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Abstract
In spite of the significant technical and technological progress in neurosurgery and the continuous discoveries by the basic research, adamantinomatous craniopharyngioma remains a significant clinical challenge. Actually, the huge size of the tumor, its multiple cystic components, the encasement of Willis' circle and optic pathways, and the invasion of the hypothalamus often prevent its safe surgical resection. Moreover, the local aggressiveness of the tumor accounts for a high risk of recurrence even after a gross total resection. For these reasons, more and more efforts are being dedicated to enhance the knowledge about AC and improve the tools for its treatment.This paper is dedicated to the most recent advances concerning the AC management. Promising, new insights come for the basic research, thanks to the updates on the role of the WNT-β-catenin pathway (important for the tumor genesis and progression, not yet developed enough for a safe target therapy in children but useful for determining the prognosis) and the inflammatory mediators (widely overexpressed, especially by the cyst of the tumor, and for which target therapies are being developed). Moreover, further factors and pathways are under investigation.Also the development of new treatment strategies accounts for the improvement of the prognosis and the quality of life of AC patients. The enhancement of the experience with the endoscopic techniques (both transsphenoidal and transventricular approaches) actually allows to perform a less invasive but effective surgery that can be coupled with new modalities of radiation therapy aiming at obtaining a reliable control of the disease and protecting the endocrinological, ophthalmological, and neurological functions. A special mention is finally deserved by the techniques specifically designed for the intracystic therapy (as cyst fenestration alone or in combination with administration of radionuclides or bleomycin or interferon-α) that are here analyzed together with the aforementioned advances.
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Affiliation(s)
- Federico Bianchi
- Pediatric Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Alberto Benato
- Pediatric Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Luca Massimi
- Pediatric Neurosurgery, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy.
- Università Cattolica del Sacro Cuore-Rome, Rome, Italy.
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Tumor Nonimmune-Microenvironment-Related Gene Expression Signature Predicts Brain Metastasis in Lung Adenocarcinoma Patients after Surgery: A Machine Learning Approach Using Gene Expression Profiling. Cancers (Basel) 2021; 13:cancers13174468. [PMID: 34503278 PMCID: PMC8430997 DOI: 10.3390/cancers13174468] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 08/30/2021] [Accepted: 09/02/2021] [Indexed: 12/26/2022] Open
Abstract
Simple Summary It is important to be able to predict brain metastasis in lung adenocarcinoma patients; however, research in this area is still lacking. Much of the previous work on tumor microenvironments in lung adenocarcinoma with brain metastasis concerns the tumor immune microenvironment. The importance of the tumor nonimmune microenvironment (extracellular matrix (ECM), epithelial–mesenchymal transition (EMT) feature, and angiogenesis) has been overlooked with regard to brain metastasis. We evaluated tumor nonimmune-microenvironment-related gene expression signatures that could predict brain metastasis after the surgical resection of lung adenocarcinoma using a machine learning approach. We identified a tumor nonimmune-microenvironment-related 17-gene expression signature, and this signature showed high brain metastasis predictive power in four machine learning classifiers. The immunohistochemical expression of the top three genes of the 17-gene expression signature yielded similar results to NanoString tests. Our tumor nonimmune-microenvironment-related gene expression signatures are important biological markers that can predict brain metastasis and provide patient-specific treatment options. Abstract Using a machine learning approach with a gene expression profile, we discovered a tumor nonimmune-microenvironment-related gene expression signature, including extracellular matrix (ECM) remodeling, epithelial–mesenchymal transition (EMT), and angiogenesis, that could predict brain metastasis (BM) after the surgical resection of 64 lung adenocarcinomas (LUAD). Gene expression profiling identified a tumor nonimmune-microenvironment-related 17-gene expression signature that significantly correlated with BM. Of the 17 genes, 11 were ECM-remodeling-related genes. The 17-gene expression signature showed high BM predictive power in four machine learning classifiers (areas under the receiver operating characteristic curve = 0.845 for naïve Bayes, 0.849 for support vector machine, 0.858 for random forest, and 0.839 for neural network). Subgroup analysis revealed that the BM predictive power of the 17-gene signature was higher in the early-stage LUAD than in the late-stage LUAD. Pathway enrichment analysis showed that the upregulated differentially expressed genes were mainly enriched in the ECM–receptor interaction pathway. The immunohistochemical expression of the top three genes of the 17-gene expression signature yielded similar results to NanoString tests. The tumor nonimmune-microenvironment-related gene expression signatures found in this study are important biological markers that can predict BM and provide patient-specific treatment options.
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Oliveira-Barros EGD, Branco LC, Da Costa NM, Nicolau-Neto P, Palmero C, Pontes B, Ferreira do Amaral R, Alves-Leon SV, Marcondes de Souza J, Romão L, Fernandes PV, Martins I, Takiya CM, Ribeiro Pinto LF, Palumbo A, Nasciutti LE. GLIPR1 and SPARC expression profile reveals a signature associated with prostate Cancer Brain metastasis. Mol Cell Endocrinol 2021; 528:111230. [PMID: 33675864 DOI: 10.1016/j.mce.2021.111230] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Revised: 02/23/2021] [Accepted: 02/24/2021] [Indexed: 02/07/2023]
Abstract
Despite advances in treatment of lethal prostate cancer, the incidence of prostate cancer brain metastases is increasing. In this sense, we analyzed the molecular profile, as well as the functional consequences involved in the reciprocal interactions between prostate tumor cells and human astrocytes. We observed that the DU145 cells, but not the LNCaP cells or the RWPE-1 cells, exhibited more pronounced, malignant and invasive phenotypes along their interactions with astrocytes. Moreover, global gene expression analysis revealed several genes that were differently expressed in our co-culture models with the overexpression of GLIPR1 and SPARC potentially representing a molecular signature associated with the invasion of central nervous system by prostate malignant cells. Further, these results were corroborated by immunohistochemistry and in silico analysis. Thus, we conjecture that the data here presented may increase the knowledge about the molecular mechanisms associated with the invasion of CNS by prostate malignant cells.
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Affiliation(s)
- Eliane Gouvêa de Oliveira-Barros
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil; Laboratório de Biologia Celular, Departamento de Biologia, Instituto de Ciências Biológicas, Universidade Federal de Juiz de Fora (UFJF), Rua José Lourenço Kelmer-Campus, São Pedro, Juiz de Fora, CEP: 36036-900, Brazil.
| | - Luíza Castello Branco
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Nathalia Meireles Da Costa
- Programa de Carcinogênese Molecular, Centro de Pesquisas, Instituto Nacional de Câncer (INCA), Rua André Cavalcanti, 37-Centro, Rio de Janeiro, CEP 20231-050, Brazil.
| | - Pedro Nicolau-Neto
- Programa de Carcinogênese Molecular, Centro de Pesquisas, Instituto Nacional de Câncer (INCA), Rua André Cavalcanti, 37-Centro, Rio de Janeiro, CEP 20231-050, Brazil.
| | - Celia Palmero
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil; UFRJ/Polo Macaé, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
| | - Bruno Pontes
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil; Centro Nacional de Biologia Estrutural e Bioimagem (CENABIO), Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Rackele Ferreira do Amaral
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Soniza Vieira Alves-Leon
- Hospital Universitário Clementino Fraga Filho (HUCFF), Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Jorge Marcondes de Souza
- Hospital Universitário Clementino Fraga Filho (HUCFF), Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Luciana Romão
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Priscila Valverde Fernandes
- Divisão de Patologia, Instituto Nacional de Câncer (INCA), Rua Cordeiro da Graça, 156 - Santo Cristo, Rio de Janeiro, CEP: 20220 -040, Brazil.
| | - Ivanir Martins
- Divisão de Patologia, Instituto Nacional de Câncer (INCA), Rua Cordeiro da Graça, 156 - Santo Cristo, Rio de Janeiro, CEP: 20220 -040, Brazil.
| | - Christina Maeda Takiya
- Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Luis Felipe Ribeiro Pinto
- Programa de Carcinogênese Molecular, Centro de Pesquisas, Instituto Nacional de Câncer (INCA), Rua André Cavalcanti, 37-Centro, Rio de Janeiro, CEP 20231-050, Brazil.
| | - Antonio Palumbo
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
| | - Luiz Eurico Nasciutti
- Programa de Pesquisa Em Biologia Celular e do Desenvolvimento, Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro (UFRJ), Cidade Universitária-Ilha do Fundão, Rio de Janeiro, CEP 21941-902, Brazil.
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Li Q, You C, Zhou L, Sima X, Liu Z, Liu H, Xu J. High FABP5 Versus CRABPII Expression Ratio in Recurrent Craniopharyngiomas: Implications for Future Treatment. World Neurosurg 2016; 94:197-205. [PMID: 27418530 DOI: 10.1016/j.wneu.2016.05.063] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Revised: 05/19/2016] [Accepted: 05/20/2016] [Indexed: 02/05/2023]
Abstract
BACKGROUND AND OBJECTIVE Recurrence is a major problem in craniopharyngioma (CP) management. Recent study shows that high FABP5/CRABPII may be related to tumor growth and that all-trans retinoic acid (ATRA) may suppress primary CP growth. We studied the expression profile of FABP5 and CRABPII in recurrent CP tissue and the effect of ATRA on recurrent CP cells. METHODS Fifty cases of patients with CP were enrolled in the retrospective study. Among them, 15 were recurrent. Fresh specimens were collected for immunohistochemistry, reverse transcription polymerase chain reaction, and western blotting analysis of FABP5 and CRABPII. Fresh specimens from 6 primary and recurrent CPs were collected and subjected to cell culture using an explants method. ATRA at various concentrations was applied to recurrent CP cell culture, and cell growth was recorded and analyzed. RESULTS Immunohistochemistry, reverse transcription polymerase chain reaction, and western blot study showed that FABP5 was expressed significantly higher in recurrent tumors, whereas CRABPII was expressed significantly higher in primary tumors. The FABP5/CRABPII ratio was significantly higher in recurrent rather than primary tumors. Recurrent CP cells grew faster than primary cells, and ATRA induced cellular apoptosis and inhibited CP cell growth in a dose-dependent manner. CONCLUSIONS A high expression ratio between FABP5 and CRABPII may be related to CP tumor recurrence and ATRA could be a potential therapeutic agent for CP chemotherapy.
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Affiliation(s)
- Qiang Li
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Chao You
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Liangxue Zhou
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Xiutian Sima
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Zhiyong Liu
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Hao Liu
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China
| | - Jianguo Xu
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu, People's Republic of China.
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Onoz M, Basaran R, Gucluer B, Isik N, Kaner T, Sav A, Elmaci I. Correlation between SPARC (Osteonectin) expression with immunophenotypical and invasion characteristics of pituitary adenomas. APMIS 2014; 123:199-204. [DOI: 10.1111/apm.12342] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Accepted: 10/15/2014] [Indexed: 11/28/2022]
Affiliation(s)
- Mustafa Onoz
- Department of Neurosurgery; Medipol University School of Medicine; Istanbul Turkey
| | - Recep Basaran
- Department of Neurosurgery; Dr. Lutfi Kirdar Kartal Training and Research Hospital; Istanbul Turkey
| | - Berrin Gucluer
- Department of Pathology; Istanbul Medeniyet University Goztepe Training and Research Hospital; Istanbul Turkey
| | - Nejat Isik
- Department of Neurosurgery; Istanbul Medeniyet University Goztepe Training and Research Hospital; Istanbul Turkey
| | - Tuncay Kaner
- Department of Neurosurgery; Istanbul Medeniyet University Goztepe Training and Research Hospital; Istanbul Turkey
| | - Aydin Sav
- Department of Pathology; Acibadem University School of Medicine; Istanbul Turkey
| | - Ilhan Elmaci
- Department of Neurosurgery; Medipol University School of Medicine; Istanbul Turkey
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