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Liu Q, Hu J, Li X, Gao H, Kong D, Jin M. Glutamine transporter inhibitor enhances the sensitivity of NSCLC to trametinib through GSDME-dependent pyroptosis. Biochem Pharmacol 2025; 233:116796. [PMID: 39923858 DOI: 10.1016/j.bcp.2025.116796] [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: 11/01/2024] [Revised: 12/27/2024] [Accepted: 02/06/2025] [Indexed: 02/11/2025]
Abstract
Trametinib, an inhibitor of mitogen-activated extracellular signal-regulated kinases 1/2 (MEK1/2), is used to treat BRAFV600E/K melanoma and non-small-cell lung cancer (NSCLC). Mutant Kirsten rat sarcoma viral oncogene homolog (KRAS) promotes glutamine utilization, therefore, in the present study we investigated the anti-cancer effects of trametinib in combination with V-9302, a glutamine transporter inhibitor, in NSCLC with KRAS mutations. Trametinib in combination with V-9302 exhibited a potent synergistic antitumor effect, inducing cell cycle arrest and pyroptosis. Mechanistically, combination treatment triggered caspase-3 activation and gasdermin E (GSDME) cleavage, as well as elevated lactate dehydrogenase (LDH) and IL-1β levels. Meanwhile, combination treatment reduced cyclin D1 and p-Rb levels and increased p27 expression. Moreover, this combination increased forkhead box class O3a (FOXO3a) levels and decreased forkhead box M1 (FOXM1) expression by regulating the phosphorylation of ERK, Akt, AMPK, and c-Jun N-terminal kinase (JNK). Trametinib in combination with V-9302 increased reactive oxygen species (ROS) generation and reduced glutathione (GSH) synthesis and ATP levels. Furthermore, V-9302 in combination with trametinib inhibited the trametinib-induced autophagy, thereby enhancing pyroptosis in cancer cells. In vivo, the co-administration of trametinib and V-9302 remarkably inhibited tumor growth in a xenograft mouse model compared to each drug alone. Taken together, the combination of trametinib and V-9302 resulted in increased pyroptosis and cell cycle arrest compared to each single agent through regulation of the FOXO3a/FOXM1 axis and autophagy and significantly enhanced antitumor efficacy in vivo. Our results suggest a potential new therapeutic strategy for KRAS-mutant NSCLC using trametinib in combination with glutamine restriction.
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Affiliation(s)
- Qingxia Liu
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China
| | - Jinxia Hu
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China
| | - Xinzhen Li
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China
| | - Haiwang Gao
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China
| | - Dexin Kong
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China; Department of Pharmacy, Tianjin Medical University General Hospital, Tianjin 300052, China.
| | - Meihua Jin
- Tianjin Key Laboratory On Technologies Enabling Development of Clinical Therapeutics and Diagnostics, School of Pharmacy, International Joint Laboratory of Ocular Diseases (Ministry of Education), Key Laboratory of Immune Microenvironment and Diseases (Ministry of Education), Tianjin Medical University, Tianjin 300070, China.
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2
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Jayakrishnan R, Kwiatkowski DJ, Rose MG, Nassar AH. Topography of mutational signatures in non-small cell lung cancer: emerging concepts, clinical applications, and limitations. Oncologist 2024; 29:833-841. [PMID: 38907669 PMCID: PMC11449018 DOI: 10.1093/oncolo/oyae091] [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: 12/08/2023] [Accepted: 04/16/2024] [Indexed: 06/24/2024] Open
Abstract
The genome of a cell is continuously battered by a plethora of exogenous and endogenous processes that can lead to damaged DNA. Repair mechanisms correct this damage most of the time, but failure to do so leaves mutations. Mutations do not occur in random manner, but rather typically follow a more or less specific pattern due to known or imputed mutational processes. Mutational signature analysis is the process by which the predominant mutational process can be inferred for a cancer and can be used in several contexts to study both the genesis of cancer and its response to therapy. Recent pan-cancer genomic efforts such as "The Cancer Genome Atlas" have identified numerous mutational signatures that can be categorized into single base substitutions, doublet base substitutions, or small insertions/deletions. Understanding these mutational signatures as they occur in non-small lung cancer could improve efforts at prevention, predict treatment response to personalized treatments, and guide the development of therapies targeting tumor evolution. For non-small cell lung cancer, several mutational signatures have been identified that correlate with exposures such as tobacco smoking and radon and can also reflect endogenous processes such as aging, APOBEC activity, and loss of mismatch repair. Herein, we provide an overview of the current knowledge of mutational signatures in non-small lung cancer.
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Affiliation(s)
- Ritujith Jayakrishnan
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, United States
| | - David J Kwiatkowski
- Department of Pulmonary Medicine, Brigham and Women's Hospital, Boston, MA, 02115, United States
| | - Michal G Rose
- Yale University School of Medicine and Cancer Center, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516, United States
- Department of Medicine, Medical Oncology Division, Yale Cancer Center, New Haven, CT, United States
| | - Amin H Nassar
- Yale University School of Medicine and Cancer Center, Veterans Affairs Connecticut Healthcare System, West Haven, CT 06516, United States
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Rina A, Maffeo D, Minnai F, Esposito M, Palmieri M, Serio VB, Rosati D, Mari F, Frullanti E, Colombo F. The Genetic Analysis and Clinical Therapy in Lung Cancer: Current Advances and Future Directions. Cancers (Basel) 2024; 16:2882. [PMID: 39199653 PMCID: PMC11352260 DOI: 10.3390/cancers16162882] [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: 07/30/2024] [Revised: 08/14/2024] [Accepted: 08/16/2024] [Indexed: 09/01/2024] Open
Abstract
Lung cancer, including both non-small cell lung cancer and small cell lung cancer, remains the leading cause of cancer-related mortality worldwide, representing 18% of the total cancer deaths in 2020. Many patients are identified already at an advanced stage with metastatic disease and have a worsening prognosis. Recent advances in the genetic understanding of lung cancer have opened new avenues for personalized treatments and targeted therapies. This review examines the latest discoveries in the genetics of lung cancer, discusses key biomarkers, and analyzes current clinical therapies based on this genetic information. It will conclude with a discussion of future prospects and potential research directions.
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Affiliation(s)
- Angela Rina
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- UOC Laboratorio di Assistenza e Ricerca Traslazionale, Azienda Ospedaliero-Universitaria Senese, 53100 Siena, Italy;
| | - Debora Maffeo
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Francesca Minnai
- Institute of Biomedical Technologies, National Research Council, 20054 Segrate, Italy; (F.M.); (M.E.)
| | - Martina Esposito
- Institute of Biomedical Technologies, National Research Council, 20054 Segrate, Italy; (F.M.); (M.E.)
| | - Maria Palmieri
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Viola Bianca Serio
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Diletta Rosati
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Francesca Mari
- UOC Laboratorio di Assistenza e Ricerca Traslazionale, Azienda Ospedaliero-Universitaria Senese, 53100 Siena, Italy;
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Elisa Frullanti
- Med Biotech Hub and Competence Center, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy; (A.R.); (D.M.); (M.P.); (V.B.S.); (D.R.); (E.F.)
- Cancer Genomics and Systems Biology Laboratory, Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Francesca Colombo
- Institute of Biomedical Technologies, National Research Council, 20054 Segrate, Italy; (F.M.); (M.E.)
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Kolecka-Bednarczyk A, Frydrychowicz M, Budny B, Ruciński M, Dompe C, Gabryel P, Płachno BJ, Ruchała M, Ziemnicka K, Zieliński P, Budna-Tukan J. Specific Deletions of Chromosomes 3p, 5q, 13q, and 21q among Patients with G2 Grade of Non-Small Cell Lung Cancer. Int J Mol Sci 2024; 25:8642. [PMID: 39201328 PMCID: PMC11354976 DOI: 10.3390/ijms25168642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 08/03/2024] [Accepted: 08/05/2024] [Indexed: 09/02/2024] Open
Abstract
Non-small cell lung cancer (NSCLC) leads as a primary cause of cancer-related premature mortality in Western populations. This study leverages cutting-edge gene-expression-profiling technologies to perform an in-depth molecular characterization of NSCLC specimens, with the objective of uncovering tumor-specific genomic alterations. By employing DNA microarray analysis, our research aims to refine the classification of NSCLC for early detection, guide molecular-targeted treatment approaches, enhance prognostication, and broaden the scientific understanding of the disease's biology. We identified widespread genomic abnormalities in our samples, including the recurrent loss of chromosomal regions 3p, 5q, 13q, and 21q and the gain of 12p. Furthermore, utilizing Metascape for bioinformatic analysis revealed critical biological pathways disrupted in NSCLC, offering promising leads for novel therapeutic interventions.
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Affiliation(s)
- Agata Kolecka-Bednarczyk
- Department of Immunology, Poznan University of Medical Sciences, 60-806 Poznan, Poland; (M.F.); (C.D.)
| | - Magdalena Frydrychowicz
- Department of Immunology, Poznan University of Medical Sciences, 60-806 Poznan, Poland; (M.F.); (C.D.)
| | - Bartłomiej Budny
- Department of Endocrinology, Metabolism and Internal Medicine, Poznan University of Medical Sciences, 60-355 Poznan, Poland; (B.B.); (M.R.); (K.Z.)
| | - Marcin Ruciński
- Department of Histology and Embryology, Poznan University of Medical Sciences, 60-781 Poznan, Poland; (M.R.); (J.B.-T.)
| | - Claudia Dompe
- Department of Immunology, Poznan University of Medical Sciences, 60-806 Poznan, Poland; (M.F.); (C.D.)
- Doctoral School, Poznan University of Medical Sciences, 60-812 Poznan, Poland
| | - Piotr Gabryel
- Department of Thoracic Surgery, Poznan University of Medical Sciences, 60-569 Poznan, Poland; (P.G.); (P.Z.)
| | - Bartosz J. Płachno
- Department of Plant Cytology and Embryology, Institute of Botany, Faculty of Biology, Jagiellonian University in Kraków, 30-387 Cracow, Poland
| | - Marek Ruchała
- Department of Endocrinology, Metabolism and Internal Medicine, Poznan University of Medical Sciences, 60-355 Poznan, Poland; (B.B.); (M.R.); (K.Z.)
| | - Katarzyna Ziemnicka
- Department of Endocrinology, Metabolism and Internal Medicine, Poznan University of Medical Sciences, 60-355 Poznan, Poland; (B.B.); (M.R.); (K.Z.)
| | - Paweł Zieliński
- Department of Thoracic Surgery, Poznan University of Medical Sciences, 60-569 Poznan, Poland; (P.G.); (P.Z.)
| | - Joanna Budna-Tukan
- Department of Histology and Embryology, Poznan University of Medical Sciences, 60-781 Poznan, Poland; (M.R.); (J.B.-T.)
- Department of Anatomy and Histology, Collegium Medicum, University of Zielona Gora, 65-046 Zielona Gora, Poland
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Vassiliou A, Osunronbi T, Enyioma S, Rago G, Karathanasi A, Ghose A, Sheriff M, Mikropoulos C, Sanchez E, Moschetta M, Chargari C, Rassy E, Boussios S. Prognostic Factors in Patients with Metastatic Spinal Cord Compression Secondary to Lung Cancer-A Retrospective UK Single-Centre Study. Cancers (Basel) 2023; 15:4432. [PMID: 37760402 PMCID: PMC10527546 DOI: 10.3390/cancers15184432] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 08/30/2023] [Accepted: 09/04/2023] [Indexed: 09/29/2023] Open
Abstract
PURPOSE Metastatic spinal cord compression (MSCC) is a severe complication of cancer that can lead to irreversible neurological impairment, necessitating prompt recognition and intervention. This retrospective, single-centre study aimed to determine the prognostic factors and survival rates among patients presenting with MSCC secondary to lung cancer. METHODS AND MATERIALS We identified 74 patients with epidural metastases-related spinal cord compression and a history of lung cancer through the electronic database of Medway Maritime Hospital in the United Kingdom (UK), spanning the period from April 2016 to September 2021. Among them, 39 were below 55 years old, while 35 were aged 55 years or older; 24 patients were diagnosed with small cell lung cancer (SCLC), and 50 patients had non-small cell lung cancer (NSCLC). RESULTS The median overall survival (OS) was 5.5 months, with 52 out of 74 patients dying within 6 months of diagnosis with MSCC. For the entire cohort, the statistically significant variables on multi-variate analysis were cancer type (NSCLC had improved OS), the number of involved vertebrae (one to two vertebrae involvement had improved OS), and the time taken to develop motor deficits (≤10 days to develop motor deficits had worsened OS). For the NSCLC cohort, the statistically significant variables on multivariate analysis were molecular alterations (patients with epidermal growth factor receptor (EGFR) mutation), pre-treatment ambulatory status, Eastern Cooperative Oncology Group (ECOG) performance status, and the time taken to develop motor deficits. CONCLUSIONS Within the entire cohort, patients diagnosed with NSCLC and spinal metastases affecting one to two vertebrae exhibited enhanced OS. Within the NSCLC subgroup, those with EGFR mutations who were ambulatory and possessed an ECOG performance status of 1-2 demonstrated improved OS. In both the entire cohort and the NSCLC subgroup, the development of motor deficits within a period of ≤10 days was associated with poor OS.
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Affiliation(s)
- Anna Vassiliou
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
| | - Temidayo Osunronbi
- Hull University Teaching Hospital NHS Foundation Trust, Hull HU1 3SA, UK
| | - Synthia Enyioma
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
| | - Gerardo Rago
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
| | - Afroditi Karathanasi
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
| | - Aruni Ghose
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
- Department of Medical Oncology, Barts Cancer Centre, St. Bartholomew’s Hospital, Barts Health NHS Trust, London EC1A 7BE, UK
- Department of Medical Oncology, Mount Vernon Cancer Centre, East and North Hertfordshire NHS Trust, London HA6 2RN, UK
| | - Matin Sheriff
- Department of Urology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK
| | - Christos Mikropoulos
- Department of Medical Oncology, St Luke’s Cancer Centre, Royal Surrey Hospital, Guildford GU1 1EB, UK
| | - Elisabet Sanchez
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
| | - Michele Moschetta
- Novartis Institutes for BioMedical Research, CH-4056 Basel, Switzerland;
| | - Cyrus Chargari
- Department of Radiation Oncology, Pitié Salpêtrière University Hospital, 75013 Paris, France;
| | - Elie Rassy
- Department of Medical Oncology, Gustave Roussy Institut, 94805 Villejuif, France;
| | - Stergios Boussios
- Department of Medical Oncology, Medway NHS Foundation Trust, Gillingham ME7 5NY, UK (E.S.)
- Faculty of Life Sciences & Medicine, School of Cancer & Pharmaceutical Sciences, King’s College London, London SE1 9RT, UK
- Kent Medway Medical School, University of Kent, Canterbury CT2 7LX, UK
- AELIA Organization, 9th Km Thessaloniki–Thermi, 57001 Thessaloniki, Greece
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6
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Kwon CS, Lin HM, Crossland V, Churchill EN, Curran E, Forsythe A, Tomaras D, Ou SHI. Non-small cell lung cancer with EGFR exon 20 insertion mutation: a systematic literature review and meta-analysis of patient outcomes. Curr Med Res Opin 2022; 38:1341-1350. [PMID: 35621011 DOI: 10.1080/03007995.2022.2083326] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
INTRODUCTION EGFR exon 20 insertion mutation-positive non-small cell lung cancer (NSCLC) is rare, has a poor prognosis, and outcomes are not fully established. We describe and evaluate outcomes from real-world and clinical evidence in these patients. METHODS A systematic literature review (SLR) identified interventional and real-world evidence (RWE) studies reporting clinical outcomes for EGFR exon 20 insertion mutation-positive NSCLC. Meta-analyses were conducted by line of therapy to synthesize pooled survival and response outcomes across RWE. Published evidence from interventional studies was summarized individually. RESULTS The SLR identified 23 RWE and 19 original interventional studies. In the meta-analysis of RWE, pooled response and survival outcomes were low for first-line EGFR-tyrosine kinase inhibitors (TKIs) and immuno-oncology (IO) agents. First-line chemotherapy resulted in a pooled ORR 25.7%, pooled PFS 5.6 months, and pooled OS 18.3 months. Pooled outcomes were further reduced in second or later lines (≥2 L): pooled ORR was 5.0%, 3.3%, and 13.9%; pooled PFS was 2.1 months, 2.3 months, and 4.4 months; and pooled OS was 14.1 months, 8.8 months, and 17.1 months (not a pooled result) for EGFR-TKIs, IO agents, and chemotherapy, respectively. Interventional studies reported outcomes for TKIs (mobocertinib, poziotinib, osimertinib, afatinib, CLN-081, DZD9008), a monoclonal antibody (amivantamab), and a heat shock protein 90 inhibitor (luminespib). While there is limited RWE for the recently approved agents mobocertinib and amivantamab, which specifically target exon 20 insertion mutations, interventional evidence supports their potential as effective treatment options. CONCLUSIONS Conventional treatments used in patients with EGFR exon 20 insertion mutation-positive NSCLC have limited efficacy, though chemotherapy appeared to be associated with better response and survival outcomes than non-exon 20 targeting EGFR-TKIs and IO agents. This supports the need to identify EGFR exon 20 insertion mutations as the availability of new targeted treatments may offer additional therapeutic options to these patients.
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Affiliation(s)
| | - Huamao M Lin
- Takeda Oncology, Development Center Americas, Inc., Lexington, MA, USA
| | | | - Eric N Churchill
- Global Medical Lead, Takeda Pharmaceuticals USA, Inc., Lexington, MA, USA
| | - Eileen Curran
- Takeda Oncology, Development Center Americas, Inc., Lexington, MA, USA
| | | | - Dimitrios Tomaras
- Health Economics and Real World Evidence, Purple Squirrel Economics, Montreal, QC, Canada, a wholly owned subsidiary of Cytel, Inc
| | - Sai-Hong Ignatius Ou
- Chao Family Comprehensive Cancer Center, University of California Irvine School of Medicine, Orange, CA, USA
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7
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Dhakar R, Dakal TC, Sharma A. Genetic determinants of lung cancer: Understanding the oncogenic potential of somatic missense mutations. Genomics 2022; 114:110401. [PMID: 35709927 DOI: 10.1016/j.ygeno.2022.110401] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Revised: 01/31/2022] [Accepted: 06/08/2022] [Indexed: 11/04/2022]
Abstract
BACKGROUND Treatment of lung cancer is getting more personalized nowadays and medical practitioners are moving away from conventional histology-driven empirical treatments, platinum-based chemotherapy, and other invasive surgical resections and have started adopting alternate therapies in which therapeutic targets are patient's molecular oncogenic drivers. AIM The aim of the current study is to extract meaningful information from the online somatic mutation data (retrieved from cBioPortal) of 16 most significantly mutated oncogenes in non-small-cell lung cancer (NSCLC), namely EGFR, NRAS, KRAS, HER2 (ERBB2), RET, MET, ROS1, FGFR1, BRAF, AKT1, MEK1 (MAP2K1), PIK3CA, PTEN, DDR2, LKB1 (STK11) and ALK, for improving our understanding of the pathobiology of the lung cancer that can aid decision-making on critical clinical and therapeutic considerations. METHODS Using an integrated approach comprising 4 steps, the oncogenic potential of 661 missense non-synonymous single nucleotide polymorphisms (nsSNPs) in 16 genes was ascertained using 2059 NSCLC (1575 lung adenocarcinomas, 484 lung squamous cell carcinomas) patients' online mutation data. The steps used comprise sequence/structure homology-based prediction, scoring of conservation of mutated residues and positions, prediction of resulting molecular and functional consequences using machine-learning and structure-guided approach. RESULTS Out of a total of 661 nsSNPs analyzed, a set of 29 nsSNPs has been identified as conserved high confidence mutations in 10 of 16 genes relevant to the under study. Out of 29 conserved high confidence nsSNPs, 4 nsSNPs (EGFR N1094Y, BRAF M620I, DDR2 R307L, ALK P1350T) have been found to be putative novel rare genetic markers for NSCLC. CONCLUSIONS The current study, the first of its kind, has provided a list of deleterious non-synonymous somatic mutations in a selected pool of oncogenes that can be considered as a promising target for future drug design and therapy for patients with lung adenocarcinomas and squamous cell carcinomas.
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Affiliation(s)
- Ramgopal Dhakar
- Genome and Computational Biology Lab, Department of Biotechnology, Mohanlal Sukhadia, University, Udaipur 313001, Rajasthan, India
| | - Tikam Chand Dakal
- Genome and Computational Biology Lab, Department of Biotechnology, Mohanlal Sukhadia, University, Udaipur 313001, Rajasthan, India.
| | - Amit Sharma
- Department of Neurosurgery, University Clinic Bonn, 53127 Bonn, Germany
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8
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Silva F, Pereira T, Neves I, Morgado J, Freitas C, Malafaia M, Sousa J, Fonseca J, Negrão E, Flor de Lima B, Correia da Silva M, Madureira AJ, Ramos I, Costa JL, Hespanhol V, Cunha A, Oliveira HP. Towards Machine Learning-Aided Lung Cancer Clinical Routines: Approaches and Open Challenges. J Pers Med 2022; 12:480. [PMID: 35330479 PMCID: PMC8950137 DOI: 10.3390/jpm12030480] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 02/28/2022] [Accepted: 03/10/2022] [Indexed: 12/15/2022] Open
Abstract
Advancements in the development of computer-aided decision (CAD) systems for clinical routines provide unquestionable benefits in connecting human medical expertise with machine intelligence, to achieve better quality healthcare. Considering the large number of incidences and mortality numbers associated with lung cancer, there is a need for the most accurate clinical procedures; thus, the possibility of using artificial intelligence (AI) tools for decision support is becoming a closer reality. At any stage of the lung cancer clinical pathway, specific obstacles are identified and "motivate" the application of innovative AI solutions. This work provides a comprehensive review of the most recent research dedicated toward the development of CAD tools using computed tomography images for lung cancer-related tasks. We discuss the major challenges and provide critical perspectives on future directions. Although we focus on lung cancer in this review, we also provide a more clear definition of the path used to integrate AI in healthcare, emphasizing fundamental research points that are crucial for overcoming current barriers.
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Affiliation(s)
- Francisco Silva
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- FCUP—Faculty of Science, University of Porto, 4169-007 Porto, Portugal
| | - Tania Pereira
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
| | - Inês Neves
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- ICBAS—Abel Salazar Biomedical Sciences Institute, University of Porto, 4050-313 Porto, Portugal
| | - Joana Morgado
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
| | - Cláudia Freitas
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
- FMUP—Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal;
| | - Mafalda Malafaia
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- FEUP—Faculty of Engineering, University of Porto, 4200-465 Porto, Portugal
| | - Joana Sousa
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
| | - João Fonseca
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- FEUP—Faculty of Engineering, University of Porto, 4200-465 Porto, Portugal
| | - Eduardo Negrão
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
| | - Beatriz Flor de Lima
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
| | - Miguel Correia da Silva
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
| | - António J. Madureira
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
- FMUP—Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal;
| | - Isabel Ramos
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
- FMUP—Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal;
| | - José Luis Costa
- FMUP—Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal;
- i3S—Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal
- IPATIMUP—Institute of Molecular Pathology and Immunology of the University of Porto, 4200-135 Porto, Portugal
| | - Venceslau Hespanhol
- CHUSJ—Centro Hospitalar e Universitário de São João, 4200-319 Porto, Portugal; (C.F.); (E.N.); (B.F.d.L.); (M.C.d.S.); (A.J.M.); (I.R.); (V.H.)
- FMUP—Faculty of Medicine, University of Porto, 4200-319 Porto, Portugal;
| | - António Cunha
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- UTAD—University of Trás-os-Montes and Alto Douro, 5001-801 Vila Real, Portugal
| | - Hélder P. Oliveira
- INESC TEC—Institute for Systems and Computer Engineering, Technology and Science, 4200-465 Porto, Portugal; (I.N.); (J.M.); (M.M.); (J.S.); (J.F.); (A.C.); (H.P.O.)
- FCUP—Faculty of Science, University of Porto, 4169-007 Porto, Portugal
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9
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Ko YS, Kang H, Bae JA, Kim SJ, Kim N, Chung IJ, Moon KS, Rho JK, Kim H, Ha HH, Oh IJ, Kim KK. New strategy for suppressing the growth of lung cancer cells harboring mutations in the ATP-binding region of EGFR by targeting the molecular motor MYO1D. Clin Transl Med 2021; 11:e515. [PMID: 34459138 PMCID: PMC8343539 DOI: 10.1002/ctm2.515] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 07/16/2021] [Accepted: 07/20/2021] [Indexed: 11/11/2022] Open
Affiliation(s)
- Yoo-Seung Ko
- Department of Pharmacology, Chonnam National University Medical School, Hwasun, 58128, Korea.,Combinatorial Tumor Immunotherapy MRC, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Hyuno Kang
- Division of Analytical Science, Korea Basic Science Institute, Daejeon, 34133, Korea
| | - Jeong A Bae
- Department of Pharmacology, Chonnam National University Medical School, Hwasun, 58128, Korea.,Combinatorial Tumor Immunotherapy MRC, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Sung Jin Kim
- Department of Pharmacology, Chonnam National University Medical School, Hwasun, 58128, Korea.,Combinatorial Tumor Immunotherapy MRC, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Nacksung Kim
- Department of Pharmacology, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Ik Joo Chung
- Department of Internal Medicine, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Kyung-Sub Moon
- Department of Neurosurgery, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Jin Kyung Rho
- Department of Convergence Medicine, University of Ulsan, College of Medicine, Seoul, 05505, Korea
| | - Hangun Kim
- College of Pharmacy, Sunchon National University, Sunchon, 57922, Korea
| | - Hyung-Ho Ha
- College of Pharmacy, Sunchon National University, Sunchon, 57922, Korea
| | - In-Jae Oh
- Department of Internal Medicine, Chonnam National University Medical School, Hwasun, 58128, Korea
| | - Kyung Keun Kim
- Department of Pharmacology, Chonnam National University Medical School, Hwasun, 58128, Korea.,Combinatorial Tumor Immunotherapy MRC, Chonnam National University Medical School, Hwasun, 58128, Korea
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10
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Zheleznyak A, Mixdorf M, Marsala L, Prior J, Yang X, Cui G, Xu B, Fletcher S, Fontana F, Lanza G, Achilefu S. Orthogonal targeting of osteoclasts and myeloma cells for radionuclide stimulated dynamic therapy induces multidimensional cell death pathways. Theranostics 2021; 11:7735-7754. [PMID: 34335961 PMCID: PMC8315072 DOI: 10.7150/thno.60757] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Accepted: 06/09/2021] [Indexed: 12/13/2022] Open
Abstract
Rationale: Multiple myeloma (MM) is a multifocal malignancy of bone marrow plasma cells, characterized by vicious cycles of remission and relapse that eventually culminate in death. The disease remains mostly incurable largely due to the complex interactions between the bone microenvironment (BME) and MM cells (MMC). In the “vicious cycle” of bone disease, abnormal activation of osteoclasts (OCs) by MMC causes severe osteolysis, promotes immune evasion, and stimulates the growth of MMC. Disrupting these cancer-stroma interactions would enhance treatment response. Methods: To disrupt this cycle, we orthogonally targeted nanomicelles (NM) loaded with non-therapeutic doses of a photosensitizer, titanocene (TC), to VLA-4 (α4ß1, CD49d/CD29) expressing MMC (MM1.S) and αvß3 (CD51/CD61) expressing OC. Concurrently, a non-lethal dose of a radiopharmaceutical, 18F-fluorodeoxyglucose ([18F]FDG) administered systemically interacted with TC (radionuclide stimulated therapy, RaST) to generate cytotoxic reactive oxygen species (ROS). The in vitro and in vivo effects of RaST were characterized in MM1.S cell line, as well as in xenograft and isograft MM animal models. Results: Our data revealed that RaST induced non-enzymatic hydroperoxidation of cellular lipids culminating in mitochondrial dysfunction, DNA fragmentation, and caspase-dependent apoptosis of MMC using VLA-4 avid TC-NMs. RaST upregulated the expression of BAX, Bcl-2, and p53, highlighting the induction of apoptosis via the BAK-independent pathway. The enhancement of multicopper oxidase enzyme F5 expression, which inhibits lipid hydroperoxidation and Fenton reaction, was not sufficient to overcome RaST-induced increase in the accumulation of irreversible function-perturbing α,ß-aldehydes that exerted significant and long-lasting damage to both DNA and proteins. In vivo, either VLA-4-TC-NM or αvß3-TC-NMs RaST induced a significant therapeutic effect on immunocompromised but not immunocompetent MM-bearing mouse models. Combined treatment with both VLA-4-TC-NM and αvß3-TC-NMs synergistically inhibited osteolysis, reduced tumor burden, and prevented rapid relapse in both in vivo models of MM. Conclusions: By targeting MM and bone cells simultaneously, combination RaST suppressed MM disease progression through a multi-prong action on the vicious cycle of bone cancer. Instead of using the standard multidrug approach, our work reveals a unique photophysical treatment paradigm that uses nontoxic doses of a single light-sensitive drug directed orthogonally to cancer and bone cells, followed by radionuclide-stimulated generation of ROS to inhibit tumor progression and minimize osteolysis in both immunocompetent murine and immunocompromised human MM models.
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11
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Validation of a multicellular tumor microenvironment system for modeling patient tumor biology and drug response. Sci Rep 2021; 11:5535. [PMID: 33692370 PMCID: PMC7946945 DOI: 10.1038/s41598-021-84612-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 02/09/2021] [Indexed: 02/06/2023] Open
Abstract
Lung cancer rates are rising globally and non-small cell lung cancer (NSCLC) has a five year survival rate of only 24%. Unfortunately, the development of drugs to treat cancer is severely hampered by the inefficiency of translating pre-clinical studies into clinical benefit. Thus, we sought to apply a tumor microenvironment system (TMES) to NSCLC. Using microvascular endothelial cells, lung cancer derived fibroblasts, and NSCLC tumor cells in the presence of in vivo tumor-derived hemodynamic flow and transport, we demonstrate that the TMES generates an in-vivo like biological state and predicts drug response to EGFR inhibitors. Transcriptomic and proteomic profiling indicate that the TMES recapitulates the in vivo and patient molecular biological state providing a mechanistic rationale for the predictive nature of the TMES. This work further validates the TMES for modeling patient tumor biology and drug response indicating utility of the TMES as a predictive tool for drug discovery and development and potential for use as a system for patient avatars.
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12
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Sitarek P, Merecz-Sadowska A, Śliwiński T, Zajdel R, Kowalczyk T. An In Vitro Evaluation of the Molecular Mechanisms of Action of Medical Plants from the Lamiaceae Family as Effective Sources of Active Compounds against Human Cancer Cell Lines. Cancers (Basel) 2020; 12:E2957. [PMID: 33066157 PMCID: PMC7601952 DOI: 10.3390/cancers12102957] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 10/05/2020] [Accepted: 10/09/2020] [Indexed: 12/25/2022] Open
Abstract
It is predicted that 1.8 million new cancer cases will be diagnosed worldwide in 2020; of these, the incidence of lung, colon, breast, and prostate cancers will be 22%, 9%, 7%, and 5%, respectively according to the National Cancer Institute. As the global medical cost of cancer in 2020 will exceed about $150 billion, new approaches and novel alternative chemoprevention molecules are needed. Research indicates that the plants of the Lamiaceae family may offer such potential. The present study reviews selected species from the Lamiaceae and their active compounds that may have the potential to inhibit the growth of lung, breast, prostate, and colon cancer cells; it examines the effects of whole extracts, individual compounds, and essential oils, and it discusses their underlying molecular mechanisms of action. The studied members of the Lamiaceae are sources of crucial phytochemicals that may be important modulators of cancer-related molecular targets and can be used as effective factors to support anti-tumor treatment.
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Affiliation(s)
- Przemysław Sitarek
- Department of Biology and Pharmaceutical Botany, Medical University of Lodz, 90-151 Lodz, Poland
| | - Anna Merecz-Sadowska
- Department of Economic Informatics, University of Lodz, 90-214 Lodz, Poland; (A.M.-S.); (R.Z.)
| | - Tomasz Śliwiński
- Laboratory of Medical Genetics, Faculty of Biology and Environmental Protection, University of Lodz, 90-236 Lodz, Poland;
| | - Radosław Zajdel
- Department of Economic Informatics, University of Lodz, 90-214 Lodz, Poland; (A.M.-S.); (R.Z.)
| | - Tomasz Kowalczyk
- Department of Molecular Biotechnology and Genetics, University of Lodz, 90-237 Lodz, Poland;
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13
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Meng F, Zhang L, Ren Y, Ma Q. Transcriptome analysis reveals key signature genes involved in the oncogenesis of lung cancer. Cancer Biomark 2020; 29:475-482. [PMID: 32831194 DOI: 10.3233/cbm-200110] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Previous studies have suggested potential signature genes for lung cancer, however, due to factors such as sequencing platform, control, data selection and filtration conditions, the results of lung cancer-related gene expression analysis are quite different. Here, we performed a meta-analysis on existing lung cancer gene expression results to identify Meta-signature genes without noise. In this study, functional enrichment, protein-protein interaction network, the DAVID, String, TfactS, and transcription factor binding were performed based on the gene expression profiles of lung adenocarcinoma and non-small cell lung cancer deposited in the GEO database. As a result, a total of 574 differentially expressed genes (DEGs) affecting the pathogenesis of lung cancer were identified (207 up-regulated expression and 367 down-regulated expression in lung cancer tissues). A total of 5,093 interactions existed among the 507 (88.3%) proteins, and 10 Meta-signatures were identified: AURKA, CCNB1, KIF11, CCNA2, TOP2A, CENPF, KIF2C, TPX2, HMMR, and MAD2L1. The potential biological functions of Meta-signature DEGs were revealed. In summary, this study identified key genes involved in the process of lung cancer. Our results would help the developing of novel biomarkers for lung cancer.
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14
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Jung HY, Kim TH, Lee JE, Kim HK, Cho JH, Choi YS, Shin S, Lee SH, Rhee H, Lee HK, Choi HJ, Jang HY, Lee S, Kang JH, Choi YA, Lee S, Lee J, Choi YL, Kim J. PDX models of human lung squamous cell carcinoma: consideration of factors in preclinical and co-clinical applications. J Transl Med 2020; 18:307. [PMID: 32762722 PMCID: PMC7409653 DOI: 10.1186/s12967-020-02473-y] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 07/28/2020] [Indexed: 12/20/2022] Open
Abstract
Background Treatment of human lung squamous cell carcinoma (LUSC) using current targeted therapies is limited because of their diverse somatic mutations without any specific dominant driver mutations. These mutational diversities preventing the use of common targeted therapies or the combination of available therapeutic modalities would require a preclinical animal model of this tumor to acquire improved clinical responses. Patient-derived xenograft (PDX) models have been recognized as a potentially useful preclinical model for personalized precision medicine. However, whether the use of LUSC PDX models would be appropriate enough for clinical application is still controversial. Methods In the process of developing PDX models from Korean patients with LUSC, the authors investigated the factors influencing the successful initial engraftment of tumors in NOD scid gamma mice and the retainability of the pathological and genomic characteristics of the parental patient tumors in PDX tumors. Conclusions The authors have developed 62 LUSC PDX models that retained the pathological and genomic features of parental patient tumors, which could be used in preclinical and co-clinical studies. Trial registration Tumor samples were obtained from 139 patients with LUSC between November 2014 and January 2019. All the patients provided signed informed consents. This study was approved by the institutional review board (IRB) of Samsung Medical Center (2018-03-110)
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Affiliation(s)
- Hae-Yun Jung
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Tae Ho Kim
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | | | - Hong Kwan Kim
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Jong Ho Cho
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Yong Soo Choi
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Sumin Shin
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Se-Hoon Lee
- Division of Hematology-Oncology, Department of Medicine, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | | | | | | | | | | | - Jung Hee Kang
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Young Ae Choi
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea
| | - Sanghyuk Lee
- Ewha Research Center for Systems Biology (ERCSB) and Department of Life Science, Ewha Womans University, Seoul, South Korea
| | - Jinseon Lee
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea.
| | - Yoon La Choi
- Department of Pathology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea.
| | - Jhingook Kim
- Department of Thoracic and Cardiovascular Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea.
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15
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Maiti P, Nand M, Joshi T, Ramakrishnan MA, Chandra S. Identification of luteolin -7-glucoside and epicatechin gallate from Vernonia cinerea, as novel EGFR L858R kinase inhibitors against lung cancer: Docking and simulation-based study. J Biomol Struct Dyn 2020; 39:5048-5057. [PMID: 32579072 DOI: 10.1080/07391102.2020.1784791] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Lung cancer ranks number one among the all cancer types in the world, out of which 85% are non-small cell lung cancer (NSCLC). In case of NSCLC, a substitution mutation of Leu 858 Arg (L858R) in the gene of Epidermal Growth Factor Receptor (EGFR) has been reported. Hence, targeting EGFR containing L858R mutation using inhibitors is well reported strategy to discover potential drugs against NSCLC. The present work aims to identify the potent inhibitors against EGFR L858R from Vernonia cinerea plant. A library of 45 phytochemicals was subjected to virtual screening using rigid and flexible docking. 12 potential phytochemicals were screened by molecular docking with high binding energy (between -8.0 and -9.7 kcal mol-1). Two compounds viz., luteolin -7-glucoside and epicatechin gallate showed interaction with Met793 of EGFR-L858R which was similar to the reference inhibitor PD168393. To analyze the stability of the luteolin -7-glucoside and epicatechin gallate with EGFR L858R, molecular dynamics simulations were conducted in explicit water conditions using 60 nanosecond. The results of hydrogen bonding patterns, radius of gyration, deviations in conformational elements, fluctuations in the residual components, and solvent accessible surface area revealed better stability of luteolin -7-glucoside and epicatechin gallate with EGFR-L858R as compared to PD168393. Therefore, we conclude that luteolin -7-glucoside and epicatechin gallate have excellent inhibition properties thus they can be used further to develop effective drugs against lung cancer having EGFR-L858R mutation.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Priyanka Maiti
- Department of Botany, Kumaun University, S. S. J. Campus, Almora, Uttarakhand, India
| | - Mahesha Nand
- Environmental Information System on Himalayan Ecology, G.B. Pant National Institute of Himalayan Environment & Sustainable Development, Almora, Uttarakhand, India
| | - Tushar Joshi
- Department of Biotechnology, Kumaun University, Bhimtal Campus, Bhimtal, Uttarakhand, India
| | | | - Subhash Chandra
- Department of Botany, Kumaun University, S. S. J. Campus, Almora, Uttarakhand, India
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16
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Lombardi A, Russo M, Luce A, Morgillo F, Tirino V, Misso G, Martinelli E, Troiani T, Desiderio V, Papaccio G, Iovino F, Argenziano G, Moscarella E, Sperlongano P, Galizia G, Addeo R, Necas A, Necasova A, Ciardiello F, Ronchi A, Caraglia M, Grimaldi A. Comparative Study of NGS Platform Ion Torrent Personal Genome Machine and Therascreen Rotor-Gene Q for the Detection of Somatic Variants in Cancer. High Throughput 2020; 9:ht9010004. [PMID: 32054005 PMCID: PMC7151067 DOI: 10.3390/ht9010004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2019] [Revised: 02/03/2020] [Accepted: 02/07/2020] [Indexed: 12/30/2022] Open
Abstract
Molecular profiling of a tumor allows the opportunity to design specific therapies which are able to interact only with cancer cells characterized by the accumulation of several genomic aberrations. This study investigates the usefulness of next-generation sequencing (NGS) and mutation-specific analysis methods for the detection of target genes for current therapies in non-small-cell lung cancer (NSCLC), metastatic colorectal cancer (mCRC), and melanoma patients. We focused our attention on EGFR, BRAF, KRAS, and BRAF genes for NSCLC, melanoma, and mCRC samples, respectively. Our study demonstrated that in about 2% of analyzed cases, the two techniques did not show the same or overlapping results. Two patients affected by mCRC resulted in wild-type (WT) for BRAF and two cases with NSCLC were WT for EGFR according to PGM analysis. In contrast, these samples were mutated for the evaluated genes using the therascreen test on Rotor-Gene Q. In conclusion, our experience suggests that it would be appropriate to confirm the WT status of the genes of interest with a more sensitive analysis method to avoid the presence of a small neoplastic clone and drive the clinician to correct patient monitoring.
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Affiliation(s)
- Angela Lombardi
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
- Correspondence: ; Tel.: +39-081-566-4081; Fax: +39-081-566-5863
| | - Margherita Russo
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Amalia Luce
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Floriana Morgillo
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Virginia Tirino
- Section of Histology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (V.T.); (V.D.); (G.P.)
| | - Gabriella Misso
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Erika Martinelli
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Teresa Troiani
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Vincenzo Desiderio
- Section of Histology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (V.T.); (V.D.); (G.P.)
| | - Gianpaolo Papaccio
- Section of Histology, Department of Experimental Medicine, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (V.T.); (V.D.); (G.P.)
| | - Francesco Iovino
- Department of Cardiothoracic Surgery, University of Campania “L. Vanvitelli”, 80138 Naples, Italy;
| | - Giuseppe Argenziano
- Dermatology Unit, Department of Mental Health and Physics and Preventive Medicine, University of Campania Luigi Vanvitelli Naples, 80100 Napoli, Italy; (G.A.); (E.M.)
| | - Elvira Moscarella
- Dermatology Unit, Department of Mental Health and Physics and Preventive Medicine, University of Campania Luigi Vanvitelli Naples, 80100 Napoli, Italy; (G.A.); (E.M.)
| | - Pasquale Sperlongano
- Division of Gastrointestinal Tract Surgical Oncology, Department of Translational Medical Sciences, University of Campania ‘L. Vanvitelli’, 80100 Naples, Italy; (P.S.); (G.G.)
| | - Gennaro Galizia
- Division of Gastrointestinal Tract Surgical Oncology, Department of Translational Medical Sciences, University of Campania ‘L. Vanvitelli’, 80100 Naples, Italy; (P.S.); (G.G.)
| | - Raffaele Addeo
- Division of Medical Oncology, ‘San Giovanni Di Dio Hospital’, ASL NA2NORD, 80100 Naples, Italy;
| | - Alois Necas
- CEITEC—Central European Institute of Technology, University of Veterinary and Pharmaceutical Sciences Brno, 602 00 Brno, Czech Republic; (A.N.); (A.N.)
| | - Andrea Necasova
- CEITEC—Central European Institute of Technology, University of Veterinary and Pharmaceutical Sciences Brno, 602 00 Brno, Czech Republic; (A.N.); (A.N.)
| | - Fortunato Ciardiello
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
| | - Andrea Ronchi
- Division of Pathology, Department of Mental Health and Physics and Preventive Medicine, University of Campania Luigi Vanvitelli, 80100 Naples, Italy;
| | - Michele Caraglia
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
- Biogem Scarl, Institute of Genetic Research, Laboratory of Precision and Molecular Oncology, Contrada Camporeale, 83031 Ariano Irpino (AV), Italy
| | - Anna Grimaldi
- Department of Precision Medicine, University of Campania “L. Vanvitelli”, 80138 Naples, Italy; (M.R.); (A.L.); (F.M.); (G.M.); (E.M.); (T.T.); (F.C.); (M.C.); (A.G.)
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17
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Aramini B, Banchelli F, Bettelli S, Manfredini S, D'Amico R, Masciale V, Pinelli M, Moretti M, Stefani A, Bertolini F, Dominici M, Morandi U, Maiorana A. Overall survival in patients with lung adenocarcinoma harboring "niche" mutations: an observational study. Oncotarget 2020; 11:550-559. [PMID: 32082488 PMCID: PMC7007296 DOI: 10.18632/oncotarget.27472] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 01/21/2020] [Indexed: 12/11/2022] Open
Abstract
Objective: In addition to the most common somatic lung cancer mutations (i. e., KRAS and EGFR mutations), other genes may harbor mutations that could be relevant for lung cancer. We defined BRAF, c-MET, DDR2, HER2, MAP2K1, NRAS, PIK3CA, and RET mutations as “niche” mutations and analyzed. The aim of this retrospective cohort study was to assess the differences in the overall survival (OS) of patients with lung adenocarcinoma harboring niche somatic mutations.
Results: Data were gathered for 252 patients. Mutations were observed in all genes studied, except c-MET, DDR2, MAP2K1, and RET. The multivariable analysis showed that 1) niche mutations had a higher mortality than EGFR mutations (HR = 2.3; 95% CI = 1.2–4.4; p = 0.009); 2) KRAS mutations had a higher mortality than EGFR mutations (HR = 2.5; 95% CI = 1.4–4.5; p = 0.003); 3) niche mutations presented a similar mortality to KRAS mutations (HR = 0.9; 95% CI = 0.6–1.5; p = 0.797).
Methods: Three cohorts of mutations were selected from patients with lung adenocarcinoma and their OS was compared. Mutations that were searched for, were 1) BRAF, c-MET, DDR2, HER2, MAP2K1, NRAS, PIK3CA, and RET; 2) K-RAS; and 3) EGFR. Differences in OS between these three cohorts were assessed by means of a multivariable Cox model that adjusted for age, sex, smoking habits, clinical stages, and treatments.
Conclusions: Niche mutations exhibited an increased risk of death when compared with EGFR mutations and a similar risk of death when compared with KRAS mutations.
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Affiliation(s)
- Beatrice Aramini
- Division of Thoracic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Federico Banchelli
- Center of Statistics, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Stefania Bettelli
- Institute of Pathology, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Samantha Manfredini
- Institute of Pathology, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Roberto D'Amico
- Center of Statistics, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Valentina Masciale
- Division of Thoracic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Massimo Pinelli
- Division of Plastic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Margherita Moretti
- Division of Thoracic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Alessandro Stefani
- Division of Thoracic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Federica Bertolini
- Division of Oncology, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Massimo Dominici
- Division of Oncology, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Uliano Morandi
- Division of Thoracic Surgery, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Antonino Maiorana
- Institute of Pathology, Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
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Affiliation(s)
- Julia Kastner
- University of Maryland School of Medicine, Baltimore, MD
| | - Rydhwana Hossain
- University of Maryland School of Medicine, Cardiothoracic Imaging, Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland Medical Center, Baltimore, MD
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Manandhar S, Park J, Kothandan VK, Lee J, Alam F, Jee JP, Hwang J, Byun Y, Hwang SR. Properties of Heparinoids Premixed with Tumor-Derived Extracellular Vesicles. Bioconjug Chem 2018; 29:3757-3767. [DOI: 10.1021/acs.bioconjchem.8b00637] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
| | - Jooho Park
- Center for Theragnosis, Biomedical Research Institute, Korea Institute of Science and Technology, 5, Hwarang-ro 14-gil, Seongbuk-gu, Seoul 02792, Republic of Korea
| | | | | | - Farzana Alam
- Department of Pharmaceutical Sciences, School of Pharmacy, Texas Tech University Health Sciences Center, Amarillo, Texas 79106, United States
| | | | | | - Youngro Byun
- College of Pharmacy, Seoul National University, 1 Gwanak-ro, Gwanak-gu, Seoul 08826, Republic of Korea
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Hellerstedt BA, Vogelzang NJ, Kluger HM, Yasenchak CA, Aftab DT, Ramies DA, Gordon MS, Lara P. Results of a Phase II Placebo-controlled Randomized Discontinuation Trial of Cabozantinib in Patients with Non-small-cell Lung Carcinoma. Clin Lung Cancer 2018; 20:74-81.e1. [PMID: 30528315 DOI: 10.1016/j.cllc.2018.10.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 10/01/2018] [Accepted: 10/13/2018] [Indexed: 12/28/2022]
Abstract
INTRODUCTION Cabozantinib, an orally bioavailable tyrosine kinase inhibitor with activity against MET, vascular endothelial growth factor receptor 2, AXL, ROS1, and RET was assessed in patients with non-small-cell lung carcinoma (NSCLC) as part of a phase II randomized discontinuation trial with cohorts from 9 tumor types. PATIENTS AND METHODS Patients received cabozantinib 100 mg/day during a 12-week open-label lead-in stage. Those with stable disease per Response Evaluation Criteria in Solid Tumors version 1.0 at week 12 were randomized to cabozantinib or placebo. Primary endpoints were objective response rate (ORR) at week 12 and progression-free survival (PFS) after randomization. RESULTS Sixty patients with NSCLC who had received a median of 2 prior lines of therapy were enrolled. ORR at week 12 was 10%; 6 patients had a confirmed partial response, and no patients had a complete response. Overall disease-control rate (ORR + stable disease) at week 12 was 38%. Tumor regression was observed in 30 (64%) of 47 patients with post-baseline radiographic tumor assessments, including 3 or 4 patients with KRAS or epidermal growth factor receptor mutations, respectively. Median PFS after randomization was 2.4 months for both the cabozantinib and placebo arms. Median PFS from first dose for the entire cohort was 4.2 months. The most common grade 3/4 adverse events were fatigue (13%), palmar-plantar erythrodysesthesia (10%), diarrhea (7%), hypertension (7%), and asthenia (5%); 1 treatment-related grade 5 adverse event (hemorrhage) was reported during the lead-in stage. CONCLUSION Cabozantinib exhibited clinical activity based on ORR and regression of tumor lesions in pretreated patients with NSCLC, including in patients with KRAS mutations.
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Affiliation(s)
- Beth A Hellerstedt
- US Oncology Research, LLC, McKesson Specialty Health, The Woodlands, TX; Texas Oncology, Central Austin Cancer Center, Austin, TX.
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Harty G, Jarrett J, Jofre-Bonet M. Consequences of Biomarker Analysis on the Cost-Effectiveness of Cetuximab in Combination with FOLFIRI as a First-Line Treatment of Metastatic Colorectal Cancer: Personalised Medicine at Work. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2018; 16:515-525. [PMID: 29948926 PMCID: PMC6028886 DOI: 10.1007/s40258-018-0395-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
BACKGROUND Therapies may be more efficacious when targeting a patient subpopulation with specific attributes, thereby enhancing the cost-effectiveness of treatment. In the CRYSTAL study, patients with metastatic colorectal cancer (mCRC) were treated with cetuximab plus FOLFIRI or FOLFIRI alone until disease progression, unacceptable toxic effects or withdrawal of consent. OBJECTIVE To determine if stratified use of cetuximab based on genetic biomarker detection improves cost-effectiveness. METHODS We used individual patient data from CRYSTAL to compare the cost-effectiveness, cost per life-year (LY) and cost per quality-adjusted LY (QALY) gained of cetuximab plus FOLFIRI versus FOLFIRI alone in three cohorts of patients with mCRC: all randomised patients (intent-to-treat; ITT), tumours with no detectable mutations in codons 12 and 13 of exon 2 of the KRAS protein ('KRAS wt') and no detectable mutations in exons 2, 3 and 4 of KRAS and exons 2, 3 and 4 of NRAS ('RAS wt'). Survival analysis was conducted using RStudio, and a cost-utility model was modified to allow comparison of the three cohorts. RESULTS The deterministic base-case ICER (cost per QALY gained) was £130,929 in the ITT, £72,053 in the KRAS wt and £44,185 in the RAS wt cohorts for cetuximab plus FOLFIRI compared with FOLFIRI alone. At a £50,000 willingness-to-pay threshold, cetuximab plus FOLFIRI has a 2.8, 20 and 63% probability of being cost-effective for the ITT, KRAS wt and RAS wt cohorts, respectively, versus FOLFIRI alone. CONCLUSION Screening for mutations in both KRAS and NRAS may provide the most cost-effective approach to patient selection.
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Affiliation(s)
- Gerard Harty
- Merck Serono Ltd, Bedfont Cross, Stanwell Road, Feltham, Middlesex, TW14 8NX, UK
| | - James Jarrett
- Mapi Group, Ltd, 73 Collier Street, London, N1 9BE, UK
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Ensuring the Safety and Security of Frozen Lung Cancer Tissue Collections through the Encapsulation of Dried DNA. Cancers (Basel) 2018; 10:cancers10060195. [PMID: 29891792 PMCID: PMC6025404 DOI: 10.3390/cancers10060195] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 06/08/2018] [Accepted: 06/08/2018] [Indexed: 02/06/2023] Open
Abstract
Collected specimens for research purposes may or may not be made available depending on their scarcity and/or on the project needs. Their protection against degradation or in the event of an incident is pivotal. Duplication and storage on a different site is the best way to assure their sustainability. The conservation of samples at room temperature (RT) by duplication can facilitate their protection. We describe a security system for the collection of non-small cell lung cancers (NSCLC) stored in the biobank of the Nice Hospital Center, France, by duplication and conservation of lyophilized (dried), encapsulated DNA kept at RT. Therefore, three frozen tissue collections from non-smoking, early stage and sarcomatoid carcinoma NSCLC patients were selected for this study. DNA was extracted, lyophilized and encapsulated at RT under anoxic conditions using the DNAshell technology. In total, 1974 samples from 987 patients were encapsulated. Six and two capsules from each sample were stored in the biobanks of the Nice and Grenoble (France) Hospitals, respectively. In conclusion, DNA maintained at RT allows for the conservation, duplication and durability of collections of interest stored in biobanks. This is a low-cost and safe technology that requires a limited amount of space and has a low environmental impact.
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Tayou J. Identification of subsets of actionable genetic alterations in KRAS-mutant lung cancers using association rule mining. Cell Oncol (Dordr) 2018; 41:395-408. [DOI: 10.1007/s13402-018-0377-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/16/2018] [Indexed: 12/21/2022] Open
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24
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Liu G, Pei F, Yang F, Li L, Amin AD, Liu S, Buchan JR, Cho WC. Role of Autophagy and Apoptosis in Non-Small-Cell Lung Cancer. Int J Mol Sci 2017; 18:E367. [PMID: 28208579 PMCID: PMC5343902 DOI: 10.3390/ijms18020367] [Citation(s) in RCA: 279] [Impact Index Per Article: 34.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2016] [Revised: 01/22/2017] [Accepted: 02/03/2017] [Indexed: 02/07/2023] Open
Abstract
Non-small-cell lung cancer (NSCLC) constitutes 85% of all lung cancers, and is the leading cause of cancer-related death worldwide. The poor prognosis and resistance to both radiation and chemotherapy warrant further investigation into the molecular mechanisms of NSCLC and the development of new, more efficacious therapeutics. The processes of autophagy and apoptosis, which induce degradation of proteins and organelles or cell death upon cellular stress, are crucial in the pathophysiology of NSCLC. The close interplay between autophagy and apoptosis through shared signaling pathways complicates our understanding of how NSCLC pathophysiology is regulated. The apoptotic effect of autophagy is controversial as both inhibitory and stimulatory effects have been reported in NSCLC. In addition, crosstalk of proteins regulating both autophagy and apoptosis exists. Here, we review the recent advances of the relationship between autophagy and apoptosis in NSCLC, aiming to provide few insights into the discovery of novel pathogenic factors and the development of new cancer therapeutics.
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Affiliation(s)
- Guangbo Liu
- Department of Molecular and Cellular Biology, University of Arizona, Tucson, AZ 85721, USA.
| | - Fen Pei
- Department of Molecular and Cellular Biology, University of Arizona, Tucson, AZ 85721, USA.
| | - Fengqing Yang
- Department of Obstetrics and Gynecology, Dong'e No. 4 People's Hospital, Liaocheng 252200, China.
| | - Lingxiao Li
- Department of Medicine, Division of Hematology-Oncology, Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
| | - Amit Dipak Amin
- Department of Medicine, Division of Hematology-Oncology, Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
| | - Songnian Liu
- Department of Chemical and Life Science Engineering, Virginia Commonwealth University, Richmond, VA 23284, USA.
| | - J Ross Buchan
- Department of Molecular and Cellular Biology, University of Arizona, Tucson, AZ 85721, USA.
| | - William C Cho
- Department of Clinical Oncology, Queen Elizabeth Hospital, Kowloon, Hong Kong, China.
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25
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Roles of tumor heterogeneity in the development of drug resistance: A call for precision therapy. Semin Cancer Biol 2017; 42:13-19. [DOI: 10.1016/j.semcancer.2016.11.006] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2016] [Accepted: 11/08/2016] [Indexed: 12/13/2022]
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26
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Zhang Y, Wang DC, Shi L, Zhu B, Min Z, Jin J. Genome analyses identify the genetic modification of lung cancer subtypes. Semin Cancer Biol 2017; 42:20-30. [DOI: 10.1016/j.semcancer.2016.11.005] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 11/08/2016] [Indexed: 12/15/2022]
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27
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Wang DC, Shi L, Zhu Z, Gao D, Zhang Y. Genomic mechanisms of transformation from chronic obstructive pulmonary disease to lung cancer. Semin Cancer Biol 2017; 42:52-59. [DOI: 10.1016/j.semcancer.2016.11.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Accepted: 11/08/2016] [Indexed: 01/17/2023]
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28
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Perakis S, Auer M, Belic J, Heitzer E. Advances in Circulating Tumor DNA Analysis. Adv Clin Chem 2017; 80:73-153. [PMID: 28431643 DOI: 10.1016/bs.acc.2016.11.005] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The analysis of cell-free circulating tumor DNA (ctDNA) is a very promising tool and might revolutionize cancer care with respect to early detection, identification of minimal residual disease, assessment of treatment response, and monitoring tumor evolution. ctDNA analysis, often referred to as "liquid biopsy" offers what tissue biopsies cannot-a continuous monitoring of tumor-specific changes during the entire course of the disease. Owing to technological improvements, efforts for the establishment of preanalytical and analytical benchmark, and the inclusion of ctDNA analyses in clinical trial, an actual clinical implementation has come within easy reach. In this chapter, recent advances of the analysis of ctDNA are summarized starting from the discovery of cell-free DNA, to methodological approaches and the clinical applicability.
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Affiliation(s)
- Samantha Perakis
- Institute of Human Genetics, Medical University of Graz, Graz, Austria
| | - Martina Auer
- Institute of Human Genetics, Medical University of Graz, Graz, Austria
| | - Jelena Belic
- Institute of Human Genetics, Medical University of Graz, Graz, Austria
| | - Ellen Heitzer
- Institute of Human Genetics, Medical University of Graz, Graz, Austria.
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29
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Lu J, Wang W, Xu M, Li Y, Chen C, Wang X. A global view of regulatory networks in lung cancer: An approach to understand homogeneity and heterogeneity. Semin Cancer Biol 2016; 42:31-38. [PMID: 27894849 DOI: 10.1016/j.semcancer.2016.11.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 11/08/2016] [Indexed: 12/12/2022]
Abstract
A number of new biotechnologies are used to identify potential biomarkers for the early detection of lung cancer, enabling a personalized therapy to be developed in response. The combinatorial cross-regulation of hundreds of biological function-specific transcription factors (TFs) is defined as the understanding of regulatory networks of molecules within the cell. Here we integrated global databases with 537 patients with lung adenocarcinoma (ADC), 140 with lung squamous carcinoma (SCC), 9 with lung large-cell carcinoma (LCC), 56 with small-cell lung cancer (SCLC), and 590 without cancer with the understanding of TF functions. The present review aims at the homogeneity or heterogeneity of gene expression profiles among subtypes of lung cancer. About 5, 136, 52, or 16 up-regulated or 19, 24, 122, or 97down-regulated type-special TF genes were identified in ADC, SCC, LCC or SCLC, respectively. DNA-binding and transcription regulator activity associated genes play a dominant role in the differentiation of subtypes in lung cancer. Subtype-specific TF gene regulatory networks with elements should be an alternative for diagnostic and therapeutic targets for early identification of lung cancer and can provide insightful clues to etiology and pathogenesis.
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Affiliation(s)
- Jiapei Lu
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - William Wang
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Menglin Xu
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Yuping Li
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Chengshui Chen
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Xiangdong Wang
- Department of Pulmonary Medicine, The First Affiliated Hospital, Wenzhou Medical University, Wenzhou, China.
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30
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Wang DC, Wang X. Tomorrow's genome medicine in lung cancer. Semin Cancer Biol 2016; 42:39-43. [PMID: 27840277 DOI: 10.1016/j.semcancer.2016.11.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2016] [Accepted: 11/08/2016] [Indexed: 02/03/2023]
Abstract
Tomorrow's genome medicine in lung cancer should focus more on the homogeneity and heterogeneity of lung cancer which play an important role in the development of drug resistance, genetic complexity, as well as confusion and difficulty of early diagnosis and therapy. Chromosome positioning and repositioning may contribute to the sensitivity of lung cancer cells to therapy, the heterogeneity associated with drug resistance, and the mechanism of lung carcinogenesis. The CCCTC-binding factor plays critical roles in genome topology and function, increased risk of carcinogenicity, and potential of lung cancer-specific mediations. Chromosome reposition in lung cancer can be regulated by CCCTC binding factor. Single-cell gene sequencing, as part of genome medicine, was paid special attention in lung cancer to understand mechanical phenotypes, single-cell biology, heterogeneity, and chromosome positioning and function of single lung cancer cells. We at first propose to develop an intelligent single-cell robot of human cells to integrate together systems information of molecules, genes, proteins, organelles, membranes, architectures, signals, and functions. It can be a powerful automatic system to assist clinicians in the decision-making, molecular understanding, risk analyzing, and prognosis predicting.
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Affiliation(s)
- Diane C Wang
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Shanghai, China
| | - Xiangdong Wang
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Shanghai, China.
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31
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Wang L, Wang H, Song D, Xu M, Liebmen M. New strategies for targeting drug combinations to overcome mutation-driven drug resistance. Semin Cancer Biol 2016; 42:44-51. [PMID: 27840276 DOI: 10.1016/j.semcancer.2016.11.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2016] [Accepted: 11/08/2016] [Indexed: 12/12/2022]
Abstract
Targeted therapies are suggested as an effective alternative for patients with cancer that harbor mutations, but treatment outcomes are frequently limited by primary or acquired drug resistance. The present review describes potential mechanisms of primary or acquired drug resistances to provide a resource for considering how to be overcome. We focus on strategies of targeted drug combinations to minimize the development of drug resistance within the context how resistance develops. Strategies benefit from the combined use of "omics" technologies, i.e., high-throughput functional genomics data, pharmacogenomics, or genome-wide CRISPR-Cas9 screening, to analyze and design targeted drug combinations for mutation-driven drug resistance. We also introduce new insights towards pathway-centric combined therapies as an alternative to overcome the heterogeneity and benefit patient prognoses.
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Affiliation(s)
- Linyan Wang
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China.
| | - Haiyun Wang
- School of Life Science and Technology, Tongji University, Shanghai, China
| | - Dongli Song
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China
| | - Menglin Xu
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China
| | - Michael Liebmen
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China.
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Hou J, Zhang Y, Zhu Z. Gene heterogeneity in metastasis of colorectal cancer to the lung. Semin Cell Dev Biol 2016; 64:58-64. [PMID: 27590223 DOI: 10.1016/j.semcdb.2016.08.034] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2016] [Accepted: 08/30/2016] [Indexed: 12/21/2022]
Abstract
Colorectal cancer (CRC) as a heterogeneous disease, is one of the most common and serious cancers with high metastases and mortality. Lung is one of the most common sites of CRC metastases with high heterogeneity between cells, pathways, or molecules. The present review will focus on potential roles of gene heterogeneity in KRAS pathway in the development of CRC metastasis to lung and clinical therapies, which would lead to better understanding of the metastatic control and benefit to the treatment of metastases. KRAS is the central relay for pathways originating at the epidermal growth factor receptor (EGFR) family. KRAS mutation exists in about 40% CRC, associated with higher cumulative incidence of CRC lung metastasis, and acts as an independent predictor of metastasis to lung. Mutations in KRAS can lead to poor response of patients to panitumumab, and inferior progression-free survival. However, most patients with KRAS wild-type tumors still do not respond, which indicates other mutations. Phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha (PIK3CA) mutation was associated with lung metastases in metastatic colorectal cancer. PIK3CA mutation in exon 20 was found to be correlated with patient survival in the metastatic setting after the treatment with cetuximab and chemotherapy. The heterogeneity of KRAS pathway was found in the phosphatase and tensin homologue deleted on chromosome ten loss, disheveled binding antagonist of beta catenin 2 overexpression and increased dual-specificity protein phosphatase 4 expression of CRC lung metastasis.
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Affiliation(s)
- Jiayun Hou
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China
| | - Yong Zhang
- Zhongshan Hospital Institute of Clinical Science, Fudan University, Shanghai Institute of Clinical Bioinformatics, Biomedical Research Center, Shanghai, China.
| | - Zhitu Zhu
- Jinzhou Hospital of Jinzhou Medical University, JinZhou, China.
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Facchinetti F, Tiseo M, Di Maio M, Graziano P, Bria E, Rossi G, Novello S. Tackling ALK in non-small cell lung cancer: the role of novel inhibitors. Transl Lung Cancer Res 2016; 5:301-21. [PMID: 27413712 DOI: 10.21037/tlcr.2016.06.10] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Crizotinib is an oral inhibitor of anaplastic lymphoma kinase (ALK) with remarkable clinical activity in patients suffering from ALK-rearranged non-small cell lung cancer (NSCLC), accounting to its superiority compared to chemotherapy. Unfortunately, virtually all ALK-rearranged tumors acquire resistance to crizotinib, frequently within one year since the treatment initiation. To date, therapeutic strategies to overcome crizotinib resistance have focused on the use of more potent and structurally different compounds. Second-generation ALK inhibitors such as ceritinib (LDK378), alectinib (CH5424802/RO5424802) and brigatinib (AP26113) have shown relevant clinical activity, consequently fostering their rapid clinical development and their approval by health agencies. The third-generation inhibitor lorlatinib (PF-06463922), selectively active against ALK and ROS1, harbors impressive biological potency; its efficacy in reversing resistance to crizotinib and to other ALK inhibitors is being proven by early clinical trials. The NTRK1-3 and ROS1 inhibitor entrectinib (RXDX-101) has been reported to act against NSCLC harboring ALK fusion proteins too. Despite the quick development of these novel agents, several issues remain to be discussed in the treatment of patients suffering from ALK-rearranged NSCLC. This position paper will discuss the development, the current evidence and approvals, as long as the future perspectives of new ALK inhibitors beyond crizotinib. Clinical behaviors of ALK-rearranged NSCLC vary significantly among patients and differential molecular events responsible of crizotinib resistance account for the most important quote of this heterogeneity. The precious availability of a wide range of active anti-ALK compounds should be approached in a critical and careful perspective, in order to develop treatment strategies tailored on the disease evolution of every single patient.
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Affiliation(s)
- Francesco Facchinetti
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Marcello Tiseo
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Massimo Di Maio
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Paolo Graziano
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Emilio Bria
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Giulio Rossi
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
| | - Silvia Novello
- 1 INSERM U981, Gustave Roussy Cancer Campus, Université Paris-Sud, Villejuif, France ; 2 Medical Oncology Unit, University Hospital of Parma, Parma, Italy ; 3 Department of Oncology, AOU San Luigi (Orbassano), University of Turin, Italy ; 4 Medical Oncology, AO Ordine Mauriziano, Turin, Italy ; 5 Division of Pathology, IRCCS "Casa Sollievo della Sofferenza", San Giovanni Rotondo, Foggia, Italy ; 6 Medical Oncology, Azienda Ospedaliera Universitaria Integrata, University of Verona, Verona, Italy ; 7 Operative Unit of Pathology, Azienda USL Valle d'Aosta, Aosta, Italy
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Niu F, Wang DC, Lu J, Wu W, Wang X. Potentials of single-cell biology in identification and validation of disease biomarkers. J Cell Mol Med 2016; 20:1789-95. [PMID: 27113384 PMCID: PMC4988278 DOI: 10.1111/jcmm.12868] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2016] [Accepted: 03/10/2016] [Indexed: 12/23/2022] Open
Abstract
Single-cell biology is considered a new approach to identify and validate disease-specific biomarkers. However, the concern raised by clinicians is how to apply single-cell measurements for clinical practice, translate the message of single-cell systems biology into clinical phenotype or explain alterations of single-cell gene sequencing and function in patient response to therapies. This study is to address the importance and necessity of single-cell gene sequencing in the identification and development of disease-specific biomarkers, the definition and significance of single-cell biology and single-cell systems biology in the understanding of single-cell full picture, the development and establishment of whole-cell models in the validation of targeted biological function and the figure and meaning of single-molecule imaging in single cell to trace intra-single-cell molecule expression, signal, interaction and location. We headline the important role of single-cell biology in the discovery and development of disease-specific biomarkers with a special emphasis on understanding single-cell biological functions, e.g. mechanical phenotypes, single-cell biology, heterogeneity and organization of genome function. We have reason to believe that such multi-dimensional, multi-layer, multi-crossing and stereoscopic single-cell biology definitely benefits the discovery and development of disease-specific biomarkers.
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Affiliation(s)
- Furong Niu
- Huzhou Central Hospital, Huzhou, Zhejiang Province, China
| | - Diane C Wang
- Department of Pulmonary Medicine, The First affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Jiapei Lu
- Department of Pulmonary Medicine, The First affiliated Hospital, Wenzhou Medical University, Wenzhou, China
| | - Wei Wu
- Huzhou Central Hospital, Huzhou, Zhejiang Province, China
| | - Xiangdong Wang
- Huzhou Central Hospital, Huzhou, Zhejiang Province, China
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