1
|
Sitthideatphaiboon P, Nantavithya C, Chantranuwat P, Vinayanuwattikun C, Sriuranpong V. Impact of LKB1 status on radiation outcome in patients with stage III non-small-cell lung cancer. Sci Rep 2024; 14:6146. [PMID: 38480816 PMCID: PMC10938003 DOI: 10.1038/s41598-024-55476-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 02/23/2024] [Indexed: 03/17/2024] Open
Abstract
Preclinical studies suggest that loss of LKB1 expression renders cancer cells less responsive to radiation partly through NRF2-mediated upregulation of antioxidant enzymes protecting against radiation-induced DNA damage. Here we investigated the association of an alteration in this pathway with radio-resistance in lung cancer patients. Patients with locally advanced non-small cell lung cancer (LA-NSCLC) who were treated with chemoradiotherapy (CRT) and analyzed for LKB1 expression using semiquantitative immunohistochemistry. Clinical characteristics and expression of LKB1 were analyzed for association with radiotherapy outcomes. We analyzed 74 available tumor specimens from 178 patients. After a median follow-up of 40.7 months, 2-year cumulative incidence of locoregional recurrence (LRR) in patients who had LKB1Low expression was significantly higher than those with LKB1High expression (68.8% vs. 31.3%, P = 0.0001). LKB1Low expression was found significantly associated with a higher incidence of distant metastases (DM) (P = 0.0008), shorter disease-free survival (DFS) (P = 0.006), and worse overall survival (OS) (P = 0.02) compared to LKB1High expression. Moreover, patients with LKB1Low expression showed a significantly higher 2-year cumulative incidence of LRR (77.6% vs. 21%; P = 0.02), higher DM recurrence (P = 0.002), and shorter OS (P < 0.0001) compared with the EGFR-mutant group. For all patients with LKB1Low who had LRR, these recurrences occurred within the field of radiation, in contrast to those with LKB1High expression having both in-field, marginal, and out-of-field failures. LKB1 expression may serve as a potential biomarker for poor outcomes after receiving radiation in LA-NSCLC patients. Further studies to confirm the association and application are warranted.
Collapse
Affiliation(s)
- Piyada Sitthideatphaiboon
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and the King Chulalongkorn Memorial Hospital, 1873 Henry Dunant Rd, Pathumwan, Bangkok, 10330, Thailand
| | - Chonnipa Nantavithya
- Division of Therapeutic Radiation and Oncology, Department of Radiology, Faculty of Medicine, Chulalongkorn University and the King Chulalongkorn Memorial Hospital, Bangkok, 10330, Thailand
| | - Poonchavist Chantranuwat
- Department of Pathology, Faculty of Medicine, Chulalongkorn University and the King Chulalongkorn Memorial Hospital, Bangkok, 10330, Thailand
| | - Chanida Vinayanuwattikun
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and the King Chulalongkorn Memorial Hospital, 1873 Henry Dunant Rd, Pathumwan, Bangkok, 10330, Thailand
| | - Virote Sriuranpong
- Division of Medical Oncology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and the King Chulalongkorn Memorial Hospital, 1873 Henry Dunant Rd, Pathumwan, Bangkok, 10330, Thailand.
| |
Collapse
|
2
|
Ho WLJ, Fetisov N, Hall LO, Goldgof D, Schabath MB. Evaluating clinical and radiomic features for predicting lung cancer recurrence pre- and post-tumor resection. PROCEEDINGS OF SPIE--THE INTERNATIONAL SOCIETY FOR OPTICAL ENGINEERING 2024; 12926:1292623. [PMID: 38993353 PMCID: PMC11238903 DOI: 10.1117/12.3006091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/13/2024]
Abstract
Among patients with early-stage non-small cell lung cancer (NSCLC) undergoing surgical resection, identifying who is at high-risk of recurrence can inform clinical guidelines with respect to more aggressive follow-up and/or adjuvant therapy. While predicting recurrence based on pre-surgical resection data is ideal, clinically important pathological features are only evaluated postoperatively. Therefore, we developed two supervised classification models to assess the importance of pre- and post-surgical features for predicting 5-year recurrence. An integrated dataset was generated by combining clinical covariates and radiomic features calculated from pre-surgical computed tomography images. After removing correlated radiomic features, the SHapley Additive exPlanations (SHAP) method was used to measure feature importance and select relevant features. Binary classification was performed using a Support Vector Machine, followed by a feature ablation study assessing the impact of radiomic and clinical features. We demonstrate that the post-surgical model significantly outperforms the pre-surgical model in predicting lung cancer recurrence, with tumor pathological features and peritumoral radiomic features contributing significantly to the model's performance.
Collapse
Affiliation(s)
- Wai Lone J Ho
- University of South Florida, Morsani College of Medicine, 560 Channelside Dr, Tampa, FL, USA 33602
| | - Nikolai Fetisov
- Dept. of Computer Science and Engineering, University of South Florida, Tampa, FL, USA 33620
| | - Lawrence O Hall
- Dept. of Computer Science and Engineering, University of South Florida, Tampa, FL, USA 33620
| | - Dmitry Goldgof
- Dept. of Computer Science and Engineering, University of South Florida, Tampa, FL, USA 33620
| | - Matthew B Schabath
- H. Lee Moffitt Cancer Center & Research Institute, 12902 Magnolia Dr, Tampa, FL, USA 33612
| |
Collapse
|
3
|
Park S, Kim M, Hong Y, Lee H, Tran Q, Kim C, Kwon SH, Park J, Park J, Kim SH. Myristoylated TMEM39AS41, a cell-permeable peptide, causes lung cancer cell death. Toxicol Res 2020; 36:123-130. [PMID: 32257924 PMCID: PMC7099121 DOI: 10.1007/s43188-020-00038-1] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 01/15/2020] [Accepted: 01/22/2020] [Indexed: 12/21/2022] Open
Abstract
Lung cancer is the most common cause of cancer-associated death worldwide. Most patients with non-small cell lung cancer die within several years of the initial diagnosis, and new therapies are desperately needed. Transmembrane protein (TMEM) 39AS41, a synthetic peptide, was generated from the protein kinase B substrate motif 34GLRNRNGSAIGLPVP48 found in the human TMEM39A protein. Myristic acid was conjugated to the N-terminus of the peptide to confer cell permeability. In this study, we found that in vitro TMEM39AS41 peptide led to cell death via inhibition of inflammation/autophagy pathways in KRAS-mutated cell and tissues. In addition, TMEM39A, at a dose of 30 mg/kg, significantly suppressed tumor growth in KRASLA1 non-small cell lung cancer mice. These results suggest that the TMEM39AS41 peptide could have therapeutic potential for lung cancer.
Collapse
Affiliation(s)
- Sungjin Park
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Minhee Kim
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Youngeun Hong
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Hyunji Lee
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Quangdon Tran
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Chaeyeong Kim
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - So Hee Kwon
- 3College of Pharmacy, Yonsei Institute of Pharmaceutical Sciences, Yonsei University, Incheon, 21983 Korea
| | - Jisoo Park
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,4Department of Life Science, Hyehwa Liberal Arts College, LINC Plus Project Group, Daejeon University, Daejeon, 34520 Korea
| | - Jongsun Park
- 1Department of Pharmacology, College of Medicine, Chungnam National University, Daejeon, 35015 Korea.,2Department of Medical Science, Metabolic Syndrome and Cell Signaling Laboratory, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| | - Seon-Hwan Kim
- 5Department of Neurosurgery, Institute for Cancer Research, College of Medicine, Chungnam National University, Daejeon, 35015 Korea
| |
Collapse
|
4
|
Bennouna J, Barlesi F, Do P, Dumont P, Cadranel J, Debieuvre D, Hilgers W, Molinier O, Quoix E, Raimbourg J, Langlais A, Morin F, Souquet PJ. Phase II study assessing the benefit of cisplatin re-introduction (stop-and-go strategy) in patients with advanced non-squamous non-small cell lung cancer: the IFCT-1102 BUCiL study (a Better Use of Cisplatin in Lung cancer). ESMO Open 2018; 3:e000394. [PMID: 30094074 PMCID: PMC6069905 DOI: 10.1136/esmoopen-2018-000394] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 06/14/2018] [Accepted: 06/15/2018] [Indexed: 01/05/2023] Open
Abstract
Introduction This single-arm phase II trial aimed to evaluate a stop-and-go strategy with cisplatin-based chemotherapy and bevacizumab in advanced non-squamous non-small cell lung cancer (NSCLC). Methods Patients were initially treated with three cycles of pemetrexed, cisplatin plus bevacizumab (sequence 1) followed by bevacizumab maintenance and after progression, re-introduction of three cycles of pemetrexed, cisplatin plus bevacizumab (sequence 2) and pemetrexed plus bevacizumab maintenance. The primary endpoint was the proportion of patients with advanced non-squamous NSCLC receiving the complete sequence 2 without platinum dose reduction (hypothesis ≥75%). Results 120 patients with performance status ≤1 were included. Of 113 patients evaluable for efficacy, 65 (57.5%) entered in sequence 2 and 56 (86%) received the three planned cycles including 37 (56.9%, 95% CI 45.1 to 73.6) without platinum dose reduction. The median progression-free survival 1 (PFS1; inclusion to progression 1) was 5.6 months (95% CI 5.0 to 6.3) and median PFS2 (progression 1 to progression 2) was 6.8 months (95% CI 5.8 to 8.8). The median disease control duration (PFS1+PFS2; n=65) was 12.4 months (95% CI 11.2 to 14.9). The median overall survival was 17.7 months (95% CI 13.1 to 21.6) and 20.5 months (95% CI 16.9 to 26.9) for patients reaching the sequence 2 (n=65). Conclusion Although the stringent primary endpoint was not met, this stop-and-go strategy with platinum-based chemotherapy plus bevacizumab continuation beyond progression compares favourably with standard schedule, deserving to be further studied in advanced non-squamous NSCLC.
Collapse
Affiliation(s)
- Jaafar Bennouna
- Thoracic Oncology, Department of Pneumology, Centre Hospitalier Universitaire de Nantes, Nantes, France.
| | - Fabrice Barlesi
- Multidisciplinary Oncology and Therapeutic Innovations Department, Aix Marseille University, Assistance Public Hôpitaux de Marseille, Marseille, France
| | - Pascal Do
- Centre François Baclesse, Caen, France
| | | | - Jacques Cadranel
- Assistance Publique Hôpitaux de Paris, Hôpital Tenon, service de Pneumologie and GRC 04 Theranoscan P&M Curie Université Paris 6, Paris, France
| | - Didier Debieuvre
- Service de Pneumologie, GHRMSA-Hôpital Emile Muller, Mulhouse, France
| | - Werner Hilgers
- Oncologie-Médecine interne, Institut Sainte Catherine, Avignon, France
| | | | - Elisabeth Quoix
- Service de Pneumologie, Nouvel Hôpital Civil, Strasbourg, France
| | - Judith Raimbourg
- Medical Oncology, Institut de cancérologie de l'Ouest-Centre René Gauducheau, St Herblain, France
| | | | - Franck Morin
- Intergroupe Francophone de Cancérologie Thoracique, Paris, France
| | | |
Collapse
|
5
|
Chammaa M, Malysa A, Redondo C, Jang H, Chen W, Bepler G, Fernandez-Valdivia R. RUMI is a novel negative prognostic marker and therapeutic target in non-small-cell lung cancer. J Cell Physiol 2018; 233:9548-9562. [PMID: 29953591 DOI: 10.1002/jcp.26858] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2018] [Accepted: 05/22/2018] [Indexed: 12/12/2022]
Abstract
Recent comprehensive next-generation genome and transcriptome analyses in lung cancer patients, several clinical observations, and compelling evidence from mouse models of lung cancer have uncovered a critical role for Notch signaling in the initiation and progression of non-small-cell lung cancer (NSCLC). Notably, Rumi is a "protein O-glucosyltransferase" that regulates Notch signaling through O-glucosylation of Notch receptors, and is the only enzymatic regulator whose activity is required for both ligand-dependent and ligand-independent activation of Notch. We have conducted a detailed study on RUMI's involvement in NSCLC development and progression, and have further explored the therapeutic potential of its targeting in NSCLC. We have determined that Rumi is highly expressed in the alveolar and bronchiolar epithelia, including club cells and alveolar type II cells. Remarkably, RUMI maps to the region of chromosome 3q that corresponds to the major signature of neoplastic transformation in NSCLC, and is markedly amplified and overexpressed in NSCLC tumors. Notably, RUMI expression levels are predictive of poor prognosis and survival in NSCLC patients. Our data indicates that RUMI modulates Notch activity in NSCLC cells, and that its silencing dramatically decreases cell proliferation, migration, and survival. RUMI downregulation causes severe cell cycle S-phase arrest, increases genome instability, and induces late apoptotic-nonapoptotic cell death. Our studies demonstrate that RUMI is a novel negative prognostic factor with significant therapeutic potential in NSCLC, which embodies particular relevance especially when considering that, while current Notch inhibitory strategies target only ligand-dependent Notch activation, a large number of NSCLCs are driven by ligand-independent Notch activity.
Collapse
Affiliation(s)
- May Chammaa
- Department of Pathology, Wayne State University School of Medicine, Detroit, Michigan
| | - Agnes Malysa
- Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan
| | - Carlos Redondo
- Department of Pathology, Wayne State University School of Medicine, Detroit, Michigan
| | - Hyejeong Jang
- Biostatistics Core, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
| | - Wei Chen
- Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan.,Biostatistics Core, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan.,Cancer Biology Graduate Program, Wayne State University School of Medicine, Detroit, Michigan.,Tumor Biology and Microenvironment Program, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
| | - Gerold Bepler
- Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan.,Cancer Biology Graduate Program, Wayne State University School of Medicine, Detroit, Michigan.,Molecular Therapeutics Program, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
| | - Rodrigo Fernandez-Valdivia
- Department of Pathology, Wayne State University School of Medicine, Detroit, Michigan.,Department of Oncology, Wayne State University School of Medicine, Detroit, Michigan.,Cancer Biology Graduate Program, Wayne State University School of Medicine, Detroit, Michigan.,Tumor Biology and Microenvironment Program, Barbara Ann Karmanos Cancer Institute, Detroit, Michigan
| |
Collapse
|
6
|
Alekseyev YO, Fazeli R, Yang S, Basran R, Maher T, Miller NS, Remick D. A Next-Generation Sequencing Primer-How Does It Work and What Can It Do? Acad Pathol 2018; 5:2374289518766521. [PMID: 29761157 PMCID: PMC5944141 DOI: 10.1177/2374289518766521] [Citation(s) in RCA: 43] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2017] [Revised: 02/14/2018] [Accepted: 02/16/2018] [Indexed: 12/28/2022] Open
Abstract
Next-generation sequencing refers to a high-throughput technology that determines the nucleic acid sequences and identifies variants in a sample. The technology has been introduced into clinical laboratory testing and produces test results for precision medicine. Since next-generation sequencing is relatively new, graduate students, medical students, pathology residents, and other physicians may benefit from a primer to provide a foundation about basic next-generation sequencing methods and applications, as well as specific examples where it has had diagnostic and prognostic utility. Next-generation sequencing technology grew out of advances in multiple fields to produce a sophisticated laboratory test with tremendous potential. Next-generation sequencing may be used in the clinical setting to look for specific genetic alterations in patients with cancer, diagnose inherited conditions such as cystic fibrosis, and detect and profile microbial organisms. This primer will review DNA sequencing technology, the commercialization of next-generation sequencing, and clinical uses of next-generation sequencing. Specific applications where next-generation sequencing has demonstrated utility in oncology are provided.
Collapse
Affiliation(s)
- Yuriy O Alekseyev
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Roghayeh Fazeli
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Shi Yang
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Raveen Basran
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Thomas Maher
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Nancy S Miller
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| | - Daniel Remick
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine and Boston Medical Center, Boston, MA, USA
| |
Collapse
|
7
|
Genomic Profiling on an Unselected Solid Tumor Population Reveals a Highly Mutated Wnt/β-Catenin Pathway Associated with Oncogenic EGFR Mutations. J Pers Med 2018; 8:jpm8020013. [PMID: 29642553 PMCID: PMC6023530 DOI: 10.3390/jpm8020013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2018] [Revised: 03/29/2018] [Accepted: 04/06/2018] [Indexed: 12/13/2022] Open
Abstract
Oncogenic epidermal growth factor receptors (EGFRs) can recruit key effectors in diverse cellular processes to propagate oncogenic signals. Targeted and combinational therapeutic strategies have been successfully applied for treating EGFR-driven cancers. However, a main challenge in EGFR therapies is drug resistance due to mutations, oncogenic shift, alternative signaling, and other potential mechanisms. To further understand the genetic alterations associated with oncogenic EGFRs and to provide further insight into optimal and personalized therapeutic strategies, we applied a proprietary comprehensive next-generation sequencing (NGS)-based assay of 435 genes to systematically study the genomic profiles of 1565 unselected solid cancer patient samples. We found that activating EGFR mutations were predominantly detected in lung cancer, particularly in non-small cell lung cancer (NSCLC). The mutational landscape of EGFR-driven tumors covered most key signaling pathways and biological processes. Strikingly, the Wnt/β-catenin pathway was highly mutated (48 variants detected in 46% of the EGFR-driven tumors), and its variant number topped that in the TP53/apoptosis and PI3K-AKT-mTOR pathways. Furthermore, an analysis of mutation distribution revealed a differential association pattern of gene mutations between EGFR exon 19del and EGFR L858R. Our results confirm the aggressive nature of the oncogenic EGFR-driven tumors and reassure that a combinational strategy should have advantages over an EGFR-targeted monotherapy and holds great promise for overcoming drug resistance.
Collapse
|
8
|
Ku BM, Heo MH, Kim JH, Cho BC, Cho EK, Min YJ, Lee KH, Sun JM, Lee SH, Ahn JS, Park K, Kim TJ, Lee HY, Kim H, Lee KJ, Ahn MJ. Molecular Screening of Small Biopsy Samples Using Next-Generation Sequencing in Korean Patients with Advanced Non-small Cell Lung Cancer: Korean Lung Cancer Consortium (KLCC-13-01). J Pathol Transl Med 2018; 52:148-156. [PMID: 29575851 PMCID: PMC5964289 DOI: 10.4132/jptm.2018.03.12] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 02/26/2018] [Accepted: 03/12/2018] [Indexed: 12/12/2022] Open
Abstract
Background Non-small cell lung cancer (NSCLC) is a common type of cancer with poor prognosis. As individual cancers exhibit unique mutation patterns, identifying and characterizing gene mutations in NSCLC might help predict patient outcomes and guide treatment. The aim of this study was to evaluate the clinical adequacy of molecular testing using next-generation sequencing (NGS) for small biopsy samples and characterize the mutational landscape of Korean patients with advanced NSCLC. Methods DNA was extracted from small biopsy samples of 162 patients with advanced NSCLC. Targeted NGS of genomic alterations was conducted using Ion AmpliSeq Cancer Hotspot Panel v2. Results The median age of patients was 64 years (range, 32 to 83 years) and the majority had stage IV NSCLC at the time of cancer diagnosis (90%). Among the 162 patients, 161 patients (99.4%) had novel or hotspot mutations (range, 1 to 21 mutated genes). Mutations were found in 41 genes. Three of the most frequently mutated genes were TP53 (151, 93.2%), KDR (104, 64.2%), and epidermal growth factor receptor (EGFR; 69, 42.6%). We also observed coexistence of EGFR and other oncogene (such as KRAS, PIC3CA, PTEN, and STK11) mutations. Given that 69.6% (48/69) of EGFR mutant patients were treated with EGFR tyrosine kinase inhibitors, EGFR mutant status had higher prognostic ability in this study. Conclusions These results suggest that targeted NGS using small biopsy samples is feasible and allows for the detection of both common and rare mutations in NSCLC.
Collapse
Affiliation(s)
- Bo Mi Ku
- Samsung Biomedical Research Institute, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Mi Hwa Heo
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Joo-Hang Kim
- CHA Bundang Medical Center, CHA University, Seongnam, Korea
| | - Byoung Chul Cho
- Division of Medical Oncology, Yonsei Cancer Center, Seoul, Korea
| | - Eun Kyung Cho
- Division of Hematology and Medical Oncology, Department of Internal Medicine, Gachon University Gil Medical Center, Incheon, Korea
| | - Young Joo Min
- Division of Oncology, Department of Hematology and Oncology, Ulsan University Hospital, Ulsan, Korea
| | - Ki Hyeong Lee
- Division of Medical Oncology, Chungbuk National University Hospital, Chungbuk National University College of Medicine, Cheongju, Korea
| | - Jong-Mu Sun
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Se-Hoon Lee
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jin Seok Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Keunchil Park
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Tae Jung Kim
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Ho Yun Lee
- Department of Radiology and Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Hojoong Kim
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Kyung-Jong Lee
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Myung-Ju Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| |
Collapse
|
9
|
Lai IC, Lai GM, Chow JM, Lee HL, Yeh CF, Li CH, Yan JL, Chuang SE, Whang-Peng J, Bai KJ, Yao CJ. Active fraction (HS7) from Taiwanofungus camphoratus inhibits AKT-mTOR, ERK and STAT3 pathways and induces CDK inhibitors in CL1-0 human lung cancer cells. Chin Med 2017; 12:33. [PMID: 29177004 PMCID: PMC5688709 DOI: 10.1186/s13020-017-0154-9] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Accepted: 11/06/2017] [Indexed: 12/20/2022] Open
Abstract
Background The non-small cell lung cancer (NSCLC) is the leading cause of cancer death worldwide. In NSCLC, the oncogenic AKT-mTOR, ERK and STAT3 pathways are commonly dysregulated and have emerged as attractive targets for therapeutic developments. In a relatively limited subset of NSCLC, these pathways driven by mutant EGFR can be treated by the tyrosine kinase inhibitors (TKIs)-mediated targeted therapy. However, for the most NSCLC, more novel targeted agents are imperatively needed. Therefore, we investigated the inhibitory effects of the active fraction HS7 from Taiwanofungus camphoratus, a unique medicinal fungus in Taiwan, on these pathways in CL1-0 EGFR wild-type human NSCLC cells. Methods The active fraction HS7 was prepared by n-hexane extraction of T. camphoratus followed by silica gel chromatography. Its effects on the cell viabilities were determined by sulforhodamine B colorimetric assay. Flow cytometry was used to analyze cell-cycle regulation and apoptosis induction. The changes in cellular protein levels were examined by Western blot. Results The active fraction HS7 vigorously inhibits AKT-mTOR, ERK and STAT3 signaling pathways in CL1-0 cells. At dose of 25 μg/mL, these signaling pathways were almost completely inhibited by HS7, accompanied with induction of cyclin-dependent kinase inhibitors such as p15, p21 and p27. Accordingly, the AKT-mTOR downstream targets p-p70S6K and HIF-1α were also suppressed as well. At this dose, the cell proliferation was profoundly suppressed to 23.4% of control and apoptosis induction was observed. Conclusions The active fraction HS7 from n-hexane extract of T. camphoratus exerts multi-targeting activity on the suppression of AKT-mTOR, ERK and STAT3 pathways and induction of p15, p21 and p27 in EGFR wild-type NSCLC cells. This multi-targeting activity of HS7 suggests its potential as an alternative medicine for the treatment of EGFR TKIs resistant NSCLC. Electronic supplementary material The online version of this article (10.1186/s13020-017-0154-9) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- I-Chun Lai
- Division of Radiation Oncology, Department of Oncology, Taipei Veterans General Hospital, Taipei, 11217 Taiwan
| | - Gi-Ming Lai
- Cancer Center, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan.,Comprehensive Cancer Center of Taipei Medical University, Taipei, 11031 Taiwan.,Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, 11031 Taiwan.,Division of Hematology and Medical Oncology, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan.,National Institute of Cancer Research, National Health Research Institutes, Miaoli County, 35053 Taiwan
| | - Jyh-Ming Chow
- Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, 11031 Taiwan.,Division of Hematology and Medical Oncology, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan
| | - Hsin-Lun Lee
- Department of Radiation Oncology, Taipei Medical University Hospital, Taipei Medical University, Taipei, 11031 Taiwan
| | - Chuan-Feng Yeh
- National Institute of Cancer Research, National Health Research Institutes, Miaoli County, 35053 Taiwan
| | - Chi-Han Li
- National Institute of Cancer Research, National Health Research Institutes, Miaoli County, 35053 Taiwan
| | - Jiann-Long Yan
- National Institute of Cancer Research, National Health Research Institutes, Miaoli County, 35053 Taiwan
| | - Shuang-En Chuang
- National Institute of Cancer Research, National Health Research Institutes, Miaoli County, 35053 Taiwan
| | - Jacqueline Whang-Peng
- Cancer Center, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan.,Comprehensive Cancer Center of Taipei Medical University, Taipei, 11031 Taiwan
| | - Kuan-Jen Bai
- Division of Pulmonary Medicine, Department of Internal Medicine, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan.,School of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei, 11031 Taiwan.,Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan
| | - Chih-Jung Yao
- Cancer Center, Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan.,Comprehensive Cancer Center of Taipei Medical University, Taipei, 11031 Taiwan.,Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, 11031 Taiwan.,Wan Fang Hospital, Taipei Medical University, Taipei, 11696 Taiwan
| |
Collapse
|
10
|
Ku BM, Bae YH, Koh J, Sun JM, Lee SH, Ahn JS, Park K, Ahn MJ. Mutational status of TP53 defines the efficacy of Wee1 inhibitor AZD1775 in KRAS-mutant non-small cell lung cancer. Oncotarget 2017; 8:67526-67537. [PMID: 28978051 PMCID: PMC5620191 DOI: 10.18632/oncotarget.18728] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2017] [Accepted: 05/23/2017] [Indexed: 12/31/2022] Open
Abstract
KRAS is frequently mutated in non-small cell lung cancer (NSCLC). However, direct targeting of KRAS has proven to be challenging, and inhibition of KRAS effectors has resulted in limited clinical efficacy. Wee1 kinase is an important regulator of the G2 checkpoint and is overexpressed in various cancers. Inhibition of Wee1 exerts anticancer effects as a monotherapy or in combination with DNA-damaging agents when cancer cells harbor TP53 mutations. However, its role in KRAS-mutant NSCLC, especially as a single agent, has not been explored. Here, we investigate the anticancer potential of Wee1 inhibitor AZD1775 as a monotherapy and uncover a possible cellular context underlying sensitivity to AZD1775. Our data show that treatment with AZD1775 significantly inhibited cell survival, growth, and proliferation of TP53-mutant (TP53MUT) compared to TP53 wild-type (TP53WT) in KRAS-mutant (KRASMUT) NSCLC cells. In KRASMUT/TP53MUT cells, AZD1775 treatment led to DNA damage, a decrease of survival signaling, and cell death by apoptosis. Interestingly, cell death through apoptosis was found to be heavily dependent on specific cellular genetic context, rather than inhibition of Wee1 kinase activity alone. In addition, AZD1775 treatment was well tolerated and displayed single-agent efficacy in a mouse xenograft model. This study provides rationale for inhibiting Wee1 using AZD1775 as a potential anticancer therapy against the TP53MUT subgroup of KRASMUT NSCLC.
Collapse
Affiliation(s)
- Bo Mi Ku
- Samsung Biomedical Research Institute, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Yeon-Hee Bae
- Samsung Biomedical Research Institute, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jiae Koh
- Samsung Biomedical Research Institute, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jong-Mu Sun
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Se-Hoon Lee
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jin Seok Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Keunchil Park
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Myung-Ju Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| |
Collapse
|
11
|
Musolf AM, Simpson CL, de Andrade M, Mandal D, Gaba C, Yang P, Li Y, You M, Kupert EY, Anderson MW, Schwartz AG, Pinney SM, Amos CI, Bailey-Wilson JE. Familial Lung Cancer: A Brief History from the Earliest Work to the Most Recent Studies. Genes (Basel) 2017; 8:genes8010036. [PMID: 28106732 PMCID: PMC5295030 DOI: 10.3390/genes8010036] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2016] [Revised: 12/29/2016] [Accepted: 01/11/2017] [Indexed: 02/06/2023] Open
Abstract
Lung cancer is the deadliest cancer in the United States, killing roughly one of four cancer patients in 2016. While it is well-established that lung cancer is caused primarily by environmental effects (particularly tobacco smoking), there is evidence for genetic susceptibility. Lung cancer has been shown to aggregate in families, and segregation analyses have hypothesized a major susceptibility locus for the disease. Genetic association studies have provided strong evidence for common risk variants of small-to-moderate effect. Rare and highly penetrant alleles have been identified by linkage studies, including on 6q23-25. Though not common, some germline mutations have also been identified via sequencing studies. Ongoing genomics studies aim to identify additional high penetrance germline susceptibility alleles for this deadly disease.
Collapse
Affiliation(s)
- Anthony M Musolf
- National Human Genome Research Institute, National Institutes of Health, Baltimore, MD 21224, USA.
| | - Claire L Simpson
- National Human Genome Research Institute, National Institutes of Health, Baltimore, MD 21224, USA.
- Department of Genetics, Genomics and Informatics, University of Tennessee Health Science Center, Memphis, TN 38103, USA.
| | | | - Diptasri Mandal
- Department of Genetics, Louisiana State University Health Sciences Center, New Orleans, LA 70112, USA.
| | - Colette Gaba
- Department of Medicine, University of Toledo Dana Cancer Center, Toledo, OH 43604, USA.
| | - Ping Yang
- Mayo Clinic, Rochester, MN 55904, USA.
| | - Yafang Li
- Geisel School of Medicine, Dartmouth College, Lebanon, NH 03766, USA.
| | - Ming You
- Cancer Center, Medical College of Wisconsin, Milwaukee, WI 53202, USA.
| | - Elena Y Kupert
- Cancer Center, Medical College of Wisconsin, Milwaukee, WI 53202, USA.
| | | | - Ann G Schwartz
- Karmanos Cancer Institute, Wayne State University, Detroit, MI 48226, USA.
| | - Susan M Pinney
- Department of Environmental Health, University of Cincinnati College of Medicine, Cincinnati, OH 45202, USA.
| | | | - Joan E Bailey-Wilson
- National Human Genome Research Institute, National Institutes of Health, Baltimore, MD 21224, USA.
| |
Collapse
|
12
|
Atasoy S, Erturan SS, Yılmaz N, Kuru D, Çırakoğlu A, Yılmaz Ş, Deviren A. Analysis of Chromosome 3, 7 and 8 Centromeric Regions in Bronchial Lavage Specimens by FISH. Turk Thorac J 2016; 17:141-147. [PMID: 29404144 DOI: 10.5152/turkthoracj.2016.001] [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: 09/21/2015] [Accepted: 02/15/2016] [Indexed: 11/22/2022]
Abstract
OBJECTIVES Multiple genetic changes are observed in malignant tumors but are rare or absent in benign conditions. Aneuploidy is the most common feature of solid tumors including lung cancer and diagnosis of malignant tumors is possible through detection of aneuploidy. The aim of this study was to investigate chromosomal abnormalities in cells from non-small cell lung cancer patients obtained bronchoscopically and to evaluate the suitability of fluorescence in situ hybridization (FISH). MATERIAL AND METHODS Bronchial lavage samples of 17 non-small cell lung cancer (NSCLC) patients were evaluated with four-color FISH using deoxyribonucleic acid (DNA) probes specific for the centromere regions of chromosomes 3, 7 and 8. tested specimens were first hybridized with probes, then visualized under fluorescence microscobe and captured with device's camera. RESULTS High number of aneuploidic cells were detected in all the samples. Increased or decreased abnormal copies or chromosomes 3, 7 and 8 were obserced in all the 17 patients. Aneuploidy of chromosome 3 (21.35%) was higher than those of chromosome 7 (9.06%) and chromosome 8 (15.47%). Moreover, our results were significant for monosomy and trisomy of chromosome 3, trisomy of chromosome 7, nullisomy, monosomy and trisomy of, chromosome 8 (p< 0.05). CONCLUSION It has been observed that FISH is a useful technique for detection of aneuploidy in bronchial lavage samples obtained by bronchoscopy. Interphase cells were evaluated without cell culturing with this method and high number of tumor cells were enumerated rapidly. Our study has demonstrated that, FISH technique may be used successfully in detection of chromosome number abnormalities in NSCLC patients and may facilitate evaluation of genetic abnormalities.
Collapse
Affiliation(s)
- Sezen Atasoy
- Department of Medical Biology, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Salih Serdar Erturan
- Department of Chest Diseases, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Nail Yılmaz
- Department of Chest Diseases, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Dilhan Kuru
- Department of Medical Biology, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Ayşe Çırakoğlu
- Department of Medical Biology, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Şükriye Yılmaz
- Department of Medical Biology, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| | - Ayhan Deviren
- Department of Medical Biology, İstanbul University Cerrahpaşa Faculty of Medicine, İstanbul, Turkey
| |
Collapse
|
13
|
Kilgoz HO, Bender G, Scandura JM, Viale A, Taneri B. KRAS AND THE REALITY OF PERSONALIZED MEDICINE IN NON-SMALL CELL LUNG CANCER. Mol Med 2016; 22:380-387. [PMID: 27447490 DOI: 10.2119/molmed.2016.00151] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2016] [Accepted: 06/23/2016] [Indexed: 01/17/2023] Open
Abstract
Lung cancer is the leading cause of mortality among all cancer types, worldwide. Latest available global statistics of World Health Organization report 1.59 million casualities in 2012 alone. Worldwide, 1 in 5 cancer deaths are caused by lung cancer. In 2016, in USA alone, estimated new cases of lung cancer are 224,390, of which 158,080 are expected to result in death as reported by National Cancer Institute. Non-small cell lung cancer (NSCLC), a histological subtype, comprises of about 85% of all cases, which is nearly 9 out of 10 lung cancer patients. Efforts are underway to develop and improve targeted therapy strategies. Certain mutations are being clinically targeted such as those in EGFR and ALK genes. However, one of the most frequently mutated genes in NSCLC is the KRAS oncogene, which is currently untargetable. Approximately 25% of all types of NSCLC tumors contain KRAS mutations, which remain as an undruggable challenge. These mutations are indicative of poor prognosis and confer negative response to standard chemotherapy. Furthermore, tumors harboring KRAS mutations are unlikely to respond to currently available targeted treatments such as Tyrosine Kinase Inhibitors. Therefore, there is a definitive, urgent need to generate new targeted therapy approaches for KRAS mutations. Current strategies have major limitations and evolve around targeting molecules upstream and downstream of KRAS. Direct targeting is not available in the clinic. Combination therapies of multiple agents are being sought. Concentrated efforts are needed to accelerate basic research and consecutive clinical trials to achieve effective targeting of KRAS.
Collapse
Affiliation(s)
- Havva O Kilgoz
- Department of Biological Sciences, Eastern Mediterranean University, Famagusta, North Cyprus, via Mersin-10-Turkey
| | - Guzide Bender
- Department of Biological Sciences, Eastern Mediterranean University, Famagusta, North Cyprus, via Mersin-10-Turkey
| | - Joseph M Scandura
- Department of Medicine, Hematology-Oncology, Weill Cornell Medicine, NY, NY, 10065, USA
| | - Agnes Viale
- Genomics Core Laboratory, Sloan-Kettering Institute, New York, NY, 10065, USA
| | - Bahar Taneri
- Department of Biological Sciences, Eastern Mediterranean University, Famagusta, North Cyprus, via Mersin-10-Turkey.,Institute of Public Health Genomics, Department of Genetics & Cell Biology, Research Institutes CAPHRI & GROW, Faculty of Health, Medicine & Life Sciences, Maastricht University, The Netherlands
| |
Collapse
|
14
|
Buetti-Dinh A, Pivkin IV, Friedman R. S100A4 and its role in metastasis – simulations of knockout and amplification of epithelial growth factor receptor and matrix metalloproteinases. MOLECULAR BIOSYSTEMS 2016; 11:2247-54. [PMID: 26057862 DOI: 10.1039/c5mb00302d] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The calcium-binding signalling protein S100A4 enhances metastasis in a variety of cancers. Despite a wealth of data available, the molecular mechanism by which S100A4 drives metastasis is unknown. Integration of the current knowledge defies straightforward intuitive interpretation and requires computer-aided approaches to represent the complexity emerging from cross-regulating species. Here we carried out a systematic sensitivity analysis of the S100A4 signalling network in order to identify key control parameters for efficient therapeutic intervention. Our approach only requires limited details of the molecular interactions and permits a straightforward integration of the available experimental information. By integrating the available knowledge, we investigated the effects of combined inhibition of signalling pathways. Through selective knockout or inhibition of the network components, we show that the interaction between epidermal growth factor receptor (EGFR) and S100A4 modulates the sensitivity of angiogenesis development to matrix metalloproteinases (MMPs) activity. We also show that, in cells that express high EGFR, MMP inhibitors are not expected to be useful in tumours if high activity of S100A4 is present.
Collapse
Affiliation(s)
- Antoine Buetti-Dinh
- Department of Chemistry and Biomedical Sciences, Linnæus University, Kalmar, Sweden.
| | | | | |
Collapse
|
15
|
Pineda AL, Ogoe HA, Balasubramanian JB, Rangel Escareño C, Visweswaran S, Herman JG, Gopalakrishnan V. On Predicting lung cancer subtypes using 'omic' data from tumor and tumor-adjacent histologically-normal tissue. BMC Cancer 2016; 16:184. [PMID: 26944944 PMCID: PMC4778315 DOI: 10.1186/s12885-016-2223-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2015] [Accepted: 02/28/2016] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Adenocarcinoma (ADC) and squamous cell carcinoma (SCC) are the most prevalent histological types among lung cancers. Distinguishing between these subtypes is critically important because they have different implications for prognosis and treatment. Normally, histopathological analyses are used to distinguish between the two, where the tissue samples are collected based on small endoscopic samples or needle aspirations. However, the lack of cell architecture in these small tissue samples hampers the process of distinguishing between the two subtypes. Molecular profiling can also be used to discriminate between the two lung cancer subtypes, on condition that the biopsy is composed of at least 50 % of tumor cells. However, for some cases, the tissue composition of a biopsy might be a mix of tumor and tumor-adjacent histologically normal tissue (TAHN). When this happens, a new biopsy is required, with associated cost, risks and discomfort to the patient. To avoid this problem, we hypothesize that a computational method can distinguish between lung cancer subtypes given tumor and TAHN tissue. METHODS Using publicly available datasets for gene expression and DNA methylation, we applied four classification tasks, depending on the possible combinations of tumor and TAHN tissue. First, we used a feature selector (ReliefF/Limma) to select relevant variables, which were then used to build a simple naïve Bayes classification model. Then, we evaluated the classification performance of our models by measuring the area under the receiver operating characteristic curve (AUC). Finally, we analyzed the relevance of the selected genes using hierarchical clustering and IPA® software for gene functional analysis. RESULTS All Bayesian models achieved high classification performance (AUC > 0.94), which were confirmed by hierarchical cluster analysis. From the genes selected, 25 (93 %) were found to be related to cancer (19 were associated with ADC or SCC), confirming the biological relevance of our method. CONCLUSIONS The results from this study confirm that computational methods using tumor and TAHN tissue can serve as a prognostic tool for lung cancer subtype classification. Our study complements results from other studies where TAHN tissue has been used as prognostic tool for prostate cancer. The clinical implications of this finding could greatly benefit lung cancer patients.
Collapse
Affiliation(s)
- Arturo López Pineda
- Department of Biomedical Informatics, University of Pittsburgh School of Medicine, 5607 Baum Boulevard, 15206, Pittsburgh, PA, USA.
| | - Henry Ato Ogoe
- Department of Biomedical Informatics, University of Pittsburgh School of Medicine, 5607 Baum Boulevard, 15206, Pittsburgh, PA, USA.
| | - Jeya Balaji Balasubramanian
- Department of Biomedical Informatics, University of Pittsburgh School of Medicine, 5607 Baum Boulevard, 15206, Pittsburgh, PA, USA.
| | - Claudia Rangel Escareño
- Department of Computational Genomics, National Institute of Genomic Medicine, Periferico Sur No. 4809, Col. Arenal Tepepan, Tlalpan, 14610, Mexico City, Mexico.
| | - Shyam Visweswaran
- Department of Biomedical Informatics, University of Pittsburgh School of Medicine, 5607 Baum Boulevard, 15206, Pittsburgh, PA, USA.
| | - James Gordon Herman
- Division of Hematology/Oncology, Department of Medicine, University of Pittsburgh School of Medicine, UPMC Cancer Pavilion, 5150 Centre Avenue, 15232, Pittsburgh, PA, USA.
| | - Vanathi Gopalakrishnan
- Department of Biomedical Informatics, University of Pittsburgh School of Medicine, 5607 Baum Boulevard, 15206, Pittsburgh, PA, USA.
| |
Collapse
|
16
|
Abstract
The hallmarks of premalignant lesions were first described in the 1970s, a time when relatively little was known about the molecular underpinnings of cancer. Yet it was clear there must be opportunities to intervene early in carcinogenesis. A vast array of molecular information has since been uncovered, with much of this stemming from studies of existing cancer or cancer models. Here, examples of how an understanding of cancer biology has informed cancer prevention studies are highlighted and emerging areas that may have implications for the field of cancer prevention research are described. A note of caution accompanies these examples, in that while there are similarities, there are also fundamental differences between the biology of premalignant lesions or premalignant conditions and invasive cancer. These differences must be kept in mind, and indeed leveraged, when exploring potential cancer prevention measures.
Collapse
Affiliation(s)
- Bríd M Ryan
- Laboratory of Human Carcinogenesis, Center for Cancer Research, National Cancer Institute, Bethesda, MD 20892, USA..
| | | |
Collapse
|
17
|
Diagnostic, Prognostic, and Predictive Molecular Biomarkers and the Utility of Molecular Imaging in Common Gastrointestinal Tumors. BIOMED RESEARCH INTERNATIONAL 2015; 2015:890805. [PMID: 26618179 PMCID: PMC4649066 DOI: 10.1155/2015/890805] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/07/2015] [Accepted: 05/07/2015] [Indexed: 12/03/2022]
|
18
|
Carper MB, Claudio PP. Clinical potential of gene mutations in lung cancer. Clin Transl Med 2015; 4:33. [PMID: 26603430 PMCID: PMC4658345 DOI: 10.1186/s40169-015-0074-1] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2015] [Accepted: 10/15/2015] [Indexed: 12/11/2022] Open
Abstract
Lung cancer is the most common cancer type worldwide and the leading cause of cancer related deaths in the United States. The majority of newly diagnosed patients present with late stage metastatic lung cancer that is inoperable and resistant to therapies. High-throughput genomic technologies have made the identification of genetic mutations that promote lung cancer progression possible. Identification of the mutations that drive lung cancer provided new targets for non-small cell lung cancer (NSCLC) treatment and led to the development of targeted therapies such as tyrosine kinase inhibitors that can be used to combat the molecular changes that promote cancer progression. Development of targeted therapies is not the only clinical benefit of gene analysis studies. Biomarkers identified from gene analysis can be used for early lung cancer detection, determine patient’s prognosis and response to therapy, and monitor disease progression. Biomarkers can be used to identify the NSCLC patient population that would most benefit from treatment (targeted therapies or chemotherapies), providing clinicians tools that can be used to develop a personalized treatment plan. This review explores the clinical potential of NSCLC genetic studies on diagnosing and treating NSCLC.
Collapse
Affiliation(s)
- Miranda B Carper
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599, USA.
| | - Pier Paolo Claudio
- Department of Radiation Oncology, The University of Mississippi Medical Center Cancer Institute, 350 W Woodrow Wilson Ave, Jackson, MS, 39213, USA. .,Department of Biomedical Sciences, University of Mississippi, National Center for Natural Products Research, Oxford, MS, USA.
| |
Collapse
|
19
|
Masago K, Fujita S, Muraki M, Hata A, Okuda C, Otsuka K, Kaji R, Takeshita J, Kato R, Katakami N, Hirata Y. Next-generation sequencing of tyrosine kinase inhibitor-resistant non-small-cell lung cancers in patients harboring epidermal growth factor-activating mutations. BMC Cancer 2015; 15:908. [PMID: 26572169 PMCID: PMC4647703 DOI: 10.1186/s12885-015-1925-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2015] [Accepted: 11/11/2015] [Indexed: 02/08/2023] Open
Abstract
Background The aim of this study was to detect the epidermal growth factor receptor (EGFR)-activating mutations and other oncogene alterations in patients with non-small-cell lung cancers (NSCLC) who experienced a treatment failure in response to EGFR-tyrosine kinase inhibitors (TKIs) with a next generation sequencer. Methods Fifteen patients with advanced NSCLC previously treated with EGFR-TKIs were examined between August 2005 and October 2014. For each case, new biopsies were performed, followed by DNA sequencing on an Ion Torrent Personal Genome Machine (PGM) system using the Ion AmpliSeq Cancer Hotspot Panel version 2. Results All 15 patients were diagnosed with NSCLC harboring EGFR-activating mutations (seven cases of exon 19 deletion, seven cases of L858R in exon 21, and one case of L861Q in exon 21). Of the 15 cases, acquired T790M resistance mutations were detected in 9 (60.0 %) patients. In addition, other mutations were identified outside of EGFR, including 13 cases (86.7 %) exhibiting TP53 P72R mutations, 5 cases (33.3 %) of KDR Q472H, and 2 cases (13.3 %) of KIT M541L. Conclusions Here, we showed that next-generation sequencing (NGS) is able to detect EGFR T790M mutations in cases not readily diagnosed by other conventional methods. Significant differences in the degree of EGFR T790M and other EGFR-activating mutations may be indicative of the heterogeneity of disease phenotype evident within these patients. The co-existence of known oncogenic mutations within each of these patients may play a role in acquired EGFR-TKIs resistance, suggesting the need for alternative treatment strategies, with PCR-based NGS playing an important role in disease diagnosis.
Collapse
Affiliation(s)
- Katsuhiro Masago
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Shiro Fujita
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | | | - Akito Hata
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Chiyuki Okuda
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Kyoko Otsuka
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Reiko Kaji
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Jumpei Takeshita
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Ryoji Kato
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Nobuyuki Katakami
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| | - Yukio Hirata
- Division of Integrated Oncology, Institute of Biomedical Research and Innovation, 2-2 Minatojima-minamimachi, Cyuo-ku, Kobe City, Hyogo, 650-0047, Japan.
| |
Collapse
|
20
|
Luthra R, Chen H, Roy-Chowdhuri S, Singh RR. Next-Generation Sequencing in Clinical Molecular Diagnostics of Cancer: Advantages and Challenges. Cancers (Basel) 2015; 7:2023-36. [PMID: 26473927 PMCID: PMC4695874 DOI: 10.3390/cancers7040874] [Citation(s) in RCA: 98] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2015] [Revised: 09/21/2015] [Accepted: 10/01/2015] [Indexed: 11/16/2022] Open
Abstract
The application of next-generation sequencing (NGS) to characterize cancer genomes has resulted in the discovery of numerous genetic markers. Consequently, the number of markers that warrant routine screening in molecular diagnostic laboratories, often from limited tumor material, has increased. This increased demand has been difficult to manage by traditional low- and/or medium-throughput sequencing platforms. Massively parallel sequencing capabilities of NGS provide a much-needed alternative for mutation screening in multiple genes with a single low investment of DNA. However, implementation of NGS technologies, most of which are for research use only (RUO), in a diagnostic laboratory, needs extensive validation in order to establish Clinical Laboratory Improvement Amendments (CLIA) and College of American Pathologists (CAP)-compliant performance characteristics. Here, we have reviewed approaches for validation of NGS technology for routine screening of tumors. We discuss the criteria for selecting gene markers to include in the NGS panel and the deciding factors for selecting target capture approaches and sequencing platforms. We also discuss challenges in result reporting, storage and retrieval of the voluminous sequencing data and the future potential of clinical NGS.
Collapse
Affiliation(s)
- Rajyalakshmi Luthra
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, 8515 Fannin Street, Houston, TX 77054, USA.
| | - Hui Chen
- Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX-77030, USA.
| | - Sinchita Roy-Chowdhuri
- Department of Pathology, The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX-77030, USA.
| | - R Rajesh Singh
- Department of Hematopathology, The University of Texas MD Anderson Cancer Center, 8515 Fannin Street, Houston, TX 77054, USA.
| |
Collapse
|
21
|
Gomez-Casal R, Bhattacharya C, Epperly MW, Basse PH, Wang H, Wang X, Proia DA, Greenberger JS, Socinski MA, Levina V. The HSP90 Inhibitor Ganetespib Radiosensitizes Human Lung Adenocarcinoma Cells. Cancers (Basel) 2015; 7:876-907. [PMID: 26010604 PMCID: PMC4491689 DOI: 10.3390/cancers7020814] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Accepted: 05/12/2015] [Indexed: 12/25/2022] Open
Abstract
The molecular chaperone HSP90 is involved in stabilization and function of multiple client proteins, many of which represent important oncogenic drivers in NSCLC. Utilization of HSP90 inhibitors as radiosensitizing agents is a promising approach. The antitumor activity of ganetespib, HSP90 inhibitor, was evaluated in human lung adenocarcinoma (AC) cells for its ability to potentiate the effects of IR treatment in both in vitro and in vivo. The cytotoxic effects of ganetespib included; G2/M cell cycle arrest, inhibition of DNA repair, apoptosis induction, and promotion of senescence. All of these antitumor effects were both concentration- and time-dependent. Both pretreatment and post-radiation treatment with ganetespib at low nanomolar concentrations induced radiosensitization in lung AC cells in vitro. Ganetespib may impart radiosensitization through multiple mechanisms: such as down regulation of the PI3K/Akt pathway; diminished DNA repair capacity and promotion of cellular senescence. In vivo, ganetespib reduced growth of T2821 tumor xenografts in mice and sensitized tumors to IR. Tumor irradiation led to dramatic upregulation of β-catenin expression in tumor tissues, an effect that was mitigated in T2821 xenografts when ganetespib was combined with IR treatments. These data highlight the promise of combining ganetespib with IR therapies in the treatment of AC lung tumors.
Collapse
Affiliation(s)
- Roberto Gomez-Casal
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Medicine, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Chitralekha Bhattacharya
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Medicine, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Michael W Epperly
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Radiation Oncology, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Per H Basse
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Immunology, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Hong Wang
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Biostatistics, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Xinhui Wang
- Harvard Medical School, Harvard University, 25 Shattuck Street, Boston, MA 02115, USA.
| | - David A Proia
- Synta Pharmaceuticals Corp., 45 Hartwell Avenue, Lexington, MA 02421, USA.
| | - Joel S Greenberger
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Radiation Oncology, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Mark A Socinski
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Medicine, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| | - Vera Levina
- The University of Pittsburgh Cancer Institute, Pittsburgh, PA 15213, USA.
- Department of Medicine, The University of Pittsburgh, Pittsburgh, PA 15213, USA.
| |
Collapse
|