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1.
Front Immunol ; 13: 1020572, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-36248819

RESUMO

Chagas disease is a parasitic disease from South America, affecting around 7 million people worldwide. Decades after the infection, 30% of people develop chronic forms, including Chronic Chagas Cardiomyopathy (CCC), for which no treatment exists. Two stages characterized this form: the moderate form, characterized by a heart ejection fraction (EF) ≥ 0.4, and the severe form, associated to an EF < 0.4. We propose two sets of DNA methylation biomarkers which can predict in blood CCC occurrence, and CCC stage. This analysis, based on machine learning algorithms, makes predictions with more than 95% accuracy in a test cohort. Beyond their predictive capacity, these CpGs are located near genes involved in the immune response, the nervous system, ion transport or ATP synthesis, pathways known to be deregulated in CCCs. Among these genes, some are also differentially expressed in heart tissues. Interestingly, the CpGs of interest are tagged to genes mainly involved in nervous and ionic processes. Given the close link between methylation and gene expression, these lists of CpGs promise to be not only good biomarkers, but also good indicators of key elements in the development of this pathology.


Assuntos
Cardiomiopatia Chagásica , Doença de Chagas , Trifosfato de Adenosina/metabolismo , Biomarcadores/metabolismo , Cardiomiopatia Chagásica/diagnóstico , Cardiomiopatia Chagásica/genética , Doença de Chagas/genética , Metilação de DNA , Humanos
2.
Cytometry B Clin Cytom ; 102(3): 220-227, 2022 05.
Artigo em Inglês | MEDLINE | ID: mdl-35253974

RESUMO

BACKGROUND: A key step in clinical flow cytometry data analysis is gating, which involves the identification of cell populations. The process of gating produces a set of reportable results, which are typically described by gating definitions. The non-standardized, non-interpreted nature of gating definitions represents a hurdle for data interpretation and data sharing across and within organizations. Interpreting and standardizing gating definitions for subsequent analysis of gating results requires a curation effort from experts. Machine learning approaches have the potential to help in this process by predicting expert annotations associated with gating definitions. METHODS: We created a gold-standard dataset by manually annotating thousands of gating definitions with cell type and functional marker annotations. We used this dataset to train and test a machine learning pipeline able to predict standard cell types and functional marker genes associated with gating definitions. RESULTS: The machine learning pipeline predicted annotations with high accuracy for both cell types and functional marker genes. Accuracy was lower for gating definitions from assays belonging to laboratories from which limited or no prior data was available in the training. Manual error review ensured that resulting predicted annotations could be reused subsequently as additional gold-standard training data. CONCLUSIONS: Machine learning methods are able to consistently predict annotations associated with gating definitions from flow cytometry assays. However, a hybrid automatic and manual annotation workflow would be recommended to achieve optimal results.


Assuntos
Aprendizado de Máquina , Citometria de Fluxo , Humanos , Fluxo de Trabalho
3.
Mol Cell Endocrinol ; 381(1-2): 16-25, 2013 Dec 05.
Artigo em Inglês | MEDLINE | ID: mdl-23891624

RESUMO

In view of the great demand for human beta-cells for physiological and medical studies, we generated cell lines derived from human insulinomas which secrete insulin, C-peptide and express neuroendocrine and islet markers. In this study, we set out to characterize their proteomes, comparing them to those of primary beta-cells using DIGE followed by MS. The results were validated by Western blotting. An average of 1800 spots was detected with less than 1% exhibiting differential abundance. Proteins more abundant in human islets, such as Caldesmon, are involved in the regulation of cell contractility, adhesion dependent signaling, and cytoskeletal organization. In contrast, almost all proteins more abundant in insulinoma cells, such as MAGE2, were first described here and could be related to cell survival and resistance to chemotherapy. Our proteomic data provides, for the first time, a molecular snapshot of the orchestrated changes in expression of proteins involved in key processes which could be correlated with the altered phenotype of human beta-cells. Collectively our observations prompt research towards the establishment of bioengineered human beta-cells providing a new and needed source of cultured human beta-cells for beta-cell research, along with the development of new therapeutic strategies for detection, characterization and treatment of insulinomas.


Assuntos
Células Secretoras de Insulina/metabolismo , Insulinoma/metabolismo , Proteoma/metabolismo , Adulto , Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Gliceraldeído-3-Fosfato Desidrogenases/metabolismo , Humanos , Insulinoma/genética , Antígenos Específicos de Melanoma/metabolismo , Pessoa de Meia-Idade , Cultura Primária de Células , Proteoma/genética , Técnicas de Cultura de Tecidos , Células Tumorais Cultivadas , Eletroforese em Gel Diferencial Bidimensional
4.
Autoimmun Rev ; 10(3): 163-5, 2011 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-20883825

RESUMO

One third of the 16 million of individuals infected by the protozoan Trypanosoma cruzi in Latin America eventually develop chronic Chagas' disease cardiomyopathy (CCC), an inflammatory dilated cardiomyopathy with shorter survival than non-inflammatory cardiomyopathies. The presence of a T cell-rich mononuclear inflammatory infiltrate and the relative scarcity of parasites in the heart suggested that chronic inflammation secondary to the autoimmune recognition of cardiac proteins could be a major pathogenetic mechanism. Sera from CCC patients crossreactively recognize cardiac myosin and T. cruzi protein B13. T cell clones elicited from peripheral blood with T. cruzi B13 protein or its peptides could crossreactively recognize epitopes from cardiac myosin heavy chain. Likewise, CD4+ T cell clones infiltrating CCC myocardium crossreactively recognize cardiac myosin and T. cruzi protein B13, and intralesional T cell lines produce the inflammatory cytokines IFN-γ and TNF-α. Conversely, IFN-γ-induced genes and chemokines were found to be upregulated in CCC heart samples, and IFN-γ is able to induce cardiomyocyte expression of atrial natriuretic factor, a key member of the hypertrophy/heart failure signature. Proteomic analysis of CCC heart tissue showed reduced expression of the energy metabolism enzymes. It can be hypothesized that cytokine-induced modulation of cardiomyocyte gene/protein expression may be a novel disease mechanism in CCC, in addition to direct inflammatory damage.


Assuntos
Anticorpos Antiprotozoários/imunologia , Miosinas Cardíacas/imunologia , Cardiomiopatia Chagásica/imunologia , Regulação da Expressão Gênica/imunologia , Miocárdio/imunologia , Proteínas de Protozoários/imunologia , Trypanosoma cruzi/imunologia , Animais , Anticorpos Antiprotozoários/metabolismo , Linfócitos T CD4-Positivos/imunologia , Linfócitos T CD4-Positivos/metabolismo , Miosinas Cardíacas/metabolismo , Cardiomiopatia Chagásica/metabolismo , Cardiomiopatia Chagásica/parasitologia , Quimiocinas/biossíntese , Quimiocinas/imunologia , Reações Cruzadas/imunologia , Epitopos/imunologia , Epitopos/metabolismo , Humanos , Interferon gama/biossíntese , Interferon gama/imunologia , Miocárdio/metabolismo , Proteínas de Protozoários/metabolismo , Trypanosoma cruzi/metabolismo , Fator de Necrose Tumoral alfa/biossíntese , Fator de Necrose Tumoral alfa/imunologia
5.
Mem Inst Oswaldo Cruz ; 104 Suppl 1: 252-8, 2009 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-19753481

RESUMO

The pathogenesis of Chagas disease cardiomyopathy (CCC) is not well understood. Since studies show that myocarditis is more frequent during the advanced stages of the disease, and the prognosis of CCC is worse than that of other dilated cardiomyopathies of non-inflammatory aetiology, which suggest that the inflammatory infiltrate plays a major role in myocardial damage. In the last decade, increasing evidence has shown that inflammatory cytokines and chemokines play a role in the generation of the inflammatory infiltrate and tissue damage. CCC patients have an increased peripheral production of the inflammatory Th1 cytokines IFN-gamma and TNF-alpha when compared to patients with the asymptomatic/indeterminate form. Moreover, Th1-T cells are the main producers of IFN-gamma and TNF-alpha and are frequently found in CCC myocardial inflammatory infiltrate. Over the past several years, our group has collected evidence that shows several cytokines and chemokines produced in the CCC myocardium may also have a non-immunological pathogenic effect via modulation of gene and protein expression in cardiomyocytes and other myocardial cell types. Furthermore, genetic polymorphisms of cytokine, chemokine and innate immune response genes have been associated with disease progression. We will review the molecular and immunological mechanisms of myocardial damage in human CCC in light of recent findings.


Assuntos
Cardiomiopatia Chagásica/imunologia , Quimiocinas/imunologia , Citocinas/imunologia , Doença Aguda , Quimiocinas/genética , Doença Crônica , Citocinas/genética , Progressão da Doença , Humanos , Interferon gama/genética , Interferon gama/imunologia , Polimorfismo Genético , Células Th1/imunologia , Fator de Necrose Tumoral alfa/genética , Fator de Necrose Tumoral alfa/imunologia
6.
Mem. Inst. Oswaldo Cruz ; 104(supl.1): 252-258, July 2009. tab
Artigo em Inglês | LILACS | ID: lil-520886

RESUMO

The pathogenesis of Chagas disease cardiomyopathy (CCC) is not well understood. Since studies show that myocarditis is more frequent during the advanced stages of the disease, and the prognosis of CCC is worse than that of other dilated cardiomyopathies of non-inflammatory aetiology, which suggest that the inflammatory infiltrate plays a major role in myocardial damage. In the last decade, increasing evidence has shown that inflammatory cytokines and chemokines play a role in the generation of the inflammatory infiltrate and tissue damage. CCC patients have an increased peripheral production of the inflammatory Th1 cytokines IFN-³ and TNF-± when compared to patients with the asymptomatic/indeterminate form. Moreover, Th1-T cells are the main producers of IFN-³ and TNF-± and are frequently found in CCC myocardial inflammatory infiltrate. Over the past several years, our group has collected evidence that shows several cytokines and chemokines produced in the CCC myocardium may also have a non-immunological pathogenic effect via modulation of gene and protein expression in cardiomyocytes and other myocardial cell types. Furthermore, genetic polymorphisms of cytokine, chemokine and innate immune response genes have been associated with disease progression. We will review the molecular and immunological mechanisms of myocardial damage in human CCC in light of recent findings.


Assuntos
Humanos , Cardiomiopatia Chagásica/imunologia , Quimiocinas/imunologia , Citocinas/imunologia , Doença Aguda , Doença Crônica , Quimiocinas/genética , Citocinas/genética , Progressão da Doença , Interferon gama/genética , Interferon gama/imunologia , Polimorfismo Genético , Células Th1/imunologia , Fator de Necrose Tumoral alfa/genética , Fator de Necrose Tumoral alfa/imunologia
7.
J Infect Dis ; 199(12): 1838-45, 2009 Jun 15.
Artigo em Inglês | MEDLINE | ID: mdl-19456234

RESUMO

BACKGROUND: Chagas disease is caused by the protozoan parasite Trypanosoma cruzi. Among T. cruzi-infected individuals, only a subgroup develops severe chronic Chagas cardiomyopathy (CCC); the majority remain asymptomatic. T. cruzi displays numerous ligands for the Toll-like receptors (TLRs), which are an important component of innate immunity that lead to the transcription of proinflammatory cytokines by nuclear factor-kappaB. Because proinflammatory cytokines play an important role in CCC, we hypothesized that single-nucleotide polymorphisms (SNPs) in the genes that encode proteins in the TLR pathway could explain differential susceptibility to CCC among T. cruzi-infected individuals. METHODS: For 169 patients with CCC and 76 T. cruzi-infected, asymptomatic individuals, we analyzed SNPs by use of polymerase chain reaction-restriction fragment length polymorphism analysis for the genes TLR1, TLR2, TLR4, TLR5, TLR9, and MAL/TIRAP, which encodes an adaptor protein. RESULTS: Heterozygous carriers of the MAL/TIRAP variant S180L were more prevalent in the asymptomatic group (24 [32%] of 76 subjects) than in the CCC group (21 [12%] of 169) (chi2=12.6; P=.0004 [adjusted P (Pc)=.0084]; odds ratio [OR], 0.31 [95% confidence interval {CI}, 0.16-0.60]). Subgroup analysis showed a stronger association when asymptomatic patients were compared with patients who had severe CCC (i.e., patients with left-ventricular ejection fraction40%) (chi2=7.7; P=.005 [Pc=.11]; OR, 0.33 [95% CI, 0.15-0.73]). CONCLUSION: T. cruzi-infected individuals who are heterozygous for the MAL/TIRAP S180L variant that leads to a decrease in signal transduction upon ligation of TLR2 or TLR4 to their respective ligand may have a lower risk of developing CCC.


Assuntos
Cardiomiopatia Chagásica/genética , Predisposição Genética para Doença , Heterozigoto , Glicoproteínas de Membrana/genética , Polimorfismo de Nucleotídeo Único , Receptores de Interleucina-1/genética , Doença Crônica , Regulação da Expressão Gênica/fisiologia , Genótipo , Humanos , Glicoproteínas de Membrana/metabolismo , Receptores de Interleucina-1/metabolismo , Fatores de Risco , Transdução de Sinais
8.
Rev. Soc. Cardiol. Estado de Säo Paulo ; 19(1): 16-24, jan.-mar. 2009. tab
Artigo em Português | LILACS | ID: lil-518880

RESUMO

A patogenia da cardiomiopatia chagásica crônica ainda é pouco conhecida, e diversos mecanismos patogênicos foram propostos, como a disautonomia cardíaca, os distúrbios da circulação microvascular, e o dano tecidual imunológico-inflamatório. As observações de que a miocardite é mais frequente e intensa nos estágios mais avançados da doença e de que o prognóstico da cardiopatia chagásica crônica é pior que o de outras cardiomiopatias dilatadas de etiologia não-inflamatória sugerem que o infiltrado inflamatório desempenha papel importante no dano miocárdio. Na última década, tem sido evidenciada a participação de citocinas inflamatórias e de quimiocinas na gênese do infiltrado inflamatório e dano tecidual, assim como de polimorfismos genéticos de genes envolvidos na resposta inflamatória. Cardiopatas chagásicos apresentam produção periférica aumentada de interferon-gama e de fator de necrose tumoral alfa (TNF-alfa), comparativamente a pacientes da forma indeterminada, e linfócitos T Th1, produtores de interferon-gama e TNF-alfa, são frequentes no infiltrado inflamatório da cardiopatia chagásica crônica. Neste trabalho, revisaremos os mecanismos imunológicos e moleculares de dano miocárdico na cardiopatias chagásica crônica humana, com ênfase nos resultados obtidos pelo nosso grupo de pesquisa.


Assuntos
Humanos , Cardiomiopatia Chagásica/complicações , Cardiomiopatia Chagásica/diagnóstico , Miocardite/complicações , Miocardite/diagnóstico , Polimorfismo Genético/genética , Proteínas Supressoras da Sinalização de Citocina , Metabolismo Energético
9.
J Infect Dis ; 198(4): 614-23, 2008 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-18598198

RESUMO

BACKGROUND: Trypanosoma cruzi-infected outbred hamsters reproduce the range of different outcomes of Chagas disease noted in humans. We tested whether myocarditis, its mediators, and myocardial protein expression are related to the severity of the acute phase of T. cruzi infection in the hamster model. METHODS: Myocardium left ventricles (LVs) obtained from Syrian hamsters infected with T. cruzi were collected 21 days after infection. Myocarditis and the T. cruzi nest/antigen area were analyzed by histological and morphometric analysis. Cytokine and chemokine messenger RNA (mRNA) expression was analyzed using real-time reverse-transcriptase polymerase chain reaction. Differentially expressed proteins were identified by 2-dimensional electrophoresis, followed by mass spectrometry. RESULTS: While in the acute phase of infection, 50% of animals displayed weight loss and signs of acute-phase infection (hereafter referred to as "acute-phase signs" [APS]) (e.g., lethargy, vomiting, and diarrhea). Both the T. cruzi nest/antigen area and the expression of interferon-gamma, tumor necrosis factor-alpha, interleukin-10, and CCL3 mRNA were significantly increased in the LVs of animals with APS, compared with the LVs of animals without APS. Animals with APS, those without APS, and uninfected animals demonstrated distinct myocardial expression of contractile, stress response, and metabolism proteins. CONCLUSIONS: The distinct outcomes of acute T. cruzi infection in Syrian hamsters are related to cardiac parasitism, cytokine expression, and changes in the expression of structural/contractile and stress response proteins that may be associated with alterations in the cardiomyocyte cytoskeleton.


Assuntos
Cardiomiopatias/imunologia , Cardiomiopatia Chagásica , Doença de Chagas/metabolismo , Quimiocinas/metabolismo , Citocinas/metabolismo , Trypanosoma cruzi/imunologia , Animais , Cardiomiopatias/parasitologia , Cardiomiopatias/patologia , Cardiomiopatia Chagásica/sangue , Cardiomiopatia Chagásica/fisiopatologia , Doença de Chagas/fisiopatologia , Quimiocinas/genética , Cricetinae , Citocinas/genética , Expressão Gênica , Camundongos , Miocardite/sangue , Miocardite/parasitologia , Miocardite/fisiopatologia , Trypanosoma cruzi/metabolismo
10.
Rev Soc Bras Med Trop ; 39 Suppl 3: 59-62, 2006.
Artigo em Português | MEDLINE | ID: mdl-17605209

RESUMO

The pathogenesis of chronic Chagas cardiomyopathy (CCC) is still being unraveled. In the last decade, a role for inflammatory cytokines on tissue damage has been shown. The present review will address the molecular and immunological mechanisms of tissue damage on human CCC with a special focus on results obtained by our research group using genomic and proteomic approaches. The results suggest that direct modulation of myocardium gene and protein expression by inflammatory cytokines may be a new pathogenic mechanism in CCC, with therapeutic implications.


Assuntos
Cardiomiopatia Chagásica , Citocinas/imunologia , Perfilação da Expressão Gênica , Proteômica , Animais , Cardiomiopatia Chagásica/genética , Cardiomiopatia Chagásica/imunologia , Doença Crônica , Humanos , Inflamação/imunologia
11.
Arch Biochem Biophys ; 432(2): 178-87, 2004 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-15542056

RESUMO

5-Aminolevulinic acid (ALA) is a heme precursor accumulated in plasma and in organs in acute intermittent porphyria (AIP), a disease associated with neuromuscular dysfunction and increased incidence of hepatocellular carcinoma (HCC). Liver biopsies of AIP patients showed odd-shaped mitochondria and autophagic vacuoles containing well-preserved mitochondria. ALA yields reactive oxygen species upon metal-catalyzed oxidation and causes in vivo and in vitro impairment of rat liver mitochondria and DNA damage. Using a quantitative polymerase chain reaction assay, we demonstrated that ALA induces a dose-dependent damage in nuclear and mitochondrial DNA in human SVNF fibroblasts and rat PC12 cells. CHO cells treated with ALA also show nuclear DNA damage and human HepG2 cells entered in apoptosis and necrosis induced by ALA and its dimerization product, DHPY. The present data provide additional information on the genotoxicity of ALA, reinforcing the hypothesis that it may be involved in the development of HCC in AIP patients.


Assuntos
Ácido Aminolevulínico/farmacologia , Dano ao DNA , DNA/efeitos dos fármacos , Fibroblastos/efeitos dos fármacos , Hepatócitos/efeitos dos fármacos , Mitocôndrias/efeitos dos fármacos , Mitocôndrias/fisiologia , Animais , Apoptose/efeitos dos fármacos , Células CHO , Linhagem Celular , Núcleo Celular/efeitos dos fármacos , Núcleo Celular/ultraestrutura , Sobrevivência Celular/efeitos dos fármacos , Cricetinae , DNA/ultraestrutura , Relação Dose-Resposta a Droga , Fibroblastos/ultraestrutura , Hepatócitos/ultraestrutura , Humanos , Mitocôndrias/ultraestrutura , Células PC12 , Ratos
12.
Cell Mol Biol (Noisy-le-grand) ; 48(1): 17-26, 2002 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-11930945

RESUMO

5-Aminolevulinic acid (ALA) is a heme precursor that accumulates in acute intermittent porphyria (AIP) due to enzymatic deficiencies in the heme biosynthetic pathway Its accumulation has been associated with several symptoms, such as abdominal pain attacks, neuromuscular weaknesses, neuropsychiatric alterations and increased hepatocellular carcinoma (HCC) incidence. The use of exogenous ALA to elevate porphyrin levels in tumor photodynamic therapy, adds further significance to ALA toxicology. Under ferritin mediated and metal catalyzed oxidation, ALA produces reactive oxygen species that can damage plasmid and isolated DNA in vitro, and increases the steady-state level of 8-oxo-7,8-dihydro-2'-deoxyguanosine in liver, spleen and kidney DNA and 5-hydroxy-2'-deoxycytidine in liver DNA of ALA-treated rats. The in vitro DNA damage could be partially inhibited by SOD, catalase, DTPA, mannitol and melatonin. ALA also promotes the formation of radical-induced base degradation products in isolated DNA. 4,5-Dioxovaleric acid, the final oxidation product of ALA, alkylates guanine moieties within both nucleoside and isolated DNA, producing two diastereoisomeric adducts. Dihydropyrazine derivatives of ALA generated by its dimerization, promote DNA strand-breaks and 8-oxodGuo formation in the presence of Cu2+. Together these results reinforce the hypothesis that the DNA damage induced by ALA may be associated with the development of HCC in individuals suffering from AIP.


Assuntos
Ácido Aminolevulínico/farmacologia , Dano ao DNA/efeitos dos fármacos , Desoxiguanosina/análogos & derivados , Neoplasias Hepáticas/etiologia , Porfiria Aguda Intermitente/complicações , 8-Hidroxi-2'-Desoxiguanosina , Ácido Aminolevulínico/administração & dosagem , Animais , DNA/metabolismo , Desoxiguanosina/metabolismo , Metais/farmacologia , Plasmídeos/metabolismo , Propionatos/farmacologia , Pirazinas/farmacologia , Ratos , Valeratos/farmacologia
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