - Chenlei Zhang
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China
| | - Tian Xia
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
| | - Hai-Long Piao
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China.
- Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, 116023, China.
- Department of Biochemistry & Molecular Biology, School of Life Sciences, China Medical University, Shenyang, 110122, China.
| | - Hong-Xu Liu
- Department of Thoracic Surgery, Cancer Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Shenyang, 110042, China.
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Gao R, Zhang X, Chen X, Chen X, Jin L, Zheng H, Yu X. Clinicopathological Characteristics and Prognosis Analysis of Lung Carcinoma With p40/TTF1 Coexpression and Lung Adenosquamous Carcinoma: Lung Carcinoma With p40/TTF1 Coexpression Is a Rare Tumor With High Metastatic Potential. Int J Surg Pathol 2024:10668969241229343. [PMID: 38321785 DOI: 10.1177/10668969241229343] [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: 02/08/2024]
Abstract
Background. Lung carcinoma with p40/TTF1 coexpression (LC-PTC) is a very rare tumor with poor prognosis, and few cases have been reported to date. Objectives. To better understand biological behavior and prognosis of LC-PTC. Methods. We collected 9 examples of LC-PTC and compared them with 36 lung adenosquamous carcinomas during the same period in clinicopathologic characteristics, biologic behaviour, and prognosis. Results. Lung carcinoma with p40/TTF1 coexpression mainly occurred in middle-aged and elderly men; 8 tumors belonged to the peripheral type, and 1 belonged to the central type. The rates of lymph node and distant metastasis were 88% (7/8) and 50% (4/8), respectively; 2 patients died during follow-up. Histologically, the LC-PTC showed nest-like growth pattern without glandular growth pattern; the surface of 2 tumors was covered with ciliated columnar epithelium and tumor cells grew under the columnar epithelium. In all patients, tumor cells diffusely coexpressed p40 and TTF1. Although there was no significant difference in the maximum diameter of tumor with lymph node metastasis or with distant metastasis between LC-PTC and lung adenosquamous carcinoma, LC-PTC had a higher rate of lymph node metastasis and distant metastasis. There was no significant difference in overall survival of patients between LC-PTC and lung adenosquamous carcinoma. Additional histologic evaluation of normal pulmonary structures revealed that p40/TTF1 coexpression cells existed in bronchial mucosa and the number of cells coexpressing p40/TTF1 increased gradually from proximal bronchus to distal bronchus. Conclusions. Lung carcinoma with p40/TTF1 coexpression is a rare tumor with high metastatic potential and may originate from p40/TTF1 coexpression cells in distal bronchial mucosa.
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Affiliation(s)
- Rui Gao
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Xi Zhang
- Department of Gastroenterology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Xiaoyan Chen
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Xin Chen
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Long Jin
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Huawei Zheng
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
| | - Xunbin Yu
- Department of Pathology, Fujian Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University, P.R. China
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Arolt C, Dugan M, Wild R, Richartz V, Holz B, Scheel AH, Brägelmann J, Wagener-Ryczek S, Merkelbach-Bruse S, Wolf J, Buettner R, Catanzariti L, Scheffler M, Hillmer AM. KEAP1/NFE2L2 Pathway Signature Outperforms KEAP1/NFE2L2 Mutation Status and Reveals Alternative Pathway-Activating Mutations in NSCLC. J Thorac Oncol 2023; 18:1550-1567. [PMID: 37473958 DOI: 10.1016/j.jtho.2023.07.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 05/26/2023] [Accepted: 07/11/2023] [Indexed: 07/22/2023]
Abstract
INTRODUCTION Activation of the antioxidant KEAP1/NFE2L2 (NRF2) pathway leads to increased glutamine dependence and an aggressive phenotype in NSCLC. Because this pathway has been explored as a clinical target, we developed a transcriptomic signature for identifying KEAP1/NFE2L2-activated tumors. METHODS A total of 971 NSCLC samples were used to train an expression signature (K1N2-score) to predict KEAP1/NFE2L2 mutations. There were 348 in-house NSCLCs that were analyzed using a NanoString expression panel for validation. RESULTS The 46-gene K1N2 score robustly predicted KEAP1/NFE2L2 mutations in the validation set irrespective of histology and mutation (area under the curve: 89.5, sensitivity: 90.2%), suggesting that approximately 90% of KEAP1/NFE2L2 mutations are pathway-activating. The K1N2-score outperformed KEAP1/NFE2L2 mutational status when predicting patient survival (score p = 0.047; mutation p = 0.215). In K1N2 score-positive but KEAP1/NFE2L2 wild-type samples, enrichment testing identified SMARCA4/BRG1 and CUL3 mutations as mimics of KEAP1/NFE2L2 mutations. CONCLUSIONS The K1N2-score identified KEAP1/NFE2L2-activated NSCLC by robustly detecting KEAP1/NFE2L2mut cases and discovering alternative genomic activators. It is a potential means for selecting patients with a constitutively active KEAP1/NFE2L2 pathway.
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Affiliation(s)
- Christoph Arolt
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | | | - Robert Wild
- Dracen Pharmaceuticals Inc., San Diego, California
| | - Vanessa Richartz
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Barbara Holz
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Andreas H Scheel
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Johannes Brägelmann
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany; Center for Molecular Medicine Cologne, University of Cologne, Cologne, Germany; Department of Translational Genomics, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany; Mildred Scheel School of Oncology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Svenja Wagener-Ryczek
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany
| | - Sabine Merkelbach-Bruse
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany; Lung Cancer Group Cologne, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | - Juergen Wolf
- Lung Cancer Group Cologne, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany; Department I for Internal Medicine, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | - Reinhard Buettner
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany; Lung Cancer Group Cologne, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | | | - Matthias Scheffler
- Lung Cancer Group Cologne, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany; Department I for Internal Medicine, Center for Integrated Oncology Cologne/Bonn, University Hospital Cologne, Cologne, Germany
| | - Axel M Hillmer
- Institute of Pathology, University of Cologne, Faculty of Medicine and University Hospital Cologne, Cologne, Germany; Center for Molecular Medicine Cologne, University of Cologne, Cologne, Germany.
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8
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Gensheimer MF, Gee H, Shirato H, Taguchi H, Snyder JM, Chin AL, Vitzthum LK, Maxim PG, Wakelee HA, Neal J, Das M, Chang DT, Kidd E, Hancock SL, Shultz DB, Horst KC, Le QT, Wong S, Brown E, Nguyen N, Liang R, Loo BW, Diehn M. Individualized Stereotactic Ablative Radiotherapy for Lung Tumors: The iSABR Phase 2 Nonrandomized Controlled Trial. JAMA Oncol 2023; 9:1525-1534. [PMID: 37707820 PMCID: PMC10502697 DOI: 10.1001/jamaoncol.2023.3495] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 06/11/2023] [Indexed: 09/15/2023]
Abstract
Importance Stereotactic ablative radiotherapy (SABR) is used for treating lung tumors but can cause toxic effects, including life-threatening damage to central structures. Retrospective data suggested that small tumors up to 10 cm3 in volume can be well controlled with a biologically effective dose less than 100 Gy. Objective To assess whether individualizing lung SABR dose and fractionation by tumor size, location, and histological characteristics may be associated with local tumor control. Design, Setting, and Participants This nonrandomized controlled trial (the iSABR trial, so named for individualized SABR) was a phase 2 multicenter trial enrolling participants from November 15, 2011, to December 5, 2018, at academic medical centers in the US and Japan. Data were analyzed from December 9, 2020, to May 10, 2023. Patients were enrolled in 3 groups according to cancer type: initial diagnosis of non-small cell lung cancer (NSCLC) with an American Joint Committee on Cancer 7th edition T1-3N0M0 tumor (group 1), a T1-3N0M0 new primary NSCLC with a history of prior NSCLC or multiple NSCLCs (group 2), or lung metastases from NSCLC or another solid tumor (group 3). Intervention Up to 4 tumors were treated with once-daily SABR. The dose ranged from 25 Gy in 1 fraction for peripheral tumors with a volume of 0 to 10 cm3 to 60 Gy in 8 fractions for central tumors with a volume greater than 30 cm3. Main outcome Per-group freedom from local recurrence (same-lobe recurrence) at 1 year, with censoring at time of distant recurrence, death, or loss to follow-up. Results In total, 217 unique patients (median [IQR] age, 72 [64-80] years; 129 [59%] male; 150 [69%] current or former smokers) were enrolled (some multiple times). There were 240 treatment courses: 79 in group 1, 82 in group 2, and 79 in group 3. A total of 285 tumors (211 [74%] peripheral and 74 [26%] central) were treated. The most common dose was 25 Gy in 1 fraction (158 tumors). The median (range) follow-up period was 33 (2-109) months, and the median overall survival was 59 (95% CI, 49-82) months. Freedom from local recurrence at 1 year was 97% (90% CI, 91%-99%) for group 1, 94% (90% CI, 87%-97%) for group 2, and 96% (90% CI, 89%-98%) for group 3. Freedom from local recurrence at 5 years ranged from 83% to 93% in the 3 groups. The proportion of patients with grade 3 to 5 toxic effects was low, at 5% (including a single patient [1%] with grade 5 toxic effects). Conclusions and Relevance The results of this nonrandomized controlled trial suggest that individualized SABR (iSABR) used to treat lung tumors may allow minimization of treatment dose and is associated with excellent local control. Individualized dosing should be considered for use in future trials. Trial Registration ClinicalTrials.gov Identifier: NCT01463423.
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Affiliation(s)
- Michael F. Gensheimer
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Harriet Gee
- Sydney West Radiation Oncology Network, Sydney, New South Wales, Australia
- University of Sydney, Sydney, New South Wales, Australia
| | - Hiroki Shirato
- Department of Radiation Oncology, Faculty of Medicine, Hokkaido University, Sapporo, Japan
| | - Hiroshi Taguchi
- Department of Radiation Oncology, Faculty of Medicine, Hokkaido University, Sapporo, Japan
| | - John M. Snyder
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Alexander L. Chin
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Lucas K. Vitzthum
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Peter G. Maxim
- Department of Radiation Oncology, University of California Irvine, Irvine, California
| | - Heather A. Wakelee
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Joel Neal
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Millie Das
- Department of Medicine, Stanford University School of Medicine, Stanford, California
| | - Daniel T. Chang
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Elizabeth Kidd
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Steven L. Hancock
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - David B. Shultz
- Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Kathleen C. Horst
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Quynh-Thu Le
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Samantha Wong
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Eleanor Brown
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Ngan Nguyen
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Rachel Liang
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Billy W. Loo
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
| | - Maximilian Diehn
- Department of Radiation Oncology, Stanford University School of Medicine, Palo Alto, California
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9
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Wang K, Li Z, Xuan Y, Zhao Y, Deng C, Wang M, Xie C, Yuan F, Pang Q, Mao W, Cai D, Zhong Z, Mei J. Pan-cancer analysis of NFE2L2 mutations identifies a subset of lung cancers with distinct genomic and improved immunotherapy outcomes. Cancer Cell Int 2023; 23:229. [PMID: 37794491 PMCID: PMC10552358 DOI: 10.1186/s12935-023-03056-9] [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: 01/26/2023] [Accepted: 09/06/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND Mutations in the KEAP1-NFE2L2 signaling pathway were linked to increased tumorigenesis and aggressiveness. Interestingly, not all hotspot mutations on NFE2L2 were damaging; some even were activating. However, there was conflicting evidence about the association between NFE2L2 mutation and Nrf2-activating mutation and responsiveness to immune checkpoint inhibitors (ICIs) in non-small cell lung cancer (NSCLC) and other multiple cancers. METHODS The study with the largest sample size (n = 49,533) explored the landscape of NFE2L2 mutations and their impact response/resistance to ICIs using public cohorts. In addition, the in-house WXPH cohort was used to validate the efficacy of immunotherapy in the NFE2L2 mutated patients with NSCLC. RESULTS In two pan-cancer cohorts, Nrf2-activating mutation was associated with higher TMB value compared to wild-type. We identified a significant association between Nrf2-activating mutation and shorter overall survival in pan-cancer patients and NSCLC patients but not in those undergoing ICIs treatment. Similar findings were obtained in cancer patients carrying the NFE2L2 mutation. Furthermore, in NSCLC and other cancer cohorts, patients with NFE2L2 mutation demonstrated more objective responses to ICIs than patients with wild type. Our in-house WXPH cohort further confirmed the efficacy of immunotherapy in the NFE2L2 mutated patients with NSCLC. Lastly, decreased inflammatory signaling pathways and immune-depleted immunological microenvironments were enriched in Nrf2-activating mutation patients with NSCLC. CONCLUSIONS Our study found that patients with Nrf2-activating mutation had improved immunotherapy outcomes than patients with wild type in NSCLC and other tumor cohorts, implying that Nrf2-activating mutation defined a distinct subset of pan-cancers and might have implications as a biomarker for guiding ICI treatment, especially NSCLC.
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Affiliation(s)
- Kewei Wang
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Zixi Li
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Ying Xuan
- Department of Physiopathology, Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Yong Zhao
- Department of Thoracic Surgery, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Chao Deng
- Department of Physiopathology, Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Meidan Wang
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Chenjun Xie
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Fenglai Yuan
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China
| | - Qingfeng Pang
- Department of Physiopathology, Wuxi School of Medicine, Jiangnan University, Wuxi, China
| | - Wenjun Mao
- Department of Thoracic Surgery, The Affiliated Wuxi People's Hospital of Nanjing Medical University, No. 299 Qingyang Road, Wuxi, 214023, China.
| | - Dongyan Cai
- Department of Oncology, Affiliated Hospital of Jiangnan University, 200 Huihe Road, Wuxi, 214122, China.
| | - Zhangfeng Zhong
- Macao Centre for Research and Development in Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Macao, 999078, SAR, China.
| | - Jie Mei
- Institute of Integrated Traditional Chinese and Western Medicine, Affiliated Hospital of Jiangnan University, Wuxi, China.
- Department of Oncology, The Affiliated Wuxi People's Hospital of Nanjing Medical University, No. 299 Qingyang Road, Wuxi, 214023, China.
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10
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Petsouki E, Ender S, Sosa Cabrera SN, Heiss EH. AMPK-Mediated Phosphorylation of Nrf2 at S374/S408/S433 Favors Its βTrCP2-Mediated Degradation in KEAP1-Deficient Cells. Antioxidants (Basel) 2023; 12:1586. [PMID: 37627580 PMCID: PMC10451539 DOI: 10.3390/antiox12081586] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 08/04/2023] [Accepted: 08/07/2023] [Indexed: 08/27/2023] Open
Abstract
Nrf2 is a transcription factor facilitating cells' resilience against redox and various other forms of stress. In the absence of stressors, KEAP1 and/or βTrCP mediate the ubiquitination of Nrf2 and prevent Nrf2-dependent gene expression and detoxification. AMPK regulates cellular energy homeostasis and redox balance. Previous studies indicated a potential Nrf2-AMPK cooperativity. In line with this, our lab had previously identified three AMPK-dependent phosphorylation sites (S374/408/433) in Nrf2. Given their localization in or near the Neh6 domain, known to regulate βTrCP-mediated degradation, we examined whether they may influence the βTrCP-driven degradation of Nrf2. By employing expression plasmids for WT and triple mutant (TM)-Nrf2 (Nrf2S374/408/433→A), (co)immunoprecipitation, proximity ligation, protein half-life, knockdown, ubiquitination experiments, and qPCR in Keap1-null mouse embryonic fibroblasts, we show that TM-Nrf2S→A374/408/433 had enhanced stability due to impeded interaction with βTrCP2 and reduced ubiquitination in comparison to WT-Nrf2. In addition, TM-Nrf2 elicited higher expression of the Nrf2 target gene Gclc, potentiated in the presence of a pharmacological AMPK activator. Overall, we propose that AMPK-dependent phospho-sites of Nrf2 can favor its βTrCP2-mediated degradation and dampen the extent of Nrf2 target gene expression. Therefore, targeting AMPK might be able to diminish Nrf2-mediated responses in cells with overactive Nrf2 due to KEAP1 deficiency.
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Affiliation(s)
- Eleni Petsouki
- Department of Pharmaceutical Sciences, University of Vienna, 1090 Vienna, Austria; (S.E.); (S.N.S.C.); (E.H.H.)
| | - Sylvia Ender
- Department of Pharmaceutical Sciences, University of Vienna, 1090 Vienna, Austria; (S.E.); (S.N.S.C.); (E.H.H.)
| | - Shara Natalia Sosa Cabrera
- Department of Pharmaceutical Sciences, University of Vienna, 1090 Vienna, Austria; (S.E.); (S.N.S.C.); (E.H.H.)
- Vienna Doctoral School of Pharmaceutical, Nutritional and Sport Sciences, University of Vienna, 1090 Vienna, Austria
| | - Elke H. Heiss
- Department of Pharmaceutical Sciences, University of Vienna, 1090 Vienna, Austria; (S.E.); (S.N.S.C.); (E.H.H.)
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11
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Lyu F, Shang SY, Gao XS, Ma MW, Xie M, Ren XY, Liu MZ, Chen JY, Li SS, Huang L. Uncovering the Secrets of Prostate Cancer's Radiotherapy Resistance: Advances in Mechanism Research. Biomedicines 2023; 11:1628. [PMID: 37371723 PMCID: PMC10296152 DOI: 10.3390/biomedicines11061628] [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: 04/16/2023] [Revised: 05/20/2023] [Accepted: 06/01/2023] [Indexed: 06/29/2023] Open
Abstract
Prostate cancer (PCa) is a critical global public health issue with its incidence on the rise. Radiation therapy holds a primary role in PCa treatment; however, radiation resistance has become increasingly challenging as we uncover more about PCa's pathogenesis. Our review aims to investigate the multifaceted mechanisms underlying radiation therapy resistance in PCa. Specifically, we will examine how various factors, such as cell cycle regulation, DNA damage repair, hypoxic conditions, oxidative stress, testosterone levels, epithelial-mesenchymal transition, and tumor stem cells, contribute to radiation therapy resistance. By exploring these mechanisms, we hope to offer new insights and directions towards overcoming the challenges of radiation therapy resistance in PCa. This can also provide a theoretical basis for the clinical application of novel ultra-high-dose-rate (FLASH) radiotherapy in the era of PCa.
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Affiliation(s)
- Feng Lyu
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Shi-Yu Shang
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
- First Clinical Medical School, Hebei North University, Zhangjiakou 075000, China
| | - Xian-Shu Gao
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Ming-Wei Ma
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Mu Xie
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Xue-Ying Ren
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Ming-Zhu Liu
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Jia-Yan Chen
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Shan-Shi Li
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
| | - Lei Huang
- Department of Radiation Oncology, Peking University First Hospital, Beijing 100034, China; (F.L.); (S.-Y.S.); (M.-W.M.); (M.X.); (X.-Y.R.); (M.-Z.L.); (J.-Y.C.); (S.-S.L.); (L.H.)
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12
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Scalera S, Ricciuti B, Mazzotta M, Calonaci N, Alessi JV, Cipriani L, Bon G, Messina B, Lamberti G, Di Federico A, Pecci F, Milite S, Krasniqi E, Barba M, Vici P, Vecchione A, De Nicola F, Ciuffreda L, Goeman F, Fanciulli M, Buglioni S, Pescarmona E, Sharma B, Felt KD, Lindsay J, Rodig SJ, De Maria R, Caravagna G, Cappuzzo F, Ciliberto G, Awad MM, Maugeri-Saccà M. Clonal KEAP1 mutations with loss of heterozygosity share reduced immunotherapy efficacy and low immune cell infiltration in lung adenocarcinoma. Ann Oncol 2023; 34:275-288. [PMID: 36526124 DOI: 10.1016/j.annonc.2022.12.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 11/26/2022] [Accepted: 12/06/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND KEAP1 mutations have been associated with reduced survival in lung adenocarcinoma (LUAD) patients treated with immune checkpoint inhibitors (ICIs), particularly in the presence of STK11/KRAS alterations. We hypothesized that, beyond co-occurring genomic events, clonality prediction may help identify deleterious KEAP1 mutations and their counterparts with retained sensitivity to ICIs. PATIENTS AND METHODS Beta-binomial modelling of sequencing read counts was used to infer KEAP1 clonal inactivation by combined somatic mutation and loss of heterozygosity (KEAP1 C-LOH) versus partial inactivation [KEAP1 clonal diploid-subclonal (KEAP1 CD-SC)] in the Memorial Sloan Kettering Cancer Center (MSK) MetTropism cohort (N = 2550). Clonality/LOH prediction was compared to a streamlined clinical classifier that relies on variant allele frequencies (VAFs) and tumor purity (TP) (VAF/TP ratio). The impact of this classification on survival outcomes was tested in two independent cohorts of LUAD patients treated with immunotherapy (MSK/Rome N = 237; DFCI N = 461). Immune-related features were studied by exploiting RNA-sequencing data (TCGA) and multiplexed immunofluorescence (DFCI mIF cohort). RESULTS Clonality/LOH inference in the MSK MetTropism cohort overlapped with a clinical classification model defined by the VAF/TP ratio. In the ICI-treated MSK/Rome discovery cohort, predicted KEAP1 C-LOH mutations were associated with shorter progression-free survival (PFS) and overall survival (OS) compared to KEAP1 wild-type cases (PFS log-rank P = 0.001; OS log-rank P < 0.001). Similar results were obtained in the DFCI validation cohort (PFS log-rank P = 0.006; OS log-rank P = 0.014). In both cohorts, we did not observe any significant difference in survival outcomes when comparing KEAP1 CD-SC and wild-type tumors. Immune deconvolution and multiplexed immunofluorescence revealed that KEAP1 C-LOH and KEAP1 CD-SC differed for immune-related features. CONCLUSIONS KEAP1 C-LOH mutations are associated with an immune-excluded phenotype and worse clinical outcomes among advanced LUAD patients treated with ICIs. By contrast, survival outcomes of patients whose tumors harbored KEAP1 CD-SC mutations were similar to those with KEAP1 wild-type LUADs.
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Affiliation(s)
- S Scalera
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - B Ricciuti
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - M Mazzotta
- Medical Oncology Unit, Sandro Pertini Hospital, Rome, Italy
| | - N Calonaci
- Department of Mathematics and Geosciences, University of Trieste, Trieste, Italy
| | - J V Alessi
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - L Cipriani
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - G Bon
- Cellular Network and Molecular Therapeutic Target Unit, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - B Messina
- Clinical Trial Center, Biostatistics and Bioinformatics Division, IRCCS Regina Elena National Cancer Institute, Roma, Italy
| | - G Lamberti
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - A Di Federico
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - F Pecci
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - S Milite
- Department of Mathematics and Geosciences, University of Trieste, Trieste, Italy
| | - E Krasniqi
- Division of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - M Barba
- Division of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - P Vici
- UOSD Phase IV Studies, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - A Vecchione
- Department of Clinical and Molecular Medicine, Pathology Unit, Sant'Andrea Hospital, Sapienza University, Rome, Italy
| | - F De Nicola
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - L Ciuffreda
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - F Goeman
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - M Fanciulli
- SAFU Laboratory, Department of Research, Advanced Diagnostic, and Technological Innovation, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - S Buglioni
- Department of Pathology, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - E Pescarmona
- Department of Pathology, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - B Sharma
- ImmunoProfile, Brigham & Women's Hospital and Dana-Farber Cancer Institute, Boston, USA
| | - K D Felt
- ImmunoProfile, Brigham & Women's Hospital and Dana-Farber Cancer Institute, Boston, USA
| | - J Lindsay
- Knowledge Systems Group, Dana-Farber Cancer Institute, Boston, USA
| | - S J Rodig
- ImmunoProfile, Brigham & Women's Hospital and Dana-Farber Cancer Institute, Boston, USA; Department of Pathology, Brigham and Women's Hospital, Boston, USA
| | - R De Maria
- Dipartimento di Medicina e Chirurgia Traslazionale, Università Cattolica del Sacro Cuore, Rome, Italy; Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - G Caravagna
- Department of Mathematics and Geosciences, University of Trieste, Trieste, Italy
| | - F Cappuzzo
- Division of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - G Ciliberto
- Scientific Direction, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - M M Awad
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, USA
| | - M Maugeri-Saccà
- Clinical Trial Center, Biostatistics and Bioinformatics Division, IRCCS Regina Elena National Cancer Institute, Roma, Italy; Division of Medical Oncology 2, IRCCS Regina Elena National Cancer Institute, Rome, Italy.
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13
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Lebow ES, Shepherd A, Eichholz JE, Offin M, Gelblum DY, Wu AJ, Simone CB, Schoenfeld AJ, Jones DR, Rimner A, Chaft JE, Riaz N, Gomez DR, Shaverdian N. Analysis of Tumor Mutational Burden, Progression-Free Survival, and Local-Regional Control in Patents with Locally Advanced Non-Small Cell Lung Cancer Treated With Chemoradiation and Durvalumab. JAMA Netw Open 2023; 6:e2249591. [PMID: 36602799 PMCID: PMC9856786 DOI: 10.1001/jamanetworkopen.2022.49591] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023] Open
Abstract
IMPORTANCE The addition of consolidative durvalumab to chemoradiation has improved disease control and survival in locally advanced non-small cell lung cancer (NSCLC). However, there remains a need to identify biomarkers for response to this therapy to allow for risk adaptation and personalization. OBJECTIVES To evaluate whether TMB or other variants associated with radiation response are also associated with outcomes following definitive chemoradiation and adjuvant durvalumab among patients with locally advanced unresectable NSCLC. DESIGN, SETTING, AND PARTICIPANTS This cohort study included consecutive patients with unresectable locally advanced NSCLC treated with chemoradiation and adjuvant durvalumab between November 2013 and March 2020 who had prospective comprehensive genomic profiling. This study was completed at a multisite tertiary cancer center. The median (IQR) follow-up time was 26 (21-36) months. Statistical analysis was conducted from April to October 2022. EXPOSURES Patients were grouped into TMB-high (≥10 mutations/megabase [mt/Mb]) and TMB-low (<10 mt/Mb) groups and were additionally evaluated by the presence of somatic alterations associated with radiation resistance (KEAP1/NFE2L2) or radiation sensitivity (DNA damage repair pathway). MAIN OUTCOMES AND MEASURES The primary outcomes were 24-month local-regional failure (LRF) and progression-free survival (PFS). RESULTS In this cohort study of 81 patients (46 [57%] male patients; median [range] age, 67 [45-85] years), 36 patients (44%) had TMB-high tumors (≥10 mt/Mb). Patients with TMB-high vs TMB-low tumors had markedly lower 24-month LRF (9% [95% CI, 0%-46%] vs 51% [95% CI, 36%-71%]; P = .001) and improved 24-month PFS (66% [95% CI, 54%-84%] vs 27% [95% CI, 13%-40%]; P = .003). The 24-month LRF was 52% (95% CI, 25%-84%) among patients with KEAP1/NFE2L2-altered tumors compared with 27% (95% CI, 17%-42%) among patients with KEAP1/NFE2L2-wildtype tumors (P = .05). On Cox analysis, only TMB status was associated with LRF (hazard ratio [HR], 0.17; 95% CI, 0.03-0.64; P = .02) and PFS (HR, 0.45; 95% CI, 0.21-0.90; P = .03). Histology, disease stage, Eastern Cooperative Oncology Group status, programmed cell death ligand 1 expression, and pathogenic KEAP1/NFE2L2, KRAS, and DNA damage repair pathway alterations were not significantly associated with LRF or PFS. CONCLUSIONS AND RELEVANCE In this cohort study, TMB-high status was associated with improved local-regional control and PFS after definitive chemoradiation and adjuvant durvalumab. TMB status may facilitate risk-adaptive radiation strategies in unresectable locally advanced NSCLC.
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Affiliation(s)
- Emily S. Lebow
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Annemarie Shepherd
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jordan E. Eichholz
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Michael Offin
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Daphna Y. Gelblum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Abraham J. Wu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles B. Simone
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Adam J. Schoenfeld
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - David R. Jones
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Andreas Rimner
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jamie E. Chaft
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Daniel R. Gomez
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Narek Shaverdian
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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14
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Wang Y, Xing L, Deng L, Wang X, Xu D, Wang B, Zhang Z. Clinical Characterization of the Expression of Insulin-Like Growth Factor Binding Protein 1 and Tumor Immunosuppression Caused by Ferroptosis of Neutrophils in Non-Small Cell Lung Cancer. Int J Gen Med 2023; 16:997-1015. [PMID: 36974063 PMCID: PMC10039630 DOI: 10.2147/ijgm.s401225] [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: 01/10/2023] [Accepted: 02/28/2023] [Indexed: 03/29/2023] Open
Abstract
Purpose The efficacy of immunotherapy for non-small cell lung cancer (NSCLC) is limited owing to cold tumors and drug resistance. Therefore, it is important to identify the molecular mechanisms underlying immune evasion in NSCLC. Spontaneous ferroptosis of neutrophils has been suggested as a key mechanism of immunosuppression in cancer. Insulin-like growth factor binding protein 1 (IGFBP1) plays an important role in immune infiltration in several cancers. However, the role of IGFBP1 in NSCLC is unknown. Therefore, in this study, we aimed to investigate the association of IGFBP1 mRNA expression with infiltration of myeloid-derived suppressor cells and prognosis in NSCLC. Patients and Methods Retrospective RNA-seq data from 990 patients in the Cancer Genome Atlas (TCGA) database were analyzed in relation to patient clinical characteristics. The Timer2 database was used to assess immune infiltration, and the FerrDb V2 database was used to obtain ferroptosis-related genes. Finally, the results were validated by the proteomic analysis of serum samples collected from six patients with NSCLC and six healthy individuals. Results IGFBP1 expression was enriched in lung adenocarcinoma samples and positively correlated with the pathological grade of NSCLC. IGFBP1 expression was an independent prognostic factor for the overall survival of patients with NSCLC. In addition, IGFBP1 expression correlated with myeloid-derived suppressor cell infiltration. Notably, Gene Ontology analysis of IGFBP1-related genes revealed that the major molecular functions of their protein products were related to NADP+ 1-oxidoreductase activity. Furthermore, expression levels of multiple ferroptosis suppressor genes positively correlated with IGFBP1 expression. Conclusion High IGFBP1 expression indicates a poor prognosis in patients with NSCLC, which may be related to tumor immunosuppression caused by neutrophil ferroptosis.
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Affiliation(s)
- Yuandi Wang
- Graduate School, Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Lijuan Xing
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Lexiu Deng
- Graduate School, Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Xinsheng Wang
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Dandan Xu
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Bu Wang
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
| | - Zhihua Zhang
- Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China
- Correspondence: Zhihua Zhang, Department of Respiratory and Critical Care Clinical Medicine, The First Affiliated Hospital of Hebei North University, Zhangjiakou City, Hebei Province, People’s Republic of China, Tel +86 0313 8033598, Email
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15
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Qin H, Sheng W, Zhang G, Yang Q, Yao S, Yue Y, Zhang P, Zhu Y, Wang Q, Chen Y, Zeng H, Weng J, Yu F, Yang J. Comprehensive analysis of cuproptosis-related prognostic gene signature and tumor immune microenvironment in HCC. Front Genet 2023; 14:1094793. [PMID: 36891150 PMCID: PMC9986498 DOI: 10.3389/fgene.2023.1094793] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Accepted: 02/06/2023] [Indexed: 02/22/2023] Open
Abstract
Background: Copper is an indispensable mineral element involved in many physiological metabolic processes. Cuproptosis is associated with a variety of cancer such as hepatocellular carcinoma (HCC). The objective of this study was to examine the relationships between the expression of cuproptosis-related genes (CRGs) and tumor characteristics, including prognosis and microenvironment of HCC. Methods: The differentially expressed genes (DEGs) between high and low CRGs expression groups in HCC samples were identified, and further were analyzed for functional enrichment analysis. Then, CRGs signature of HCC was constructed and analyzed utilizing LASSO and univariate and multivariate Cox regression analysis. Prognostic values of CRGs signature were evaluated by Kaplan-Meier analysis, independent prognostic analysis and nomograph. The expression of prognostic CRGs was verified by Real-time quantitative PCR (RT-qPCR) in HCC cell lines. In addition, the relationships between prognostic CRGs expression and the immune infiltration, tumor microenvironment, antitumor drugs response and m6A modifications were further explored using a series of algorithms in HCC. Finally, ceRNA regulatory network based on prognostic CRGs was constructed. Results: The DEGs between high and low CRG expression groups in HCC were mainly enriched in focal adhesion and extracellular matrix organization. Besides, we constructed a prognostic model that consists of CDKN2A, DLAT, DLST, GLS, and PDHA1 CRGs for predicting the survival likelihood of HCC patients. And the elevated expression of these five prognostic CRGs was substantially in HCC cell lines and associated with poor prognosis. Moreover, immune score and m6A gene expression were higher in the high CRG expression group of HCC patients. Furthermore, prognostic CRGs have higher mutation rates in HCC, and are significantly correlated with immune cell infiltration, tumor mutational burden, microsatellite instability, and anti-tumor drug sensitivity. Then, eight lncRNA-miRNA-mRNA regulatory axes that affected the progression of HCC were predicted. Conclusion: This study demonstrated that the CRGs signature could effectively evaluate prognosis, tumor immune microenvironment, immunotherapy response and predict lncRNA-miRNA-mRNA regulatory axes in HCC. These findings extend our knowledge of cuproptosis in HCC and may inform novel therapeutic strategies for HCC.
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Affiliation(s)
- Haotian Qin
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Weibei Sheng
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | | | - Qi Yang
- Department of Medical Ultrasound, Peking University Shenzhen Hospital, Shenzhen, China
| | - Sen Yao
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Yaohang Yue
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Peng Zhang
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Yuanchao Zhu
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Qichang Wang
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Yixiao Chen
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Hui Zeng
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Jian Weng
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Fei Yu
- National and Local Joint Engineering Research Center of Orthopaedic Biomaterials, Peking University Shenzhen Hospital, Shenzhen, China.,Department of Bone and Joint Surgery, Peking University Shenzhen Hospital, Shenzhen, China
| | - Jun Yang
- Department of Radiology, Peking University Shenzhen Hospital, Shenzhen, China
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16
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Hofman V, Heeke S, Bontoux C, Chalabreysse L, Barritault M, Bringuier PP, Fenouil T, Benzerdjeb N, Begueret H, Merlio JP, Caumont C, Piton N, Sabourin JC, Evrard S, Syrykh C, Vigier A, Brousset P, Mazieres J, Long-Mira E, Benzaquen J, Boutros J, Allegra M, Tanga V, Lespinet-Fabre V, Salah M, Bonnetaud C, Bordone O, Lassalle S, Marquette CH, Ilié M, Hofman P. Ultrafast Gene Fusion Assessment for Nonsquamous NSCLC. JTO Clin Res Rep 2022; 4:100457. [PMID: 36718140 PMCID: PMC9883235 DOI: 10.1016/j.jtocrr.2022.100457] [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: 10/18/2022] [Revised: 12/23/2022] [Accepted: 12/27/2022] [Indexed: 12/31/2022] Open
Abstract
Introduction Gene fusion testing of ALK, ROS1, RET, NTRK, and MET exon 14 skipping mutations is guideline recommended in nonsquamous NSCLC (NS-NSCLC). Nevertheless, assessment is often hindered by the limited availability of tissue and prolonged next-generation sequencing (NGS) testing, which can protract the initiation of a targeted therapy. Therefore, the development of faster gene fusion assessment is critical for optimal clinical decision-making. Here, we compared two ultrafast gene fusion assays (UFGFAs) using NGS (Genexus, Oncomine Precision Assay, Thermo Fisher Scientific) and a multiplex reverse-transcriptase polymerase chain reaction (Idylla, GeneFusion Assay, Biocartis) approach at diagnosis in a retrospective series of 195 NS-NSCLC cases and five extrapulmonary tumors with a known NTRK fusion. Methods A total of 195 NS-NSCLC cases (113 known gene fusions and 82 wild-type tumors) were included retrospectively. To validate the detection of a NTRK fusion, we added five NTRK-positive extrathoracic tumors. The diagnostic performance of the two UFGFAs and standard procedures was compared. Results The accuracy was 92.3% and 93.1% for Idylla and Genexus, respectively. Both systems improved the sensitivity for detection by including a 5'-3' imbalance analysis. Although detection of ROS1, MET exon 14 skipping, and RET was excellent with both systems, ALK fusion detection was reduced with sensitivities of 87% and 88%, respectively. Idylla had a limited sensitivity of 67% for NTRK fusions, in which only an imbalance assessment was used. Conclusions UFGFA using NGS and reverse-transcriptase polymerase chain reaction approaches had an equal level of detection of gene fusion but with some technique-specific limitations. Nevertheless, UFGFA detection in routine clinical care is feasible with both systems allowing faster initiation of therapy and a broad degree of screening.
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Affiliation(s)
- Véronique Hofman
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France
| | - Simon Heeke
- Department of Thoracic/Head & Neck Medical Oncology, the University of Texas, MD Anderson Cancer Center, Houston, Texas
| | - Christophe Bontoux
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France
| | - Lara Chalabreysse
- Department of Pathology, Hospices Civils de Lyon, Groupement Hospitalier Est - HCL, Bron, France, University Claude Bernard, Lyon, France
| | - Marc Barritault
- Department of Pathology, Molecular Biology of Tumors, Hospices Civils de Lyon, Groupement Hospitalier Est - HCL, Bron, France
| | - Pierre Paul Bringuier
- Department of Pathology, Molecular Biology of Tumors, Hospices Civils de Lyon, Groupement Hospitalier Est - HCL, Bron, France
| | - Tanguy Fenouil
- Department of Pathology, Hospices Civils de Lyon, Groupement Hospitalier Est - HCL, Bron, France, University Claude Bernard, Lyon, France
| | - Nazim Benzerdjeb
- Department of Pathology, Hospices Civils de Lyon, Hôpital Lyon Sud, Pierre-Bénite, France, University Claude Bernard, Lyon, France,Department of Cancer Cell Plasticity, Cancer Research Center of Lyon, INSERM U1052, CNRS UMR5286, Lyon, France
| | - Hugues Begueret
- Department of Pathology, Centre Hospitalier Universitaire Bordeaux, Hôpital Haut-Lévêque, Pessac, France
| | - Jean Philippe Merlio
- Department of Histology and Molecular Pathology of Tumors, Centre Hospitalier Universitaire Bordeaux, Pessac, France
| | - Charline Caumont
- Department of Histology and Molecular Pathology of Tumors, Centre Hospitalier Universitaire Bordeaux, Pessac, France
| | - Nicolas Piton
- Department of Pathology and INSERM U1245, CHU de Rouen, Normandie Université, Rouen, France
| | | | - Solène Evrard
- Department of Pathology, IUCT-Oncopole, Toulouse, France
| | | | - Anna Vigier
- Department of Pathology, IUCT-Oncopole, Toulouse, France
| | | | - Julien Mazieres
- Department of Pneumology, CHU Toulouse-Hôpital Larrey, Université Paul Sabatier, Toulouse, France
| | - Elodie Long-Mira
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France
| | - Jonathan Benzaquen
- FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France,Department of Pulmonary Medicine and Thoracic Oncology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France
| | - Jacques Boutros
- FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France,Department of Pulmonary Medicine and Thoracic Oncology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France
| | - Maryline Allegra
- Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France
| | - Virginie Tanga
- Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France
| | - Virginie Lespinet-Fabre
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France
| | - Myriam Salah
- Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France
| | | | - Olivier Bordone
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France
| | - Sandra Lassalle
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France
| | - Charles-Hugo Marquette
- FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France,Department of Pulmonary Medicine and Thoracic Oncology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France
| | - Marius Ilié
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France
| | - Paul Hofman
- Laboratory of Clinical and Experimental Pathology, Centre Hospitalier Universitaire de Nice, Université Côte d’Azur, Nice, France,Hospital-Integrated Biobank (BB-0033-00025), Hôpital Pasteur, Nice, France,FHU OncoAge, Hôpital Pasteur, Université Côte d’Azur, Nice, France,Inserm U1081, CNRS UMR 7413, IRCAN, Nice, France,Corresponding author. Address for correspondence: Paul Hofman, MD, PhD, Laboratoire de Pathologie Clinique et Expérimentale, Centre Hospitalier Universitaire de Nice, Hôpital Pasteur, 30 Voie Romaine, 06000 Nice, France.
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17
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Terao R, Ahmed T, Suzumura A, Terasaki H. Oxidative Stress-Induced Cellular Senescence in Aging Retina and Age-Related Macular Degeneration. Antioxidants (Basel) 2022; 11:2189. [PMID: 36358561 PMCID: PMC9686487 DOI: 10.3390/antiox11112189] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 11/02/2022] [Accepted: 11/03/2022] [Indexed: 07/30/2023] Open
Abstract
Aging leads to a gradual decline of function in multiple organs. Cataract, glaucoma, diabetic retinopathy, and age-related macular degeneration (AMD) are age-related ocular diseases. Because their pathogenesis is unclear, it is challenging to combat age-related diseases. Cellular senescence is a cellular response characterized by cell cycle arrest. Cellular senescence is an important contributor to aging and age-related diseases through the alteration of cellular function and the secretion of senescence-associated secretory phenotypes. As a driver of stress-induced premature senescence, oxidative stress triggers cellular senescence and age-related diseases by inducing senescence markers via reactive oxygen species and mitochondrial dysfunction. In this review, we focused on the mechanism of oxidative stress-induced senescence in retinal cells and its role in the pathogenesis of AMD.
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Affiliation(s)
- Ryo Terao
- Department of Ophthalmology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8654, Japan
- Department of Ophthalmology & Visual Sciences, Washington University School of Medicine in St. Louis, St. Louis, MO 63110, USA
| | - Tazbir Ahmed
- Department of Ophthalmology, Graduate School of Medicine, The University of Tokyo, Tokyo 113-8654, Japan
| | - Ayana Suzumura
- Department of Ophthalmology, Graduate School of Medicine, Nagoya University, Nagoya 466-8550, Japan
| | - Hiroko Terasaki
- Institutes of Innovation for Future Society, Nagoya University, Nagoya 464-8601, Japan
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18
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Gu X, Wei S, Li Z, Xu H. Machine learning reveals two heterogeneous subtypes to assist immune therapy based on lipid metabolism in lung adenocarcinoma. Front Immunol 2022; 13:1022149. [PMID: 36238302 PMCID: PMC9551187 DOI: 10.3389/fimmu.2022.1022149] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 09/12/2022] [Indexed: 12/24/2022] Open
Abstract
Background Lipid metabolism pivotally contributes to the incidence and development of lung adenocarcinoma (LUAD). The interaction of lipid metabolism and tumor microenvironment (TME) has become a new research direction. Methods Using the 1107 LUAD records from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases, a comprehensive exploration was performed on the heterogeneous lipid metabolism subtypes based on lipid metabolism genes (LMGs) and immune-related genes (LRGs). The clinical significance, functional status, TME interaction and genomic changes of different subtypes were further studied. A new scoring system, lipid-immune score (LIS), was developed and validated. Results Two heterogeneous subtypes, which express more LMGs and show the characteristics of tumor metabolism and proliferation, are defined as lipid metabolism phenotypes. The prognosis of lipid metabolism phenotype is poor, and it is more common in patients with tumor progression. Expressing more IRGs, enrichment of immunoactive pathways and infiltration of effector immune cells are defined as immunoactive phenotypes. The immunoactive phenotype has a better prognosis and stronger anti-tumor immunity and is more sensitive to immunotherapy. In addition, KEAP1 is a driving mutant gene in the lipid metabolism subtype. Finally, LIS was developed and confirmed to be a robust predictor of overall survival (OS) and immunotherapy in LUAD patients. Conclusion Two heterogeneous subtypes of LUAD (lipid metabolism subtype and immune activity subtype) were identified to evaluate prognosis and immunotherapy sensitivity. Our research promotes the understanding of the interaction between lipid metabolism and TME and offers a novel direction for clinical management and precision therapy aimed to LUAD patients.
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Affiliation(s)
- Xuyu Gu
- School of Medicine, Southeast University, Nanjing, China
| | - Shiyou Wei
- Department of Anesthesiology, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Zhixin Li
- Department of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, China
- *Correspondence: Huan Xu, ; Zhixin Li,
| | - Huan Xu
- Department of Anesthesiology, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, Shanghai, China
- *Correspondence: Huan Xu, ; Zhixin Li,
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19
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Integrated cohort of esophageal squamous cell cancer reveals genomic features underlying clinical characteristics. Nat Commun 2022; 13:5268. [PMID: 36071046 PMCID: PMC9452532 DOI: 10.1038/s41467-022-32962-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Accepted: 08/25/2022] [Indexed: 11/08/2022] Open
Abstract
Esophageal squamous cell cancer (ESCC) is the major pathologic type of esophageal cancer in Asian population. To systematically evaluate the mutational features underlying clinical characteristics, we establish the integrated dataset of ESCC-META that consists of 1930 ESCC genomes from 33 datasets. The data process pipelines lead to well homogeneity of this integrated cohort for further analysis. We identified 11 mutational signatures in ESCC, some of which are related to clinical features, and firstly detect the significant mutated hotspots in TGFBR2 and IRF2BPL. We screen the survival related mutational features and found some genes had different prognostic impacts between early and late stage, such as PIK3CA and NFE2L2. Based on the results, an applicable approach of mutational score is proposed and validated to predict prognosis in ESCC. As an open-sourced, quality-controlled and updating mutational landscape, the ESCC-META dataset could facilitate further genomic and translational study in this field.
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20
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Yang Z, Tian H, Li L, Li C, Xu J, Bie F, Chen Y, Tian Y, Bai G, Peng Y, Yang J, Fan T, Xiao C, Liu W, Liu L, Li R, Sun S, Zheng B, Tan F, Ying J, Li C, Gao S, He J. PSC subtyping based on TTF-1 and p40 expression reveals distinct molecular characteristics and therapeutic strategies. Int J Cancer 2022; 151:717-729. [PMID: 35612583 DOI: 10.1002/ijc.34137] [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: 11/26/2021] [Revised: 04/26/2022] [Accepted: 05/11/2022] [Indexed: 11/10/2022]
Abstract
Pulmonary sarcomatoid carcinoma (PSC) is a unique form of poorly differentiated non-small cell lung cancer (NSCLC) and is notorious for its highly malignant nature and dismal prognosis. To introduce effective treatment for PSC patients, precise subtyping of PSC is demanding. In our study, TTF-1 and P40 immunohistochemistry (IHC) staining were applied to 56 PSC patients with multi-omics data. According to IHC results, we categorized these patients into three subgroups and profiled their molecular contexture using bioinformatic skills. IHC results classified these patients into three subgroups: TTF-1 positive subgroup (n=27), P40 positive subgroup (n=15), and double-negative subgroup (n=14). Spindle cell samples accounted for 35.71% (5/14) of double-negative patients, higher than others (p=0.034). The three subgroups were heterogeneous in the genomic alteration spectrum, showing significant differences in the RTK/RAS pathway (p=0.004) and the cell cycle pathway (p=0.030). The methylation profile of the double-negative subgroup was between the other two subgroups. In similarity analysis, the TTF-1 and p40 subgroups were closely related to LUAD and LUSC, respectively. The TTF-1 positive subgroup had the highest leukocyte fraction (LF) among several cancer types, and the tumor mutation burden (TMB) of the p40 positive subgroup ranked third in the TMB list, suggesting the applicability of immunotherapy for PSC. The study established a new subtyping method of PSC based on IHC results and reveals 3 subgroups with distinct molecular features, providing evidence for refined stratification in the treatment of PSC. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Zhenlin Yang
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - He Tian
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lin Li
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chao Li
- Department of Thoracic Surgery, Rizhao Central Hospital, Rizhao, China
| | - Jiachen Xu
- Department of Medical Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fenglong Bie
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Ying Chen
- Department of Thoracic Surgery I, the Third Affiliated Hospital of Kunming Medical University (Yunnan Cancer Hospital, Yunnan Cancer Center), Kunming, China
| | - Yanhua Tian
- Department of Thoracic Surgery/Head & Neck Medical Oncology, UT MD Anderson Cancer Center, Houston, TX, USA
| | - Guangyu Bai
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yue Peng
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Junhui Yang
- Genetron Health (Beijing) Co. Ltd., Beijing, China
| | - Tao Fan
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chu Xiao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Wenchao Liu
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Lei Liu
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Renda Li
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Sijin Sun
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Bo Zheng
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Fengwei Tan
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jianming Ying
- Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Chunxiang Li
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Shugeng Gao
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Jie He
- Department of Thoracic Surgery, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Liang M, Wang L, Sun Z, Chen X, Wang H, Qin L, Zhao W, Geng B. E3 ligase TRIM15 facilitates non-small cell lung cancer progression through mediating Keap1-Nrf2 signaling pathway. Cell Commun Signal 2022; 20:62. [PMID: 35534896 PMCID: PMC9082862 DOI: 10.1186/s12964-022-00875-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 04/07/2022] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Recent studies have indicated that some members of the tripartite motif (TRIM) proteins function as important regulators for non-small cell lung cancer (NSCLC), However, the regulatory mechanism underpinning aberrant expression of TRIM in NSCLC remains unclear. Here we report that TRIM15 plays important roles in NSCLC progression through modulating Keap1-Nrf2 signaling pathway. METHODS TRIM15 expression was evaluated by western blot analysis, tissue microarray-based immunohistochemistry analysis. The interactions between TRIM15 and Keap1 were analyzed by co-immunoprecipitation (Co-IP) and immunofluorescence co-localization assay. The correlation between TRIM15 and Keap1 was measured by Co-IP and ubiquitination analysis in vitro. Gain- and lost-of-function experiments were used to detect TRIM15 promotes proliferation and invasion of NSCLC cells both in vitro and vivo. RESULTS Here, we revealed that TRIM15 was frequently upregulated in NSCLC samples and associated with poor prognosis. Functionally, TRIM15 knockdown resulted in decreased cancer cell proliferation and metastasis, whereas ectopic TRIM15 expression facilitated tumor cancer cell proliferation and metastasis in vitro and in vivo. Moreover, TRIM15 promoted cell proliferation and metastasis depends on its E3 ubiquitin ligase. Mechanistically, TRIM15 directly targeted Keap1 by ubiquitination and degradation, the principal regulator of Nrf2 degradation, leading to Nrf2 escaping from Keap1-mediated degradation, subsequently promoting antioxidant response and tumor progression. CONCLUSIONS Therefore, our study characterizes the pivotal roles of TRIM15 promotes NSCLC progression via Nrf2 stability mediated by promoting Keap1 ubiquitination and degradation and could be a valuable prognostic biomarker and a potential therapeutic target in NSCLC. Video Abstract.
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Affiliation(s)
- Manman Liang
- Department of Internal Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, Wuhu, 241000, Anhui, China
| | - Lijing Wang
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China
| | - Zhengui Sun
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China
| | - Xingwu Chen
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China
| | - Hanli Wang
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China
| | - Lilong Qin
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China
| | - Wenying Zhao
- Department of Medical Oncology, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, Wuhu, 241000, Anhui, China
| | - Biao Geng
- Department of Respiratory Medicine, Yijishan Hospital, The First Affiliated Hospital of Wannan Medical College, 2 Zheshan West Road, Wuhu, 241000, Anhui, China.
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22
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Greystoke A. Re-evaluating Subsequent Treatment Options in Non-small Cell Lung Cancer in the Era of Immune Checkpoint Inhibitors. Clin Oncol (R Coll Radiol) 2022; 34:469-471. [PMID: 35474003 DOI: 10.1016/j.clon.2022.04.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 03/18/2022] [Accepted: 04/08/2022] [Indexed: 11/03/2022]
Affiliation(s)
- A Greystoke
- Translational and Clinical Research Institute, Newcastle University Centre for Cancer, Newcastle University, Newcastle upon Tyne, UK; Northern Centre for Cancer Care, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK.
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Concise Review: Gene of The Month KEAP1-mutant non-small cell lung cancer: the catastrophic failure of a cell-protecting hub. J Thorac Oncol 2022; 17:751-757. [DOI: 10.1016/j.jtho.2022.03.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 02/21/2022] [Accepted: 03/15/2022] [Indexed: 11/19/2022]
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Hellyer JA, White MN, Gardner RM, Cunanan K, Padda SK, Das M, Ramchandran K, Neal JW, Wakelee HA. Impact of Tumor Suppressor Gene Co-Mutations on Differential Response to EGFR TKI Therapy in EGFR L858R and Exon 19 Deletion Lung Cancer. Clin Lung Cancer 2021; 23:264-272. [PMID: 34838441 DOI: 10.1016/j.cllc.2021.09.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 09/17/2021] [Accepted: 09/17/2021] [Indexed: 12/17/2022]
Abstract
BACKGROUND In most studies, patients with EGFR L858R mutant non-small cell lung cancer (NSCLC) have a shorter duration of response to EGFR tyrosine kinase inhibitor (TKI) therapy than do patients with EGFR exon 19 deletion NSCLC. The role that co-mutations play in this observation is unknown. METHODS We performed a single-institution retrospective analysis of patients with EGFR-mutant NSCLC (exon 19 deletion or L858R mutation) who received frontline EGFR TKI for metastatic disease between 2014 and 2019, and who had STAMP next-generation sequencing (NGS), a 130-gene platform. Time to treatment failure (TTF) and overall survival were calculated using Cox models adjusted for age, race, and brain metastases. Co-mutations in key tumor suppressor genes (TP53, RB1, KEAP1, CDKN2A, or CTNNB1) were identified and their effects on outcomes were evaluated. Analyses were stratified according to receipt of osimertinib versus nonosimertinib as frontline EGFR TKI. RESULTS Of 137 patients, 72 (57%) had EGFR exon 19 deletions and 65 (43%) had EGFR L858R mutations. Median TTF and OS on frontline TKI was shorter for the L858R cohort versus the exon 19 deletion cohort in univariate analysis. In adjusted models, this difference persisted for TTF but was no longer significant for OS. The difference in TTF in L858R mutant tumors was driven by the presence of co-mutations in key tumor suppressor genes. CONCLUSION Patients with metastatic NSCLC with mutations in EGFR L858R had shorter TTF on frontline TKI compared to patients with EGFR exon 19 deletions. Co-mutations in tumor suppressor genes may play an important role in the differential response to TKI therapy.
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Affiliation(s)
- Jessica A Hellyer
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | - Maya N White
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | - Rebecca M Gardner
- Quantitative Sciences Unit, Stanford School of Medicine, Stanford, CA
| | - Kristen Cunanan
- Quantitative Sciences Unit, Stanford School of Medicine, Stanford, CA
| | - Sukhmani K Padda
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | - Millie Das
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA; Veterans Affairs Palo Alto Healthcare System, Palo Alto, CA
| | - Kavitha Ramchandran
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | - Joel W Neal
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA
| | - Heather A Wakelee
- Stanford Cancer Institute/Stanford University School of Medicine, Stanford, CA.
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25
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KEAP1 and TP53 frame genomic, evolutionary and immunological subtypes of lung adenocarcinoma with different sensitivity to immunotherapy. J Thorac Oncol 2021; 16:2065-2077. [PMID: 34450259 DOI: 10.1016/j.jtho.2021.08.010] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 08/12/2021] [Accepted: 08/18/2021] [Indexed: 11/23/2022]
Abstract
INTRODUCTION The connection between driver mutations and efficacy of immune-checkpoint inhibitors (ICIs) is the focus of intense investigations. In lung adenocarcinoma (LUAD), KEAP1/STK11 alterations have been tied to immunoresistance. Nevertheless, the heterogeneity characterizing immunotherapy efficacy suggests the contribution of still unappreciated events. METHODS Somatic interaction analysis of top-ranking mutant genes in LUAD was carried out in the AARC project GENIE (N=6208). Mutational processes, intratumor heterogeneity, evolutionary trajectories, immunological features and cancer-associated signatures were investigated exploiting multiple datasets (AACR GENIE, TCGA, TRACERx). The impact of the proposed subtyping on survival outcomes was assessed in two independent cohorts of ICI-treated patients: the tissue-based sequencing cohort (Rome/MSKCC/DFCI, tNGS cohort, N=343) and the blood-based sequencing cohort (OAK/POPLAR trials, bNGS cohort, N=304). RESULTS Observing the neutral interaction between KEAP1 and TP53, KEAP1/TP53-based subtypes were dissected at the molecular and clinical level. KEAP1 single-mutant (KEAP1 SM) and KEAP1/TP53 double-mutant (KEAP1/TP53 DM) LUAD share a transcriptomic profile characterized by AKR gene overexpression, which are under the control of a productive super-enhancer with NEF2L2-binding signals. Nevertheless, KEAP1 SM and KEAP1/TP53 DM tumors differ by mutational repertoire, degree of intratumor heterogeneity, evolutionary trajectories, pathway-level signatures and immune microenvironment composition. In both cohorts (bNGS and tNGS), KEAP1 SM tumors had the shortest survival, the KEAP1/TP53 DM subgroup had intermediate prognosis matching that of pure TP53 LUAD, whereas the longest survival was noticed in the double-wild-type group. CONCLUSIONS Our data provide a framework for genomically-informed immunotherapy, highlighting the importance of multi-modal data integration to achieve a clinically exploitable taxonomy.
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Dempke WCM, Reck M. KEAP1/NRF2 (NFE2L2) mutations in NSCLC - Fuel for a superresistant phenotype? Lung Cancer 2021; 159:10-17. [PMID: 34303275 DOI: 10.1016/j.lungcan.2021.07.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Revised: 07/04/2021] [Accepted: 07/10/2021] [Indexed: 12/18/2022]
Abstract
The transcription factor NRF2 (nuclear factor E2-related factor 2) (also known as nuclear factor, erythroid 2 like 2 [NFE2L2]) is the master regulator of cellular antioxidant responses. NRF2 is repressed by interaction with a redox-sensitive protein KEAP1 (Kelch-like ECH-associated protein 1). Dysregulation of KEAP1/NRF2 transcriptional activity has been associated with the pathogenesis of multiple diseases, and the KEAP1/NRF2 axis has emerged to be the most important modulator of cellular homeostasis. Oxidative stress plays an important role in the initiation and progression of many chronic diseases, including diabetes, cancer, and neurodegenerative diseases. Although its role in immunotherapy is still somewhat controversial, it is well documented from clinical studies that KEAP1/NRF2 mutations in NSCLCs are associated with resistance to various cancer treatments including chemotherapy, X-irradiation, TKI treatment, and a shorter OS and currently available results from clinical trials suggest that KEAP1/NRF2 mutations can be used as a prognostic biomarker (poorer prognosis) for determining prognosis following immunotherapy and a predictive marker for chemo-, radio-, immunotherapy- and TKI-resistance. Despite overwhelming enthusiasm about the various KEAP1/NRF2 inhibitors that have been described during the last decades, none of these inhibitors are currently explored in clinical trials or in clinical applications which clearly add weight to the proposal that the development of these inhibitors remains challenging, but will be beneficial for novel treatment approaches in NSCLC in the near future. In this review we highlight the molecular features, the key components, and possible inhibitors of the KEAP1/NRF2 pathway, its role as prognostic and predictive biomarker, and the resulting clinical implications in NSCLC patients.
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Affiliation(s)
- Wolfram C M Dempke
- University Clinic LMU Munich, Medical Clinic III, Marchioninistr. 15, D-81377 Munich, Germany.
| | - Martin Reck
- Department of Thoracic Oncology, Airway Research Center North, German Center for Lung Research, LungenClinic, Wöhrendamm 80, D-22927 Grosshansdorf, Germany
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27
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Liu GY, Zhang W, Chen XC, Wu WJ, Wan SQ. Diagnostic and Prognostic Significance of Keap1 mRNA Expression for Lung Cancer Based on Microarray and Clinical Information from Oncomine Database. Curr Med Sci 2021; 41:597-609. [PMID: 34169426 DOI: 10.1007/s11596-021-2378-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Accepted: 01/21/2021] [Indexed: 11/29/2022]
Abstract
We performed a bioinformatics analysis with validation by multiple databases, aiming to evaluate the diagnostic and prognostic value of Kelch-like ECH-associated protein 1 (Keap1) mRNA for lung cancer, and to explore possible mechanisms. Diagnostic performance of Keap1 mRNA was determined by receiver operating characteristic (ROC) curve analysis. Prognostic implication of Keap1 mRNA was estimated by Kaplan-Meier survival analysis. Co-expressed genes with both Keap1 and Nfe2L2 were identified by LinkedOmics. Mechanisms of Keap1-Nfe2L2-co-expressed genes underlying the pathogenesis of lung cancer were explored by function enrichment and pathway analysis. The ROC curve analysis determined a good diagnostic performance of Keap1 mRNA for lung squamous cell carcinoma (LUSC), with an area under the ROC curve (AUC) of 0.833, sensitivity of 72.7%, and specificity of 90.6% (P<0.001). Multivariate Cox regression recognized high Keap1 mRNA to be an independent risk factor of mortality for overall lung cancer [hazard ratio (HR): 11.034, P=0.044], but an independent antagonistic factor for lung adenocarcinoma (LUAD) (HR: 0.404, P<0.001). Validation by UALCAN and GEPIA supported Oncomine findings regarding the diagnostic value of Keap1 mRNA for LUSC, but denied its prognostic value. After screening, we identified 17 co-expressed genes with both Keap1 and Nfe2L2 for LUAD, and 22 for LUSC, mainly enriched in signaling pathway of oxidative stress-induced gene expression via Nrf2. In conclusion, Keap1 mRNA has a good diagnostic performance, but controversial prognostic efficacy for LUSC. The pathogenesis of lung cancer is associated with Keap1-Nfe2L2-co-expressed genes by signaling pathway of oxidative stress-induced gene expression via Nrf2.
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Affiliation(s)
- Guang-Ya Liu
- Department of Infectious Diseases, Wuhan Jinyintan Hospital, Wuhan, 430023, China
| | - Wei Zhang
- Department of Critical Care Medicine, Wuhan Jinyintan Hospital, Wuhan, 430023, China
| | - Xu-Chi Chen
- Department of Critical Care Medicine, Wuchang Hospital Affiliated to Wuhan University of Science and Technology, Wuhan, 430063, China
| | - Wen-Juan Wu
- Department of Critical Care Medicine, Wuhan Jinyintan Hospital, Wuhan, 430023, China
| | - Shi-Qian Wan
- Department of Infectious Diseases, Wuhan Jinyintan Hospital, Wuhan, 430023, China.
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Bader S, Wilmers J, Pelzer M, Jendrossek V, Rudner J. Activation of anti-oxidant Keap1/Nrf2 pathway modulates efficacy of dihydroartemisinin-based monotherapy and combinatory therapy with ionizing radiation. Free Radic Biol Med 2021; 168:44-54. [PMID: 33775773 DOI: 10.1016/j.freeradbiomed.2021.03.024] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 03/12/2021] [Accepted: 03/21/2021] [Indexed: 01/18/2023]
Abstract
The efficacy of radiotherapy depends not only on DNA damage but also on ROS production, both induced by ionizing radiation. Massive ROS production can induce cell death or activate protective pathways such as Keap1/Nrf2 pathway, which regulates intracellular cysteine availability through upregulation of SLC7A11, a subunit of xCT transporter, and subsequently glutathione synthesis, thus improving antioxidative defense. The anti-malaria drug dihydroartemisinin (DHA) shows anti-neoplastic potential. Previous publications suggested that DHA increased ROS production. We intended to enhance oxidative stress with DHA to improve the efficacy of radiotherapy. Therefore, we first analyzed the oxidative response to DHA in HCT116 colorectal and NCI-H460 lung adenocarcinoma cells. In response to DHA, we detected lipid peroxidation and protein oxidation, which resulted in mitochondrial damage and eventually in iron-dependent cell death. Concurrently, DHA activated Keap1/Nrf2 pathway in HCT116 cells, leading to increased SLC7A11 expression and glutathione level. In Keap1-mutant NCI-H460 cells, Nrf2 was constantly activated and responsible for high SLC7A11 and glutathione levels. Pancancer analysis revealed that lung cancer is the tumor entity with the most frequent Keap1 alterations. Although NCI-H460 cells reacted more refractory to DHA-induced cell death than HCT116 cells, eradication of clonogenic cells by DHA was more efficient in both cell lines when Keap1/Nrf2 pathway was inhibited. When applied simultaneously, radiotherapy and DHA more efficiently eradicated clonogenic cells than either therapy alone, but treatment schedule can mitigate the combinatory effect in HCT116 cells. In summary, DHA improved efficacy of radiotherapy, but treatment schedule must be considered with care especially in Keap1-wildtype cells.
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Affiliation(s)
- Sina Bader
- Institute of Cell Biology (Cancer Research), University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Julia Wilmers
- Institute of Cell Biology (Cancer Research), University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Martin Pelzer
- Institute of Cell Biology (Cancer Research), University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Verena Jendrossek
- Institute of Cell Biology (Cancer Research), University Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Justine Rudner
- Institute of Cell Biology (Cancer Research), University Hospital Essen, University of Duisburg-Essen, Essen, Germany.
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Shaverdian N, Offin M, Shepherd AF, Simone CB, Gelblum DY, Wu AJ, Hellmann MD, Rimner A, Paik PK, Chaft JE, Gomez DR. The Impact of Durvalumab on Local-Regional Control in Stage III NSCLCs Treated With Chemoradiation and on KEAP1-NFE2L2-Mutant Tumors. J Thorac Oncol 2021; 16:1392-1402. [PMID: 33992811 DOI: 10.1016/j.jtho.2021.04.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 04/25/2021] [Accepted: 04/30/2021] [Indexed: 12/13/2022]
Abstract
INTRODUCTION KEAP1-NFE2L2-mutant NSCLCs are chemoradiation resistant and at high risk for local-regional failure (LRF) after concurrent chemoradiation (cCRT). To elucidate the impact of durvalumab on local-regional control, we evaluated LRF in patients with NSCLC treated with cCRT with and without durvalumab. METHODS Patients with stage III NSCLC treated with cCRT or cCRT and durvalumab who underwent tumor genomic profiling were evaluated. The incidence of LRF and outcomes of patients with and without KEAP1-NFE2L2-mutant tumors were evaluated. RESULTS We analyzed 120 consecutive patients (cCRT alone, n = 54; cCRT and durvalumab, n = 66). Patients treated with cCRT alone had significantly more LRF events compared with those treated with cCRT and durvalumab, with 12-month LRF incidence of 39% (95% confidence interval [CI]: 24%-54%) and 18% (95% CI: 8%-28%), respectively (p = 0.002). Among patients treated with cCRT alone and cCRT and durvalumab, 20 patients (37%) and 18 patients (27%), respectively, had KEAP1-NFE2L2-mutant tumors. In patients treated with cCRT alone, those with KEAP1-NFE2L2-mutant tumors had worse local-regional control (p = 0.015), and on multivariate analysis, KEAP1-NFE2L2 mutation predicted for LRF (hazard ratio = 3.9, 95% CI: 1.6-9.8, p = 0.003). Nevertheless, patients with and without KEAP1-NFE2L2-mutant tumors had similar LRF outcomes (p = 0.541) when treated with cCRT and durvalumab, and mutational status did not predict for LRF (p = 0.545). Among those with KEAP1-NFE2L2-mutant tumors, cCRT and durvalumab significantly reduced the incidence of LRF compared with cCRT alone: 12-month LRF incidence of 62% (95% CI: 40%-84%) versus 25% (95% CI: 4%-46%), respectively (p = 0.021). CONCLUSIONS Durvalumab after cCRT significantly improves local-regional control and reduces LRF in chemoradiation-resistant KEAP1-NFE2L2-mutant NSCLC tumors.
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Affiliation(s)
- Narek Shaverdian
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York.
| | - Michael Offin
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Annemarie F Shepherd
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles B Simone
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Daphna Y Gelblum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Abraham J Wu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Matthew D Hellmann
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Andreas Rimner
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Paul K Paik
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jamie E Chaft
- Thoracic Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Daniel R Gomez
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
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Zhu H, Xie D, Yu Y, Yao L, Xu B, Huang L, Wu S, Li F, Zheng Y, Liu X, Xie W, Huang M, Li H, Zheng S, Zhang D, Qiao G, Chan LWC, Zhou H. KEAP1/NFE2L2 Mutations of Liquid Biopsy as Prognostic Biomarkers in Patients With Advanced Non-Small Cell Lung Cancer: Results From Two Multicenter, Randomized Clinical Trials. Front Oncol 2021; 11:659200. [PMID: 34381706 PMCID: PMC8350725 DOI: 10.3389/fonc.2021.659200] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Accepted: 06/29/2021] [Indexed: 02/05/2023] Open
Abstract
PURPOSE The KEAP1-NFE2L2 (Kelch-like ECH-associated protein 1 (KEAP1)-Nuclear factor (erythroid-derived 2)-like 2 (NFE2L2)) mutations are associated with resistance to chemotherapy or immunotherapy in non-small cell lung cancer (NSCLC). Conversely, it has been reported that NFE2L2 mutations potentiate improved clinical outcome with immunotherapy. However, therapeutic benefits for patients with KEAP1/NFE2L2 mutations remain unclear. The purpose of this study was to investigate the association between KEAP1/NFE2L2 and NSCLC prognosis, and to explore whether immunotherapy can improve prognosis in populations with KEAP1/NFE2L2 mutations. EXPERIMENTAL DESIGN The impact of KEAP1/NFE2L2 mutations on survival outcomes in NSCLC patients received immunotherapy and chemotherapy was verified in the randomized phase II/III POPLAR/OAK trials (blood-based sequencing, bNGS cohort, POPLAR (n = 211) and OAK (n = 642)). The Cancer Genome Atlas (TCGA) NSCLC cohort (n=998) and an in-house Chinese NSCLC cohort (n=733) was used For the analysis of immune-related markers. RESULTS Compared with KEAP1/NFE2L2 wild-type, patients with KEAP1/NFE2L2 mutations were significantly associated with poorer overall survival (OS, HR = 1.97, 95% CI 1.48-2.63, P < 0.001) on atezolizumab and docetaxel (HR = 1.66, 95% CI 1.28-2.16, P < 0.001). In KEAP1/NFE2L2 mutant group, there was no significant difference in median OS between atezolizumab and docetaxel (HR 0.74, 95% CI 0.53-1.03, P = 0.07). NFE2L2/KEAP1 mutations were significantly associated with higher TMB values and PD-L1 expression in the OAK/POPLAR and in-house Chinese NSCLC cohorts. GSEA revealed that KEAP1/NFE2L2mutant subgroup was associated with deficient infiltration of CD4+ T cells, NK T cells and natural Treg cells, and lower expression of DNA damage response genes in TCGA NSCLC cohort. CONCLUSIONS Our study revealed that patients with KEAP1/NFE2L2 mutations have a worse prognosis than wild-type patients, both on immunotherapy and chemotherapy. In addition, in patients with KEAP1/NFE2L2 mutations, immunotherapy did not significantly improve prognosis compared to chemotherapy.
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Affiliation(s)
- Hongyuan Zhu
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Daipeng Xie
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Yunfang Yu
- Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Department of Medical Oncology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - Lintong Yao
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Bin Xu
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Luyu Huang
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Shaowei Wu
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Fasheng Li
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Yating Zheng
- The Medical Department, 3D Medicines Inc., Shanghai, China
| | - Xinyi Liu
- The Medical Department, 3D Medicines Inc., Shanghai, China
| | - Wenzhuan Xie
- The Medical Department, 3D Medicines Inc., Shanghai, China
| | - Mengli Huang
- The Medical Department, 3D Medicines Inc., Shanghai, China
| | - Hao Li
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Shaopeng Zheng
- Division of Thoracic Surgery, Cancer Hospital of Shantou University Medical College, Shantou, China
| | - Dongkun Zhang
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Guibin Qiao
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
| | - Lawrence W. C. Chan
- Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong Kong, China
| | - Haiyu Zhou
- Division of Thoracic Surgery, Guangdong Provincial People’s Hospital & Guangdong Academy of Medical Sciences, School of Medicine, South China University of Technology, Southern Medical University, Guangzhou, China
- *Correspondence: Haiyu Zhou,
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