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1.
J Endocrinol Invest ; 45(3): 497-505, 2022 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-34524677

RESUMO

PURPOSE: Polycystic Ovary Syndrome (PCOS) is the most frequent endocrinopathy in women of reproductive age. Machine learning (ML) is the area of artificial intelligence with a focus on predictive computing algorithms. We aimed to define the most relevant clinical and laboratory variables related to PCOS diagnosis, and to stratify patients into different phenotypic groups (clusters) using ML algorithms. METHODS: Variables from a database comparing 72 patients with PCOS and 73 healthy women were included. The BorutaShap method, followed by the Random Forest algorithm, was applied to prediction and clustering of PCOS. RESULTS: Among the 58 variables investigated, the algorithm selected in decreasing order of importance: lipid accumulation product (LAP); abdominal circumference; thrombin activatable fibrinolysis inhibitor (TAFI) levels; body mass index (BMI); C-reactive protein (CRP), high-density lipoprotein cholesterol (HDL-c), follicle-stimulating hormone (FSH) and insulin levels; HOMA-IR value; age; prolactin, 17-OH progesterone and triglycerides levels; and family history of diabetes mellitus in first-degree relative as the variables associated to PCOS diagnosis. The combined use of these variables by the algorithm showed an accuracy of 86% and area under the ROC curve of 97%. Next, PCOS patients were gathered into two clusters in the first, the patients had higher BMI, abdominal circumference, LAP and HOMA-IR index, as well as CRP and insulin levels compared to the other cluster. CONCLUSION: The developed algorithm could be applied to select more important clinical and biochemical variables related to PCOS and to classify into phenotypically different clusters. These results could guide more personalized and effective approaches to the treatment of PCOS.


Assuntos
Aprendizado de Máquina , Redes e Vias Metabólicas/genética , Síndrome do Ovário Policístico , Serviços Preventivos de Saúde , Adulto , Algoritmos , Inteligência Artificial , Variação Biológica da População , Índice de Massa Corporal , Hotspot de Doença , Feminino , Humanos , Resistência à Insulina , Síndrome do Ovário Policístico/diagnóstico , Síndrome do Ovário Policístico/genética , Síndrome do Ovário Policístico/metabolismo , Medicina de Precisão/métodos , Serviços Preventivos de Saúde/métodos , Serviços Preventivos de Saúde/tendências
2.
Thromb Res ; 200: 156-163, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33626480

RESUMO

INTRODUCTION: Familial hypercholesterolemia (FH) is an autosomal dominant genetic disease. The prevalence of FH has previously been reported as 1 in 500 in the general population. This study aimed to evaluate the proprotein convertase subtilisin/kexin 9 (PCSK9) levels, lipid profile and thrombin generation in FH patients undergoing treatment or not. METHODS: Eighty individuals with FH were selected and distributed in 2 groups: individuals treated with statins alone or conjugate therapy (statin + ezetimibe) (T = 53) and those non treated (NT = 27). PCSK9 levels were determined by ELISA, the lipid profile by colorimetric enzyme method and thrombin generation assay (TGA) by CAT method. RESULTS: Individuals treated with conjugate therapy (statin + ezetimibe) showed a significant reduction in the levels of total cholesterol (TC) low density lipoprotein cholesterol (LDLc) and in the potential for thrombin generation (ETP with low and high concentration of tissue factor), compared to the treated individuals with monotherapy (statins). PCSK9 was positively correlated with increased levels of TC, LDLc and triglycerides, while TGA parameters were positively correlated with PCSK9 and lipid profile. CONCLUSION: PCSK9 levels appear to be associated with components of the lipid and hemostatic profiles, in addition to being influenced by age. In general, our findings suggest that combined therapy for the treatment of FH is associated with a significant improvement in both lipid and hemostatic profiles assessed by TGA, suggesting a reduction in atherogenic and thrombogenic risks and, therefore, more promising compared to the use of statin monotherapy.


Assuntos
Anticolesterolemiantes , Hiperlipoproteinemia Tipo II , Anticolesterolemiantes/uso terapêutico , LDL-Colesterol , Humanos , Hiperlipoproteinemia Tipo II/tratamento farmacológico , Pró-Proteína Convertase 9 , Trombina
4.
Mol Cell Endocrinol ; 443: 155-162, 2017 03 05.
Artigo em Inglês | MEDLINE | ID: mdl-28088464

RESUMO

Polycystic Ovary Syndrome (PCOS) is associated with a chronic low-grade inflammation and predisposition to hemostatic and atherosclerotic complications. This case-control study evaluated the microparticles (MPs) profile in patients with the PCOS and related these MPs to clinical and biochemical parameters. MPs derived from platelets (PMPs), leuckocytes (LMPs) and endothelial cells (EMPs) were evaluated, as well as MPs expressing tissue factor (TFMPs), by flow cytometry, comparing women with PCOS (n = 50) and a healthy control group (n = 50). PCOS women presented increased total MPs, PMPs, LMPs and EMPs levels when compared to control group (all p < 0.05). TFMPs was similar between the groups (p = 0.379). In conclusion, these MPs populations could be useful biomarkers for association with thrombosis and cardiovascular disease in PCOS women.


Assuntos
Biomarcadores/metabolismo , Micropartículas Derivadas de Células/metabolismo , Hemostáticos/metabolismo , Inflamação/patologia , Síndrome do Ovário Policístico/metabolismo , Síndrome do Ovário Policístico/patologia , Adolescente , Adulto , Estudos de Casos e Controles , Feminino , Humanos , Adulto Jovem
5.
Clin Chim Acta ; 450: 162-8, 2015 Oct 23.
Artigo em Inglês | MEDLINE | ID: mdl-26279362

RESUMO

Alzheimer's disease (AD) is the most common cause of progressive dementia in the elderly population. AD is histologically characterized by accumulation of amyloid-ß protein (Aß) on extracellular plaques and deposition of hyperphosphorylated tau protein in intracellular neurofibrillary tangles. Several studies have shown that obesity may precede dementia and that lifestyle factors play a critical role in the onset of AD. Furthermore, accumulating evidence indicates that obesity is an independent risk factor for developing AD. In this scenario, the understanding of the role of adipose tissue in brain health is essential to clarify the establishment of demential processes. The objective of this work was to review studies regarding leptin, an anorexigenic peptide hormone synthesized in adipocytes, in the context of dementia. Some authors proposed that leptin evaluation might be a better predictor of dementia than traditional anthropometric measures. Leptin, once established as a biomarker, could enhance the understanding of late-onset AD risk over the life course, as well as the clinical progression of prodromal state to manifested AD. Other studies have proposed that leptin presents neuroprotective activities, which could be explained by inhibiting the amyloidogenic process, reducing the levels of tau protein phosphorylation and improving the cognitive function.


Assuntos
Doença de Alzheimer , Leptina , Doença de Alzheimer/diagnóstico , Doença de Alzheimer/genética , Doença de Alzheimer/metabolismo , Doença de Alzheimer/terapia , Animais , Humanos , Leptina/metabolismo , Fosforilação , Polimorfismo Genético , Receptores para Leptina/genética
6.
J Diabetes Res ; 2015: 605965, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26064986

RESUMO

AIMS: The polymorphisms of pro- and anti-inflammatory cytokines may be involved in type 2 diabetes (T2D) pathogenesis and its complications. METHODS: We investigated in 102 T2D patients the association of the cytokine polymorphisms in the TNF-α, IL-10, IL-6, TGF-ß1, and IFN-γ genes with the T2D microvascular complications and comorbidities (hypertension, dyslipidemia, and obesity). Cytokine genotypes were determined by PCR using Cytokine Genotyping Tray kit. RESULTS: Diabetic retinopathy was associated with GG genotype and G allele in TGF-ß1 codon 25C/G polymorphism (p = 0.004 and p = 0.018) and the nephropathy was associated the lower frequency of GG genotype in IL-10 -1082G/A polymorphism (p = 0.049). Hypertension was associated with the CC genotype and C allele for IL-10 -592C/A polymorphism (p = 0.013 and p = 0.009) and higher frequencies of T (p = 0.047) and C (p = 0.033) alleles of the TGF-ß1 codon 10T/C and IL-10 -819T/C polymorphisms, respectively. The TGF-ß1 codon 10T/C polymorphism was associated with the BMI groups (p = 0.026): the CC genotype was more frequent in the group with BMI < 25 Kg/m(2), while the TC genotype was more frequent in the group with BMI = 30 Kg/m(2). CONCLUSIONS: Our findings suggest that TGF-ß1 and IL-10 polymorphisms are involved in complications and comorbidities in T2D patients.


Assuntos
Complicações do Diabetes/genética , Diabetes Mellitus Tipo 2/genética , Interferon gama/genética , Interleucina-10/genética , Interleucina-6/genética , Polimorfismo de Nucleotídeo Único , Fator de Crescimento Transformador beta1/genética , Fator de Necrose Tumoral alfa/genética , Idoso , Alelos , Feminino , Frequência do Gene , Estudos de Associação Genética , Predisposição Genética para Doença , Genótipo , Humanos , Masculino , Pessoa de Meia-Idade
7.
Gene ; 560(1): 44-9, 2015 Apr 10.
Artigo em Inglês | MEDLINE | ID: mdl-25617525

RESUMO

BACKGROUND: Polycystic ovary syndrome (PCOS) is a complex endocrine disorder that involves multiple factors. Although the etiology of PCOS is unknown, there is an involvement of sex steroid hormones in the pathophysiology of this syndrome. Therefore, polymorphisms in genes involved in the action of estrogen may contribute to a woman's susceptibility to PCOS. AIM: This study aimed to evaluate the association between the polymorphisms PvuII and XbaI in the estrogen receptor alpha (ESR1) gene and the occurrence of PCOS. The study also aimed to assess the influence of these polymorphisms on the metabolic and inflammatory profiles of women with PCOS. MATERIAL AND METHODS: This case-control study included 99 women with PCOS, diagnosed according to the Rotterdam criteria, and 104 age-matched healthy women. The polymorphisms were evaluated using polymerase chain reaction-restriction fragment length polymorphism. RESULTS: No association between the ESR1 gene polymorphisms and the presence of PCOS was observed. However, we found associations between the PvuII polymorphism and C-reactive protein levels, testosterone levels, family history of diabetes, and waist circumference. The XbaI polymorphism was associated with fasting glucose and a family history of hypertension. CONCLUSION: These polymorphisms are not associated with PCOS development, but they are involved in the phenotype of complications of the syndrome. Therefore, prior knowledge of these genomic variants might contribute to taking preventive measures that could delay the metabolic and reproductive complications commonly seen in women with PCOS.


Assuntos
Receptor alfa de Estrogênio/genética , Síndrome do Ovário Policístico/genética , Polimorfismo de Fragmento de Restrição , Adulto , Glicemia/genética , Glicemia/metabolismo , Proteína C-Reativa/metabolismo , Estudos de Casos e Controles , DNA-Citosina Metilases/metabolismo , Desoxirribonucleases de Sítio Específico do Tipo II/metabolismo , Feminino , Estudos de Associação Genética , Predisposição Genética para Doença , Humanos , Mediadores da Inflamação/metabolismo , Resistência à Insulina/genética , Pessoa de Meia-Idade , Síndrome do Ovário Policístico/imunologia , Síndrome do Ovário Policístico/metabolismo , Adulto Jovem
8.
Gynecol Endocrinol ; 29(10): 936-9, 2013 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-23898913

RESUMO

Polycystic Ovary Syndrome (PCOS) is the most common cause of subfertility associated to metabolic disorders. The aim of this study was to correlate metabolic and proinflammatory factors in women with PCOS. The frequency of Plasminogen Activator Inhibitor-1 (PAI-1) promoter 4 G/5 G polymorphism was also compared to healthy controls. We evaluated 79 PCOS and 79 healthy women. PAI-1 levels are positively correlated with proinflammatory factors in PCOS group. 4 G allele in PAI-1 gene was more frequent in PCOS and the 4G/4 G genotype was associated with increased PAI-1 levels. A correlation between insulin resistance and proinflammatory and overweight was also observed. C-reactive protein, serum levels of vascular cell adhesion molecule-1 (sVCAM-1), Lipid Accumulation Product (LAP) and vitamin D are good tools to evaluated factors associated to cardiovascular risk in women with PCOS.


Assuntos
Doenças Cardiovasculares/etiologia , Mediadores da Inflamação/sangue , Inibidor 1 de Ativador de Plasminogênio/genética , Síndrome do Ovário Policístico/genética , Síndrome do Ovário Policístico/metabolismo , Polimorfismo Genético , Regiões Promotoras Genéticas , Adulto , Índice de Massa Corporal , Estudos de Casos e Controles , Feminino , Estudos de Associação Genética , Humanos , Síndrome do Ovário Policístico/complicações , Fatores de Risco , Adulto Jovem
9.
Clin Chim Acta ; 416: 67-71, 2013 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-23159300

RESUMO

Preeclampsia (PE) is a multi-system disorder of human pregnancy characterized by hypertension and proteinuria. Although its pathogenesis is not fully understood, predisposition to endothelial dysfunction is thought to play a crucial part. Normotensive pregnancy is associated with increases in coagulation factor levels and decreases in natural anticoagulation, leading to a hypercoagulable state. This state is thought to be part of a complex physiological adaptation, which ensures rapid and effective control of bleeding from the placental site at the time of placental separation. In PE, a more pronounced exacerbation of the hypercoagulable state is noticed, compared to normotensive pregnancy. Activation of coagulation in PE occurs at an early stage of the disease and often antedates the clinical symptoms. It is known that PE is associated with fibrin deposition in the kidney glomerulus, and in fatal cases, widespread fibrin deposition has been a prominent histological finding. Related to the fibrinolytic system in PE, the state of the art allows the assumption that blood coagulation overlaps the fibrinolytic regulatory mechanism, since fibrin deposition in maternal microcirculation is usually found in PE. However, there is still no consensus about its specific role. This review aims to discuss the fibrinolytic system in PE and its potential implications to the pathogenesis of this disease.


Assuntos
Fibrinólise , Pré-Eclâmpsia/fisiopatologia , Feminino , Fibrina/metabolismo , Humanos , Rim/patologia , Gravidez
10.
Genet Mol Res ; 11(2): 1002-12, 2012 Apr 19.
Artigo em Inglês | MEDLINE | ID: mdl-22576926

RESUMO

Cryopreservation of mesenchymal stem cells from amniotic fluid is of clinical importance, as these cells can be harvested during the prenatal period and stored for use in treatments. We examined the behavior of mesenchymal stem cells from human amniotic fluid in culture that had been subjected to cryopreservation. We assessed chromosomal stability through karyotype analysis, determined whether multipotent capacity (differentiation into adipogenic, chondrogenic, and osteogenic cells) is maintained, and analyzed SOX2 and NANOG expression after thawing. Five amniotic fluid samples were cryopreserved for 150 days. No chromosomal aberrations were observed. The expression levels of NANOG and SOX2 also were quite similar before and after cryopreservation. Capacity for differentiation into adipogenic, chondrogenic, and osteogenic tissues also remained the same. We conclude that cryopreservation of amniotic fluid does not alter karyotype, NANOG/SOX2 gene expression, or multipotent capacity of stem cells that have been collected from amniotic fluid during pregnancy.


Assuntos
Líquido Amniótico/metabolismo , Criopreservação , Proteínas de Homeodomínio/genética , Cariotipagem , Células-Tronco Mesenquimais/metabolismo , Fatores de Transcrição SOXB1/genética , Líquido Amniótico/citologia , Sequência de Bases , Diferenciação Celular , Primers do DNA , Feminino , Citometria de Fluxo , Expressão Gênica , Humanos , Células-Tronco Mesenquimais/citologia , Proteína Homeobox Nanog , Gravidez
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