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1.
Breast Cancer Res Treat ; 172(1): 69-82, 2018 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-30056566

RESUMO

BACKGROUND: A perennial challenge in systemic cytotoxic cancer therapy is to eradicate primary tumors and metastatic disease while sparing normal tissue from off-target effects of chemotherapy. Anthracyclines such as doxorubicin are effective chemotherapeutic agents for which dosing is limited by development of cardiotoxicity. Our published evidence shows that targeting CD47 enhances radiation-induced growth delay of tumors while remarkably protecting soft tissues. The protection of cell viability observed with CD47 is mediated autonomously by activation of protective autophagy. However, whether CD47 protects cancer cells from cytotoxic chemotherapy is unknown. METHODS: We tested the effect of CD47 blockade on cancer cell survival using a 2-dimensional high-throughput cell proliferation assay in 4T1 breast cancer cell lines. To evaluate blockade of CD47 in combination with chemotherapy in vivo, we employed the 4T1 breast cancer model and examined tumor and cardiac tissue viability as well as autophagic flux. RESULTS: Our high-throughput screen revealed that blockade of CD47 does not interfere with the cytotoxic activity of anthracyclines against 4T1 breast cancer cells. Targeting CD47 enhanced the effect of doxorubicin chemotherapy in vivo by reducing tumor growth and metastatic spread by activation of an anti-tumor innate immune response. Moreover, systemic suppression of CD47 protected cardiac tissue viability and function in mice treated with doxorubicin. CONCLUSIONS: Our experiments indicate that the protective effects observed with CD47 blockade are mediated through upregulation of autophagic flux. However, the absence of CD47 in did not elicit a protective effect in cancer cells, but it enhanced macrophage-mediated cancer cell cytolysis. Therefore, the differential responses observed with CD47 blockade are due to autonomous activation of protective autophagy in normal tissue and enhancement immune cytotoxicity against cancer cells.


Assuntos
Antraciclinas/farmacologia , Neoplasias da Mama/tratamento farmacológico , Antígeno CD47/antagonistas & inibidores , Animais , Apoptose/efeitos dos fármacos , Autofagia/efeitos dos fármacos , Neoplasias da Mama/genética , Neoplasias da Mama/imunologia , Neoplasias da Mama/patologia , Antígeno CD47/imunologia , Cardiotoxicidade/tratamento farmacológico , Cardiotoxicidade/genética , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Feminino , Humanos , Células MCF-7 , Camundongos , Invasividade Neoplásica/genética , Invasividade Neoplásica/patologia
2.
Clin Orthop Relat Res ; 471(3): 843-50, 2013 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-22983682

RESUMO

BACKGROUND: To avoid complications associated with under- or overtreatment of patients with skeletal metastases, doctors need accurate survival estimates. Unfortunately, prognostic models for patients with skeletal metastases of the extremities are lacking, and physician-based estimates are generally inaccurate. QUESTIONS/PURPOSES: We developed three types of prognostic models and compared them using calibration plots, receiver operating characteristic (ROC) curves, and decision curve analysis to determine which one is best suited for clinical use. METHODS: A training set consisted of 189 patients who underwent surgery for skeletal metastases. We created models designed to predict 3- and 12-month survival using three methods: an Artificial Neural Network (ANN), a Bayesian Belief Network (BBN), and logistic regression. We then performed crossvalidation and compared the models in three ways: calibration plots plotting predicted against actual risk; area under the ROC curve (AUC) to discriminate the probability that a patient who died has a higher predicted probability of death compared to a patient who did not die; and decision curve analysis to quantify the clinical consequences of over- or undertreatment. RESULTS: All models appeared to be well calibrated, with the exception of the BBN, which underestimated 3-month survival at lower probability estimates. The ANN models had the highest discrimination, with an AUC of 0.89 and 0.93, respectively, for the 3- and 12-month models. Decision analysis revealed all models could be used clinically, but the ANN models consistently resulted in the highest net benefit, outperforming the BBN and logistic regression models. CONCLUSIONS: Our observations suggest use of the ANN model to aid decisions about surgery would lead to better patient outcomes than other alternative approaches to decision making. LEVEL OF EVIDENCE: Level II, prognostic study. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Neoplasias Ósseas/secundário , Neoplasias Ósseas/cirurgia , Técnicas de Apoio para a Decisão , Procedimentos Ortopédicos , Idoso , Teorema de Bayes , Neoplasias Ósseas/mortalidade , Feminino , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Redes Neurais de Computação , Procedimentos Ortopédicos/efeitos adversos , Procedimentos Ortopédicos/mortalidade , Seleção de Pacientes , Valor Preditivo dos Testes , Probabilidade , Curva ROC , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Fatores de Tempo , Resultado do Tratamento
3.
BMC Cancer ; 12: 101, 2012 Mar 21.
Artigo em Inglês | MEDLINE | ID: mdl-22436457

RESUMO

BACKGROUND: Despite aggressive multimodal treatments the overall survival of patients with high-risk neuroblastoma remains poor. The aim of this study was to identify novel combination chemotherapy to improve survival rate in patients with high-risk neuroblastoma. METHODS: We took a synthetic lethal approach using a siRNA library targeting 418 apoptosis-related genes and identified genes and pathways whose inhibition synergized with topotecan. Microarray analyses of cells treated with topotecan were performed to identify if the same genes or pathways were altered by the drug. An inhibitor of this pathway was used in combination with topotecan to confirm synergism by in vitro and in vivo studies. RESULTS: We found that there were nine genes whose suppression synergized with topotecan to enhance cell death, and the NF-κB signaling pathway was significantly enriched. Microarray analysis of cells treated with topotecan revealed a significant enrichment of NF-κB target genes among the differentially altered genes, suggesting that NF-κB pathway was activated in the treated cells. Combination of topotecan and known NF-κB inhibitors (NSC 676914 or bortezomib) significantly reduced cell growth and induced caspase 3 activity in vitro. Furthermore, in a neuroblastoma xenograft mouse model, combined treatment of topotecan and bortezomib significantly delayed tumor formation compared to single-drug treatments. CONCLUSIONS: Synthetic lethal screening provides a rational approach for selecting drugs for use in combination therapy and warrants clinical evaluation of the efficacy of the combination of topotecan and bortezomib or other NF-κB inhibitors in patients with high risk neuroblastoma.


Assuntos
Antineoplásicos/farmacologia , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , NF-kappa B/antagonistas & inibidores , Neuroblastoma/tratamento farmacológico , Inibidores da Topoisomerase I/farmacologia , Topotecan/farmacologia , Animais , Apoptose/efeitos dos fármacos , Apoptose/genética , Western Blotting , Ácidos Borônicos/administração & dosagem , Bortezomib , Caspase 3/metabolismo , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Camundongos , Camundongos SCID , Análise em Microsséries , Neuroblastoma/metabolismo , Pirazinas/administração & dosagem , RNA Interferente Pequeno , Ensaios Antitumorais Modelo de Xenoenxerto
4.
J Proteome Res ; 10(2): 479-87, 2011 Feb 04.
Artigo em Inglês | MEDLINE | ID: mdl-21182263

RESUMO

MicroRNA 34a (miR-34a) is a potential tumor suppressor gene and has been identified as a miRNA component of the p53 network. To better understand the biological pathways involved in miR-34a action, a parallel global protein and mRNA expression profiling on miR-34a treated neuroblastoma cells (IMR32) was performed using isotope-coded affinity tags (ICAT) and Affymetrix U133plus2 microarray, respectively. Global profiling showed that miR-34a causes much smaller mRNA expression changes compared to changes at the protein level. A total of 1495 proteins represented by two or more peptides were identified from the quantitative ICAT analysis, of which 143 and 192 proteins are significantly up- or down-regulated by miR-34a, respectively. Pathway analysis of these differentially expressed proteins showed the enrichment of apoptosis and cell death processes in up-regulated proteins but DNA replication and cell cycle processes in the down-regulated proteins. Ribosomal proteins are the most significant set down-regulated by miR-34a. Additionally, biological network analysis to identify direct interactions among the differentially expressed proteins demonstrated that the expression of the ubiquitous transcription factor YY1, as well as its downstream proteins, is significantly reduced by miR-34a. We further demonstrated that miR-34a directly targets YY1 through a miR-34a-binding site within the 3' UTR of YY1 using a luciferase reporter system. YY1 is a negative regulator of p53, and it plays an essential role in cancer biology. Therefore, YY1 is another important direct target of miR-34a which closely regulates TP53 activities.


Assuntos
MicroRNAs/genética , Proteoma/análise , Fator de Transcrição YY1/genética , Linhagem Celular Tumoral , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Genes Reporter , Humanos , Marcação por Isótopo , MicroRNAs/metabolismo , Neuroblastoma/genética , Neuroblastoma/metabolismo , Análise de Sequência com Séries de Oligonucleotídeos , Mapeamento de Interação de Proteínas , Proteoma/genética , Proteoma/metabolismo , Proteômica , Transdução de Sinais , Fator de Transcrição YY1/metabolismo
5.
Pediatr Blood Cancer ; 57(6): 921-9, 2011 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-21462302

RESUMO

BACKGROUND: Immunotherapies targeting cellular immunity are currently approved for treatment of melanoma, renal cell carcinoma, and prostate cancer. Studies on the immunogenicity and immune responsiveness of pediatric tumors are limited, therefore, it remains unclear to what extent T-cell-based immunotherapy holds promise for pediatric solid tumors. PROCEDURE: A new rhabdomyosarcoma cell line (M3-9-M) was derived from an embryonal rhabdomyosarcoma (ERMS) occurring in a C57BL/6 mouse transgenic for hepatocyte growth factor and heterozygous for mutated p53. Primary tumors and metastases derived from M3-9-M were studied for similarities to human ERMS, and for immunogenicity and immune responsiveness. RESULTS: Primary and metastatic tumors develop after orthotopic injection of M3-9-M into immunocompetent C57BL/6 mice, which mirror human ERMS with regard to histology, gene expression, and metastatic behavior. Whole cell vaccination using irradiated M3-9-M cells or M3-9-M-pulsed dendritic cells (DC)-induced tumor-specific T-cell responses that prevent tumor growth following low-dose tumor injection, and slow tumor growth following higher doses. Administration of anti-CD25 moAbs to deplete CD4(+)CD25(+)FOXP3(+) regulatory T cells prior to tumor vaccination enhanced the potency of the ERMS tumor vaccine. Adoptive immunotherapy with M3-9-M primed T cells plus DC-based vaccination resulted in complete eradication of day 10 M3-9-M derived tumors. CONCLUSIONS: M3-9-M derived murine ERMS is immunogenic and immunoresponsive; regulatory T cells contribute to immune evasion by murine rhabdomyosarcoma. Adoptive immunotherapy with DC vaccination can eradicate low tumor burdens. Future work will seek to identify the tumor-associated antigens that mediate protective and therapeutic immunity in this model.


Assuntos
Imunoterapia , Rabdomiossarcoma/imunologia , Rabdomiossarcoma/terapia , Linfócitos T Reguladores/imunologia , Animais , Anticorpos Monoclonais/administração & dosagem , Anticorpos Monoclonais/imunologia , Vacinas Anticâncer/administração & dosagem , Vacinas Anticâncer/imunologia , Feminino , Camundongos , Camundongos Endogâmicos C57BL
6.
J Proteome Res ; 9(1): 373-82, 2010 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-19921788

RESUMO

Neuroblastoma (NB) is a heterogeneous pediatric tumor. To better understand the biological pathways involved in the development of high-risk neuroblastoma, we performed parallel global protein and mRNA expression profiling on NB tumors of stage 4 MYCN-amplified (4+) and stage 1 MYCN-not-amplified (1-) using isotope-coded affinity tags (ICAT) and Affymetrix U133plus2 microarray, respectively. A total of 1461 proteins represented by 2 or more peptides were identified from the quantitative ICAT analysis, of which 433 and 130 proteins are up- or down-regulated, respectively, in 4+ tumor compared to the 1- tumor. Pathway analysis of the differentially expressed proteins showed the enrichment of glycolysis, DNA replication and cell cycle processes in the up-regulated proteins and cell adhesion, nervous system development and cell differentiation processes in the down-regulated proteins in 4+ tumor; suggesting a less mature neural and a more invasive phenotype of 4+ tumor. Myc targets and ribosomal proteins are overrepresented in the 4+ tumors as expected; functional gene sets reported to be enriched in neural and embryonic stem cells are significantly enriched in the 4+ tumor, indicating the existence of a stemness signature in MYCN-amplified stage 4 tumor. In addition, protein and mRNA expression are moderately correlated (r = 0.51, p < 0.0001), as approximately half of the up-regulated proteins in 4+ tumor have elevated mRNA level (n = 208), and one-third of down-regulated proteins have lower mRNA expression (n = 47). Further biological network analysis revealed that the differentially expressed proteins closely interact with other proteins of known networks; the important role of MYCN is confirmed and other transcription factors identified in the network may have potential roles in the biology of NB tumor. We used global genomic and proteomic analysis to identify biologically relevant proteins and pathways important to NB progression and development that may provide new insights into the biology of advanced neuroblastoma.


Assuntos
Genômica/métodos , Neuroblastoma/genética , Neuroblastoma/metabolismo , Proteômica/métodos , Algoritmos , Análise por Conglomerados , Perfilação da Expressão Gênica , Humanos , Lactente , Marcação por Isótopo , RNA Mensageiro/metabolismo , Reprodutibilidade dos Testes , Transdução de Sinais
7.
Cancer Sci ; 101(11): 2316-24, 2010 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-20718755

RESUMO

The identification of tumor antigens remains a major objective in tumor immunology, especially in pediatric malignancies where solid tumors often do not express a single dominant antigen. Methods such as the Serological Screening of Recombinant cDNA Expression Libraries (SEREX) have been used in the discovery of tumor-expressed proteins by virtue of their ability to induce an antibody response. To focus and accelerate this approach, we first identified candidate antigens by gene expression profiling data from clinical neuroblastoma specimens and then used an animal model to generate an antibody response to an engineered cell-based vaccine. Candidate tumor antigens were expressed as recombinant proteins in a mammalian system and screened for antibody recognition using serum from mice vaccinated with a neuroblastoma cell-based vaccine engineered to express CD80 and CD86, with or without Treg depletion. Through this procedure, the never in mitosis A (NIMA)-related kinase NEK2 was identified as a tumor-associated antigen. Direct testing of serum from patients newly diagnosed with neuroblastoma showed specific serological responses in two of 20 patients. Although NEK2 was not universally recognized, it may serve as a tumor antigen for some patients.


Assuntos
Antígenos de Neoplasias/genética , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Neuroblastoma/genética , Animais , Antígenos de Neoplasias/sangue , Antígenos de Neoplasias/metabolismo , Antígeno B7-1/genética , Antígeno B7-2/genética , Biomarcadores Tumorais/sangue , Biomarcadores Tumorais/imunologia , Western Blotting , Vacinas Anticâncer/administração & dosagem , Vacinas Anticâncer/genética , Linhagem Celular Tumoral , Análise por Conglomerados , Humanos , Luciferases/genética , Luciferases/metabolismo , Camundongos , Camundongos Endogâmicos , Quinases Relacionadas a NIMA , Neuroblastoma/imunologia , Neuroblastoma/patologia , Análise de Sequência com Séries de Oligonucleotídeos , Proteínas Serina-Treonina Quinases/genética , Proteínas Serina-Treonina Quinases/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Vacinação/métodos
8.
Cell Immunol ; 265(1): 65-73, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-20692654

RESUMO

Using a mouse neuroblastoma cell line, we have demonstrated that vaccination of tumor-free mice with a cell-based vaccine leads to productive immunity and resistance to tumor challenge, while vaccination of tumor-bearing mice does not. The T cell immunity induced by this vaccine, as measured by in vitro assays, is amplified by the depletion of Treg. Our goal is to understand this barrier to the development of protective cellular immunity. mRNA microarray analyses of CD8(+) T cells from naïve or tumor-bearing mice undergoing vaccination were carried out with or without administering anti-CD25 antibody. Gene-expression pathway analysis revealed the presence of CD8(+) T cells expressing stem cell-associated genes early after induction of productive anti-tumor immunity in tumor-free mice, prior to any phenotypic changes, but not in tumor-bearing mice. These data demonstrate that early after the induction of productive immune response, cells within the CD8(+) T cell compartment adopt a stem cell-related genetic phenotype that correlates with increased anti-tumor function.


Assuntos
Linfócitos T CD8-Positivos/imunologia , Vacinas Anticâncer/imunologia , Neuroblastoma/imunologia , Células-Tronco/imunologia , Animais , Linfócitos T CD8-Positivos/citologia , Vacinas Anticâncer/genética , Citometria de Fluxo , Perfilação da Expressão Gênica/métodos , Camundongos , Neuroblastoma/terapia , RNA Neoplásico/química , RNA Neoplásico/genética , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Células-Tronco/citologia , Análise de Sobrevida , Vacinação
9.
Clin Cancer Res ; 14(17): 5540-7, 2008 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-18765546

RESUMO

PURPOSE: Patients with stage IV neuroblastoma over the age of 500 days without MYCN amplification have a survival rate of <30% and there are currently no reliable means of predicting which of these patients will survive or succumb to the disease. The goal of this study is to develop a DNA copy number-based prognostic profile for these patients. EXPERIMENTAL DESIGN: We have used comparative genomic hybridization to identify genome copy number changes that can predict outcome in patients with stage IV neuroblastoma without MYCN amplification. RESULTS: A strong correlation of patient survival with the presence of whole chromosome changes (WCC >or=2) was observed, even in the group of patients older than 500 days at time of diagnosis. This novel prognostic marker showed a significant dependence on the date of diagnosis; patients with WCC >or=2 diagnosed after 1998 had a significantly higher probability of survival compared with those diagnosed earlier. At the same time, no such time dependence was found among the samples with WCC <2, suggesting that medical progress patients in recent years has particularly benefited those patients with a stage IV non-MYCN-amplified disease if WCC >or=2 were present. CONCLUSIONS: In this pilot study, we present a novel prognostic marker for survival of high-risk neuroblastoma patients over the age of 500 days without MYCN amplification and diagnosed after 1998. Further validation study is required to establish this risk stratification for these patients.


Assuntos
Aberrações Cromossômicas , Amplificação de Genes , Neuroblastoma/genética , Proteínas Nucleares/genética , Proteínas Oncogênicas/genética , Dosagem de Genes , Humanos , Proteína Proto-Oncogênica N-Myc , Projetos Piloto , Prognóstico , Análise de Sobrevida , Fatores de Tempo
10.
Genomics ; 92(4): 195-203, 2008 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-18598751

RESUMO

There have been several reports about the potential for predicting prognosis of neuroblastoma patients using microarray gene expression profiling of the tumors. However these studies have revealed an apparent diversity in the identity of the genes in their predictive signatures. To test the contribution of the platform to this discrepancy we applied the z-scoring method to minimize the impact of platform and combine gene expression profiles of neuroblastoma (NB) tumors from two different platforms, cDNA and Affymetrix. A total of 12442 genes were common to both cDNA and Affymetrix arrays in our data set. Two-way ANOVA analysis was applied to the combined data set for assessing the relative effect of prognosis and platform on gene expression. We found that 26.6% (3307) of the genes had significant impact on survival. There was no significant impact of microarray platform on expression after application of z-scoring standardization procedure. Artificial neural network (ANN) analysis of the combined data set in a leave-one-out prediction strategy correctly predicted the outcome for 90% of the samples. Hierarchical clustering analysis using the top-ranked 160 genes showed the great separation of two clusters, and the majority of matched samples from the different platforms were clustered next to each other. The ANN classifier trained with our combined cross-platform data for these 160 genes could predict the prognosis of 102 independent test samples with 71% accuracy. Furthermore it correctly predicted the outcome for 85/102 (83%) NB patients through the leave-one-out cross-validation approach. Our study showed that gene expression studies performed in different platforms could be integrated for prognosis analysis after removing variation resulting from different platforms.


Assuntos
Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica , Proteínas de Neoplasias/biossíntese , Neuroblastoma/metabolismo , Neuroblastoma/mortalidade , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Intervalo Livre de Doença , Feminino , Humanos , Masculino , Neuroblastoma/genética , Valor Preditivo dos Testes , Estudos Retrospectivos , Taxa de Sobrevida
11.
Cell Rep ; 24(1): 117-129, 2018 07 03.
Artigo em Inglês | MEDLINE | ID: mdl-29972774

RESUMO

T cell differentiation in the thymus proceeds in an ordered sequence of developmental events characterized by variable expression of CD4 and CD8 coreceptors. Here, we report that immature single-positive (ISP) thymocytes are molecularly distinct from all other T cell populations in the thymus in their expression of a gene profile that is dependent on the transcription factor BRD4. Conditional deletion of BRD4 at various stages of thymic differentiation reveals that BRD4 selectively regulates the further differentiation of ISPs by targeting cell cycle and metabolic pathways, but it does not affect the extensive proliferation that results in the generation of ISPs. These studies lead to the conclusion that the ISP subpopulation is not a hybrid transitional state but a molecularly distinct subpopulation that is selectively dependent on BRD4.


Assuntos
Linfócitos T CD8-Positivos/citologia , Diferenciação Celular , Proteínas Nucleares/metabolismo , Timócitos/citologia , Fatores de Transcrição/metabolismo , Animais , Linfócitos T CD8-Positivos/imunologia , Deleção de Genes , Glicólise , Camundongos Knockout , Células T Matadoras Naturais/metabolismo , Proteínas Proto-Oncogênicas c-myc/metabolismo , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Linfócitos T Reguladores/metabolismo , Timócitos/metabolismo
12.
J Mol Diagn ; 9(1): 80-8, 2007 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-17251339

RESUMO

The small round blue cell tumors of childhood, which include neuroblastoma, rhabdomyosarcoma, non-Hodgkin's lymphoma, and the Ewing's family of tumors, are so called because of their similar appearance on routine histology. Using cDNA microarray gene expression profiles and artificial neural networks (ANNs), we previously identified 93 genes capable of diagnosing these cancers. Using a subset of these, together with some additional genes (total 39), we developed a multiplex polymerase chain reaction (PCR) assay to diagnose these cancer types. Blinded testing of 96 new samples (26 Ewing's family of tumors, 29 rhabdomyosarcomas, 24 neuroblastomas, and 17 lymphomas) using ANNs in a complete leave-one-out analysis demonstrated that all except one sample were accurately diagnosed as their respective category. Moreover, using an ANN-based gene minimization strategy in a separate analysis, we found that the top 31 genes could correctly diagnose all 96 tumors. Our results suggest that this molecular test based on a multiplex PCR reaction may assist the physician in the rapid confirmation of the diagnosis of these cancers.


Assuntos
Linfoma/genética , Técnicas de Diagnóstico Molecular/métodos , Neuroblastoma/genética , Reação em Cadeia da Polimerase Via Transcriptase Reversa/métodos , Rabdomiossarcoma/genética , Sarcoma de Ewing/genética , Análise por Conglomerados , Primers do DNA , Diagnóstico Diferencial , Humanos , Redes Neurais de Computação
13.
Leuk Res ; 31(12): 1741-7, 2007 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-17572488

RESUMO

In this report, we determine whether genes identified in a previously reported cDNA microarray investigation of childhood acute lymphoblastic leukaemia (ALL) diagnostic bone marrow have the same distinguishing power in an independently derived cDNA microarray dataset from an equivalent but distinct patient cohort. Genes previously reported as discriminatory, generally were unable to distinguish ALL lymphocyte lineages, the presence of the Tel-AML1 translocation and patient risk stratification. An artificial neural network identified endoglin, which was reported in the initial study as a potential lineage marker, was actually better at identifying ALL patients with poor outcome.


Assuntos
Antígenos CD/análise , Perfilação da Expressão Gênica , Leucemia-Linfoma Linfoblástico de Células Precursoras/diagnóstico , Receptores de Superfície Celular/análise , Antígenos CD/genética , Linhagem da Célula , Endoglina , Humanos , Linfócitos/patologia , Redes Neurais de Computação , Análise de Sequência com Séries de Oligonucleotídeos , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Receptores de Superfície Celular/genética , Resultado do Tratamento
14.
Nat Genet ; 49(10): 1487-1494, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28825729

RESUMO

We performed genome-wide sequencing and analyzed mRNA and miRNA expression, DNA copy number, and DNA methylation in 117 Wilms tumors, followed by targeted sequencing of 651 Wilms tumors. In addition to genes previously implicated in Wilms tumors (WT1, CTNNB1, AMER1, DROSHA, DGCR8, XPO5, DICER1, SIX1, SIX2, MLLT1, MYCN, and TP53), we identified mutations in genes not previously recognized as recurrently involved in Wilms tumors, the most frequent being BCOR, BCORL1, NONO, MAX, COL6A3, ASXL1, MAP3K4, and ARID1A. DNA copy number changes resulted in recurrent 1q gain, MYCN amplification, LIN28B gain, and MIRLET7A loss. Unexpected germline variants involved PALB2 and CHEK2. Integrated analyses support two major classes of genetic changes that preserve the progenitor state and/or interrupt normal development.


Assuntos
Genes Neoplásicos , Neoplasias Renais/genética , Tumor de Wilms/genética , Aneuploidia , Metilação de DNA , Epigênese Genética , Dosagem de Genes , Regulação Neoplásica da Expressão Gênica , Estudo de Associação Genômica Ampla , Mutação em Linhagem Germinativa , Humanos , MicroRNAs/biossíntese , MicroRNAs/genética , Conformação Proteica , RNA Mensageiro/biossíntese , RNA Mensageiro/genética , RNA Neoplásico/biossíntese , RNA Neoplásico/genética
15.
Oncogene ; 24(9): 1533-41, 2005 Feb 24.
Artigo em Inglês | MEDLINE | ID: mdl-15592497

RESUMO

In this study, gene expression profiling was performed on 103 neuroblastoma (NB) tumors, stages 1-4 with and without MYCN amplification, using cDNA microarrays containing 42,578 elements. Using principal component analysis (PCA) to analyse the relationships among these samples, we confirm that the global patterns of gene expression reflect the phenotype of the tumors. To explore the biological processes that may contribute to increasing aggressive phenotype of the tumors, we utilized a statistical approach based on PCA. We identified a specific subset of the cell cycle and/or chromosome segregation genes that distinguish stage 4 NB tumors from all lower stage tumors, including stage 3. Furthermore, the control of the kinetochore assembly emerges from the Gene Ontology analysis as one of the key biological processes associated with an aggressive NB phenotype. Finally, we establish that these genes are further upregulated in the most aggressive MYCN-amplified tumors.


Assuntos
Ciclo Celular/genética , Regulação Neoplásica da Expressão Gênica , Neuroblastoma/genética , Segregação de Cromossomos/genética , Cromossomos Humanos/genética , Perfilação da Expressão Gênica , Genes myc , Humanos , Estadiamento de Neoplasias , Neuroblastoma/patologia , Análise de Sequência com Séries de Oligonucleotídeos , Fenótipo
16.
J Clin Oncol ; 23(29): 7322-31, 2005 Oct 10.
Artigo em Inglês | MEDLINE | ID: mdl-16145061

RESUMO

PURPOSE: The knowledge of the key genomic events that are causal to cancer development and progression not only is invaluable for our understanding of cancer biology but also may have a direct clinical impact. The task of deciphering a model of tumor progression by requiring that it explains (or at least does not contradict) known clinical and molecular evidence can be very demanding, particularly for cancers with complex patterns of clinical and molecular evidence. MATERIALS AND METHODS: We formalize the process of model inference and show how a progression model for neuroblastoma (NB) can be inferred from genomic data. The core idea of our method is to translate the model of clonal cancer evolution to mathematical testable rules of inheritance. Seventy-eight NB samples in stages 1, 4S, and 4 were analyzed with array-based comparative genomic hybridization. RESULTS: The pattern of recurrent genomic alterations in NB is strongly stage dependent and it is possible to identify traces of tumor progression in this type of data. CONCLUSION: A tumor progression model for neuroblastoma is inferred, which is in agreement with clinical evidence, explains part of the heterogeneity of the clinical behavior observed for NB, and is compatible with existing empirical models of NB progression.


Assuntos
Neuroblastoma/genética , Criança , Pré-Escolar , Progressão da Doença , Genoma Humano/genética , Humanos , Lactente , Modelos Biológicos , Mutação/genética
17.
Nucleic Acids Res ; 30(6): 1338-45, 2002 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-11884631

RESUMO

We have recently reported that liposomes in combination with histidine (HK)-containing polymers enhanced the expression of luciferase in transfected cells. In transformed or malignant cell lines, branched HK polymers (combined with liposome carriers) were significantly more effective than the linear HK polymer in stimulating gene expression. In the current study, we found that the linear HK polymer enhanced gene expression in primary cell lines more effectively than the branched polymers. The differences in the optimal carrier (linear versus branched) were not due to initial cellular uptake, size of the complexes or level of gene expression. There was, however, a strong association between the optimal type of HK polymer and the pH of endocytic vesicles (P = 0.0058). By altering the percentage of histidines carrying a positive charge, the endosomal pH of a cell may determine the amount of DNA released from the linear or branched HK polymer. In the two cell lines in which the linear HK was the optimal polymer, the endocytic vesicles were strongly acidic with a pH of <5.0. Conversely, in the four cell lines in which the branched polymers were optimal transfection agents, the pH of endocytic vesicles was >6.0. Furthermore, binding data support the relationship between DNA release from the optimal HK polymer and endosomal pH. The interplay between optimal HK polymers and the endosomal pH may lead to improved gene-delivery polymers tailored to a particular cell.


Assuntos
Biopolímeros/química , Transfecção/métodos , Vesículas Transportadoras/química , Animais , Células CHO , Bovinos , Células Cultivadas , Cricetinae , DNA/metabolismo , Endocitose , Genes Reporter , Histidina/química , Humanos , Concentração de Íons de Hidrogênio , Lipossomos , Lisina/química , Microscopia Confocal , Células Tumorais Cultivadas
18.
Cancer Res ; 64(19): 6883-91, 2004 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-15466177

RESUMO

Currently, patients with neuroblastoma are classified into risk groups (e.g., according to the Children's Oncology Group risk-stratification) to guide physicians in the choice of the most appropriate therapy. Despite this careful stratification, the survival rate for patients with high-risk neuroblastoma remains <30%, and it is not possible to predict which of these high-risk patients will survive or succumb to the disease. Therefore, we have performed gene expression profiling using cDNA microarrays containing 42,578 clones and used artificial neural networks to develop an accurate predictor of survival for each individual patient with neuroblastoma. Using principal component analysis we found that neuroblastoma tumors exhibited inherent prognostic specific gene expression profiles. Subsequent artificial neural network-based prognosis prediction using expression levels of all 37,920 good-quality clones achieved 88% accuracy. Moreover, using an artificial neural network-based gene minimization strategy in a separate analysis we identified 19 genes, including 2 prognostic markers reported previously, MYCN and CD44, which correctly predicted outcome for 98% of these patients. In addition, these 19 predictor genes were able to additionally partition Children's Oncology Group-stratified high-risk patients into two subgroups according to their survival status (P = 0.0005). Our findings provide evidence of a gene expression signature that can predict prognosis independent of currently known risk factors and could assist physicians in the individual management of patients with high-risk neuroblastoma.


Assuntos
Perfilação da Expressão Gênica/métodos , Redes Neurais de Computação , Neuroblastoma/genética , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Criança , Pré-Escolar , Terapia Combinada , Humanos , Lactente , Neuroblastoma/tratamento farmacológico , Neuroblastoma/metabolismo , Neuroblastoma/cirurgia , Análise de Sequência com Séries de Oligonucleotídeos , Valor Preditivo dos Testes , Análise de Componente Principal , Prognóstico , Estudos Retrospectivos , Fatores de Risco , Análise de Sobrevida , Resultado do Tratamento
19.
Oncotarget ; 7(9): 10133-52, 2016 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-26840086

RESUMO

CD47 is a signaling receptor for thrombospondin-1 and the counter-receptor for signal-regulatory protein-α (SIRPα). By inducing inhibitory SIRPα signaling, elevated CD47 expression by some cancers prevents macrophage phagocytosis. The anti-human CD47 antibody B6H12 inhibits tumor growth in several xenograft models, presumably by preventing SIRPα engagement. However, CD47 signaling in nontransformed and some malignant cells regulates self-renewal, suggesting that CD47 antibodies may therapeutically target cancer stem cells (CSCs). Treatment of MDA-MB-231 breast CSCs with B6H12 decreased proliferation and asymmetric cell division. Similar effects were observed in T47D CSCs but not in MCF7 breast carcinoma or MCF10A breast epithelial cells. Gene expression analysis in breast CSCs treated with B6H12 showed decreased expression of epidermal growth factor receptor (EGFR) and the stem cell transcription factor KLF4. EGFR and KLF4 mRNAs are known targets of microRNA-7, and B6H12 treatment correspondingly enhanced microRNA-7 expression in breast CSCs. B6H12 treatment also acutely inhibited EGF-induced EGFR tyrosine phosphorylation. Expression of B6H12-responsive genes correlated with CD47 mRNA expression in human breast cancers, suggesting that the CD47 signaling pathways identified in breast CSCs are functional in vivo. These data reveal a novel SIRPα-independent mechanism by which therapeutic CD47 antibodies could control tumor growth by autonomously forcing differentiation of CSC.


Assuntos
Anticorpos Bloqueadores/farmacologia , Antígeno CD47/metabolismo , Receptores ErbB/metabolismo , Células-Tronco Neoplásicas/efeitos dos fármacos , Transdução de Sinais/efeitos dos fármacos , Anticorpos Bloqueadores/imunologia , Antígenos de Diferenciação/genética , Antígenos de Diferenciação/metabolismo , Western Blotting , Antígeno CD47/genética , Antígeno CD47/imunologia , Linhagem Celular , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Proliferação de Células/genética , Fator de Crescimento Epidérmico/genética , Fator de Crescimento Epidérmico/metabolismo , Fator de Crescimento Epidérmico/farmacologia , Receptores ErbB/genética , Feminino , Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica/genética , Humanos , Fator 4 Semelhante a Kruppel , Células MCF-7 , MicroRNAs/genética , Microscopia Confocal , Células-Tronco Neoplásicas/metabolismo , Células-Tronco Neoplásicas/patologia , Fosforilação/efeitos dos fármacos , Receptores Imunológicos/genética , Receptores Imunológicos/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Transdução de Sinais/genética , Trombospondina 1/genética , Trombospondina 1/metabolismo , Neoplasias de Mama Triplo Negativas/genética , Neoplasias de Mama Triplo Negativas/metabolismo , Neoplasias de Mama Triplo Negativas/patologia
20.
Clin Cancer Res ; 22(22): 5582-5591, 2016 Nov 15.
Artigo em Inglês | MEDLINE | ID: mdl-27702824

RESUMO

PURPOSE: To investigate the role and significance of TP53 mutation in diffusely anaplastic Wilms tumors (DAWTs). EXPERIMENTAL DESIGN: All DAWTs registered on National Wilms Tumor Study-5 (n = 118) with available samples were analyzed for TP53 mutations and copy loss. Integrative genomic analysis was performed on 39 selected DAWTs. RESULTS: Following analysis of a single random sample, 57 DAWTs (48%) demonstrated TP53 mutations, 13 (11%) copy loss without mutation, and 48 (41%) lacked both [defined as TP53-wild-type (wt)]. Patients with stage III/IV TP53-wt DAWTs (but not those with stage I/II disease) had significantly lower relapse and death rates than those with TP53 abnormalities. In-depth analysis of a subset of 39 DAWTs showed seven (18%) to be TP53-wt: These demonstrated gene expression evidence of an active p53 pathway. Retrospective pathology review of TP53-wt DAWT revealed no or very low volume of anaplasia in six of seven tumors. When samples from TP53-wt tumors known to contain anaplasia histologically were available, abnormal p53 protein accumulation was observed by immunohistochemistry. CONCLUSIONS: These data support the key role of TP53 loss in the development of anaplasia in WT, and support its significant clinical impact in patients with residual anaplastic tumor following surgery. These data also suggest that most DAWTs will show evidence of TP53 mutation when samples selected for the presence of anaplasia are analyzed. This suggests that modifications of the current criteria to also consider volume of anaplasia and documentation of TP53 aberrations may better reflect the risk of relapse and death and enable optimization of therapeutic stratification. Clin Cancer Res; 22(22); 5582-91. ©2016 AACR.


Assuntos
Anaplasia/genética , Neoplasias Renais/genética , Mutação/genética , Rádio (Anatomia)/anormalidades , Proteína Supressora de Tumor p53/genética , Tumor de Wilms/genética , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Feminino , Expressão Gênica/genética , Humanos , Imuno-Histoquímica/métodos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Adulto Jovem
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