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1.
BMC Nutr ; 6: 53, 2020.
Artigo em Inglês | MEDLINE | ID: mdl-32983551

RESUMO

BACKGROUND: Obesity and its related metabolic disturbances represent a huge health burden on society. Many different weight loss interventions have been trialled with mixed efficacy, as demonstrated by the large number of individuals who regain weight upon completion of such interventions. There is evidence that the provision of genetic information may enhance long-term weight loss, either by increasing dietary adherence or through underlying biological mechanisms. METHODS: The investigators followed 114 overweight and obese subjects from a weight loss clinic in a 2-stage process. 1) A 24-week dietary intervention. The subjects self-selected whether to follow a standardized ketogenic diet (n = 53), or a personalised low-glycemic index (GI) nutrigenetic diet utilising information from 28 single nucleotide polymorphisms (n = 61). 2) After the 24-week diet period, the subjects were monitored for an additional 18 months using standard guidelines for the Keto group vs standard guidelines modified by nutrigenetic advice for the low-Glycaemic Index nutrigenetic diet (lowGI/NG) group. RESULTS: After 24 weeks, the keto group lost more weight: - 26.2 ± 3.1 kg vs - 23.5 ± 6.4 kg (p = 0.0061). However, at 18-month follow up, the subjects in the low-GI nutrigenetic diet had lost significantly more weight (- 27.5 ± 8.9 kg) than those in the ketogenic diet who had regained some weight (- 19.4 ± 5.0 kg) (p < 0.0001). Additionally, after the 24-week diet and 18-month follow up the low-GI nutrigenetic diet group had significantly greater (p < 0.0001) improvements in total cholesterol (ketogenic - 35.4 ± 32.2 mg/dl; low-GI nutrigenetic - 52.5 ± 24.3 mg/dl), HDL cholesterol (ketogenic + 4.7 ± 4.5 mg/dl; low-GI nutrigenetic + 11.9 ± 4.1 mg/dl), and fasting glucose (ketogenic - 13.7 ± 8.4 mg/dl; low-GI nutrigenetic - 24.7 ± 7.4 mg/dl). CONCLUSIONS: These findings demonstrate that the ketogenic group experienced enhanced weight loss during the 24-week dietary intervention. However, at 18-month follow up, the personalised nutrition group (lowGI/NG) lost significantly more weight and experienced significantly greater improvements in measures of cholesterol and blood glucose. This suggests that personalising nutrition has the potential to enhance long-term weight loss and changes in cardiometabolic parameters. TRIAL REGISTRATION: NCT04330209, Registered 01/04/2020, retrospectively registered.

2.
Artigo em Inglês | MEDLINE | ID: mdl-32368312

RESUMO

BACKGROUND: Understanding the genetic basis of cancer risk is a major international endeavor. The emergence of next-generation sequencing (NGS) in late 2000's has further accelerated the discovery of many cancer susceptibility genes. The use of targeted NGS-based multigene testing panels to provide comprehensive analysis of cancer susceptible genes has proven to be a viable option, with the accurate and robust detection of a wide range of clinically relevant variants in the targeted genes being crucial. METHODS: We have developed and validated a targeted NGS-based test for hereditary cancer risk assessment using Illumina's NGS platform by analyzing the protein-coding regions of 35 hereditary cancer genes with a bioinformatics pipeline that utilizes standard practices in the field. This 35-gene hereditary cancer panel is designed to identify germline cancer-causing mutations for 8 different cancers: breast, ovarian, prostate, uterine, colorectal, pancreatic, stomach cancers and melanoma. The panel was validated using well-characterized DNA specimens [NIGMS Human Genetic Cell Repository], where DNA had been extracted using blood of individuals whose genetic variants had been previously characterized by the 1000 Genome Project and the Coriell Catalog. RESULTS: The 35-gene hereditary cancer panel shows high sensitivity (99.9%) and specificity (100%) across 4820 variants including single nucleotide variants (SNVs) and small insertions and deletions (indel; up to 25 bp). The reproducibility and repeatability are 99.8 and 100%, respectively. CONCLUSIONS: The use of targeted NGS-based multigene testing panels to provide comprehensive analysis of cancer susceptible genes has been considered a viable option. In the present study, we developed and validated a 35-gene panel for testing 8 common cancers using next-generation sequencing (NGS). The performance of our hereditary cancer panel is assessed across a board range of variants in the 35 genes to support clinical use.

3.
Nutrients ; 11(7)2019 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-31252674

RESUMO

Modulation of the human gut microbiota through probiotics, prebiotics and dietary fibre are recognised strategies to improve health and prevent disease. Yet we are only beginning to understand the impact of these interventions on the gut microbiota and the physiological consequences for the human host, thus forging the way towards evidence-based scientific validation. However, in many studies a percentage of participants can be defined as 'non-responders' and scientists are beginning to unravel what differentiates these from 'responders;' and it is now clear that an individual's baseline microbiota can influence an individual's response. Thus, microbiome composition can potentially serve as a biomarker to predict responsiveness to interventions, diets and dietary components enabling greater opportunities for its use towards disease prevention and health promotion. In Part I of this two-part review, we reviewed the current state of the science in terms of the gut microbiota and the role of diet and dietary components in shaping it and subsequent consequences for human health. In Part II, we examine the efficacy of gut-microbiota modulating therapies at different life stages and their potential to aid in the management of undernutrition and overnutrition. Given the significance of an individual's gut microbiota, we investigate the feasibility of microbiome testing and we discuss guidelines for evaluating the scientific validity of evidence for providing personalised microbiome-based dietary advice. Overall, this review highlights the potential value of the microbiome to prevent disease and maintain or promote health and in doing so, paves the pathway towards commercialisation.


Assuntos
Bactérias/crescimento & desenvolvimento , Microbioma Gastrointestinal , Intestinos/microbiologia , Desnutrição/microbiologia , Estado Nutricional , Hipernutrição/microbiologia , Fatores Etários , Animais , Bactérias/metabolismo , Fibras na Dieta/administração & dosagem , Feminino , Interações Hospedeiro-Patógeno , Humanos , Expectativa de Vida , Masculino , Desnutrição/fisiopatologia , Desnutrição/terapia , Hipernutrição/fisiopatologia , Hipernutrição/terapia , Prebióticos/administração & dosagem , Probióticos/administração & dosagem
4.
Genes Nutr ; 12: 35, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29270237

RESUMO

Nutrigenetic research examines the effects of inter-individual differences in genotype on responses to nutrients and other food components, in the context of health and of nutrient requirements. A practical application of nutrigenetics is the use of personal genetic information to guide recommendations for dietary choices that are more efficacious at the individual or genetic subgroup level relative to generic dietary advice. Nutrigenetics is unregulated, with no defined standards, beyond some commercially adopted codes of practice. Only a few official nutrition-related professional bodies have embraced the subject, and, consequently, there is a lack of educational resources or guidance for implementation of the outcomes of nutrigenetic research. To avoid misuse and to protect the public, personalised nutrigenetic advice and information should be based on clear evidence of validity grounded in a careful and defensible interpretation of outcomes from nutrigenetic research studies. Evidence requirements are clearly stated and assessed within the context of state-of-the-art 'evidence-based nutrition'. We have developed and present here a draft framework that can be used to assess the strength of the evidence for scientific validity of nutrigenetic knowledge and whether 'actionable'. In addition, we propose that this framework be used as the basis for developing transparent and scientifically sound advice to the public based on nutrigenetic tests. We feel that although this area is still in its infancy, minimal guidelines are required. Though these guidelines are based on semi-quantitative data, they should stimulate debate on their utility. This framework will be revised biennially, as knowledge on the subject increases.

5.
Int J Bioinform Res Appl ; 11(3): 233-46, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26561019

RESUMO

This paper aims to enlighten the complex etiology beneath obesity by analysing data from a large nutrigenetics study, in which nutritional and genetic factors associated with obesity were recorded for around two thousand individuals. In our previous work, these data have been analysed using artificial neural network methods, which identified optimised subsets of factors to predict one's obesity status. These methods did not reveal though how the selected factors interact with each other in the obtained predictive models. For that reason, parallel Multifactor Dimensionality Reduction (pMDR) was used here to further analyse the pre-selected subsets of nutrigenetic factors. Within pMDR, predictive models using up to eight factors were constructed, further reducing the input dimensionality, while rules describing the interactive effects of the selected factors were derived. In this way, it was possible to identify specific genetic variations and their interactive effects with particular nutritional factors, which are now under further study.


Assuntos
Mineração de Dados/métodos , Redução Dimensional com Múltiplos Fatores/métodos , Nutrigenômica/métodos , Obesidade/genética , Obesidade/metabolismo , Adulto , Idoso , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Fenômenos Fisiológicos da Nutrição , Polimorfismo de Nucleotídeo Único , Adulto Jovem
6.
Exerc Sport Sci Rev ; 43(3): 153-62, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-25906427

RESUMO

The ketogenic diet (KD) is used widely as a weight loss strategy and, more rarely, as therapy for some diseases. In many sports, weight control is often necessary (boxing, weightlifting, wrestling, etc.), but the KD usually is not considered. Our hypothesis is that KD might be used to achieve fat loss without affecting strength/power performance negatively.


Assuntos
Dieta Cetogênica , Esportes/fisiologia , Redução de Peso , Glicemia/metabolismo , Distribuição da Gordura Corporal , Índice de Massa Corporal , Dieta com Restrição de Carboidratos , Dieta Cetogênica/psicologia , Humanos , Força Muscular/fisiologia , Músculo Esquelético/metabolismo , Resistência Física/fisiologia
7.
Mar Drugs ; 13(2): 996-1009, 2015 Feb 13.
Artigo em Inglês | MEDLINE | ID: mdl-25689563

RESUMO

BACKGROUND: the ketogenic diet (KD) has become a widely used nutritional approach for weight loss. Some of the KD's positive effects on metabolism and cardiovascular risk factors are similar to those seen after n-3 polyunsaturated fatty acids (ω-3) supplementation. We hypothesized that a ketogenic Mediterranean diet with phytoextracts combined with ω-3 supplementation may have increased positive effects on cardiovascular risk factors and inflammation. METHODS: We analyzed 34 male overweight subjects; aged between 25 and 65 years who were overall healthy apart from overweight. The subjects followed a ketogenic diet protocol for four weeks; with (KDO3) or without (KD) ω-3 supplementation. RESULTS: All subjects experienced a significant loss of body weight and body fat and there was no significant differences between treatment (body weight: KD-4.7 kg, KDO3-4.03 kg, body fat KD-5.41 kg, KDO3-5.86 kg). There were also significant decreases in total cholesterol, LDL-c, and glucose levels. Triglycerides and insulin levels decreased more in KDO3 vs. KD subjects, with a significant difference. All the investigated inflammatory cytokines (IL-1ß, IL-6, TNF-α) decreased significantly in KDO3 subjects whilst only TNF-α showed a significant decrease in KD subjects over the 12 month study period. No significant changes were observed in anti-inflammatory cytokines (IL-10 and IL-1Ra), creatinine, urea and uric acid. Adiponectin increased significantly only in the KDO3 group. CONCLUSIONS: ω-3 supplementation improved the positive effects of a ketogenic Mediterranean diet with phytoextracts on some cardiovascular/metabolic risk factors and inflammatory state.


Assuntos
Doenças Cardiovasculares/prevenção & controle , Dieta Cetogênica , Dieta Mediterrânea , Suplementos Nutricionais , Ácidos Graxos Ômega-3/farmacologia , Adiposidade/efeitos dos fármacos , Adulto , Idoso , Glicemia/metabolismo , LDL-Colesterol/sangue , Citocinas/sangue , Humanos , Insulina/sangue , Masculino , Pessoa de Meia-Idade , Sobrepeso/dietoterapia , Extratos Vegetais/uso terapêutico , Fatores de Risco , Triglicerídeos/sangue , Redução de Peso
8.
Open Access J Sports Med ; 5: 273-8, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25525399

RESUMO

BACKGROUND: The PPARα gene encodes the peroxisome proliferator-activator receptor alpha, a central regulator of expression of other genes involved in fatty acid metabolism. The purpose of this study was to determine the prevalence of G allele of the PPARα intron 7 G/C polymorphism (rs4253778) in professional Italian soccer players. METHODS: Sixty professional soccer players and 30 sedentary volunteers were enrolled in the study. Samples of venous blood were obtained at rest, in the morning, by conventional clinical procedures; blood serum was collected and total cholesterol, high-density lipoprotein cholesterol, low-density lipoprotein cholesterol, and triglycerides were measured. An aliquot of anticoagulant-treated blood was used to prepare genomic DNA from whole blood. The G/C polymorphic site in PPARα intron 7 was scanned by using the PCR-RFLP (polymerase chain reaction restriction fragment length polymorphism) protocol with TaqI enzyme. RESULTS: We found variations in genotype distribution of PPARα polymorphism between professional soccer players and sedentary volunteers. Particularly, G alleles and the GG genotype were significantly more frequent in soccer players compared with healthy controls (64% versus 48%). No significant correlations were found between lipid profile and genotype background. CONCLUSION: Previous results demonstrated an association of intron 7 G allele as well as the GG genotype in endurance athletes. Our result suggests that this is the case also in professional soccer players.

9.
Per Med ; 11(3): 297-307, 2014 May.
Artigo em Inglês | MEDLINE | ID: mdl-29764062

RESUMO

Common genetic variation affects individual nutrient requirements and the use of DNA-based dietary advice, derived from nutrigenetics, has been growing. The growth is about to accelerate as the cost of genotyping continues to fall and research results from major nutrigenetics projects are published. There is still some skepticism; some barriers remain including some commercial tests, which make exaggerated, incorrect claims. There is a need for more public resources dedicated to unbiased, objective review and dissemination of nutrigenetics information; however, nutrigenetics evidence should be assessed in the context of standard nutritional evidence and should not require higher standards. This article argues that we are ready for some DNA-based dietary advice in general nutrition and it can be beneficial. Examples of the scientific validity and health utility of gene-diet interactions will be given and the development of guidelines for assessment and validation of benefits will be discussed.

10.
Nutrients ; 5(12): 5205-17, 2013 Dec 18.
Artigo em Inglês | MEDLINE | ID: mdl-24352095

RESUMO

Weight loss protocols can only be considered successful if they deliver consistent results over the long term-a goal which is often elusive, so much so that the term "yo-yo" is used to describe the perennial weight loss/weight regain battle common in obesity. We hypothesized that a ketogenic Mediterranean diet with phytoextracts (KEMEPHY) combined with the acknowledged health benefits of traditional Mediterranean nutrition may favor long term weight loss. We analysed 89 male and female obese subjects, aged between 25 and 65 years who were overall healthy apart from being overweight. The subjects followed a staged diet protocol over a period of 12 months: 20 day of KEMEPHY; 20 days low carb-non ketogenic; 4 months Mediterranean normocaloric nutrition; a second 20 day ketogenic phase followed by 6 months of Mediterranean normocaloric nutrition. For the majority of subjects (88.25%) there was significant loss of weight (from 100.7 ± 16.54 to 84.59 ± 9.71 kg; BMI from 35.42 ± 4.11 to 30.27 ± 3.58) and body fat (form 43.44% ± 6.34% to 33.63% ± 7.6%) during both ketogenic phases followed by successful maintenance, without weight regain, during the 6 month stabilization phase with only 8 subjects failing to comply. There were also significant and stable decreases in total cholesterol, LDLc, triglycerides and glucose levels over the 12 month study period. HDLc showed small increases after the ketogenic phases but over the full 12 months there was no significant change. No significant changes were observed in ALT, AST, Creatinine or BUN. The combination of a biphasic KEMEPHY diet separated by longer periods of maintenance nutrition, based on the traditional Mediterranean diet, led to successful long term weight loss and improvements in health risk factors in a majority of subjects; compliance was very high which was a key determinant of the results seen.


Assuntos
Dieta Cetogênica , Dieta Mediterrânea , Obesidade/dietoterapia , Redução de Peso/fisiologia , Adulto , Idoso , Glicemia/metabolismo , Colesterol/sangue , Carboidratos da Dieta/administração & dosagem , Gorduras na Dieta/administração & dosagem , Proteínas Alimentares/administração & dosagem , Ingestão de Energia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Extratos Vegetais/administração & dosagem , Estudos Retrospectivos , Triglicerídeos/sangue
11.
Genes Nutr ; 8(4): 373-81, 2013 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-23471854

RESUMO

This article discusses the prospects and limitations of the scientific basis for offering personalized nutrition advice based upon individual genetic information. Two divergent scientific positions are presented, with an ethical comment. The crucial question is whether the current knowledge base is sufficiently strong for taking an ethically responsible decision to offer personalized nutrition advice based upon gene-diet-health interaction. According to the first position, the evidence base for translating the outcomes of nutrigenomics research into personalized nutritional advice is as yet immature. There is also limited evidence that genotype-based dietary advice will motivate appropriate behavior changes. Filling the gaps in our knowledge will require larger and better randomized controlled trials. According to the second position, personalized nutrition must be evaluated in relation to generally accepted standard dietary advice-partly derived from epidemiological observations and usually not proven by clinical trials. With personalized nutrition, we cannot demand stronger evidence. In several specific cases of gene-diet interaction, it may be more beneficial for individuals with specific genotypes to follow personalized advice rather than general dietary recommendations. The ethical comment, finally, considers the ethical aspects of deciding how to proceed in the face of such uncertainty. Two approaches for an ethically responsible way forward are proposed. Arguing from a precautionary approach, it is suggested that personalized dietary advice should be offered only when there is strong scientific evidence for health effects, followed by stepwise evaluation of unforeseen behavioral and psychological effects. Arguing from theoretical and applied ethics as well as psychology, it is also suggested that personalized advice should avoid paternalism and instead focus on supporting the autonomous choice of each person.

12.
Per Med ; 9(5): 515-522, 2012 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-29768771

RESUMO

Personal genetics and regulations have been the subject of active debate for at least the last 10 years, since the first direct-to-consumer tests were sold in the UK by Sciona Inc. (CO, USA). Opinions range from prohibition to free-for-all and all the shades in between. However, there has been very little progress in formulating regulations and the situation in Europe is particularly confusing, making it difficult for the provider and the consumer alike. The regulations maze is likely to be one major reason why the growth and public uptake has been slow: it is hard for companies to know how to operate and equally hard for consumers to understand what tests are useful versus those of dubious quality. This article gives a brief overview of the current situation regarding what regulations exist and looks closely at the areas where more clarity is needed. These include, exactly what should be regulated? What is health-related data? Who can and who should be able to have access to personal genetics? We conclude with specific proposals for improving the protection for consumers and encouraging growth of useful services.

13.
Nutr J ; 10: 112, 2011 Oct 12.
Artigo em Inglês | MEDLINE | ID: mdl-21992535

RESUMO

BACKGROUND: There has been increased interest in recent years in very low carbohydrate ketogenic diets (VLCKD) that, even though they are much discussed and often opposed, have undoubtedly been shown to be effective, at least in the short to medium term, as a tool to tackle obesity, hyperlipidemia and some cardiovascular risk factors. For this reason the ketogenic diet represents an interesting option but unfortunately suffers from a low compliance. The aim of this pilot study is to ascertain the safety and effects of a modified ketogenic diet that utilizes ingredients which are low in carbohydrates but are formulated to simulate its aspect and taste and also contain phytoextracts to add beneficial effects of important vegetable components. METHODS: The study group consisted of 106 Rome council employees with a body mass index of ≥ 25, age between 18 and 65 years (19 male and 87 female; mean age 48.49 ± 10.3). We investigated the effects of a modified ketogenic diet based on green vegetables, olive oil, fish and meat plus dishes composed of high quality protein and virtually zero carbohydrate but which mimic their taste, with the addition of some herbal extracts (KEMEPHY ketogenic Mediterranean with phytoextracts). Calories in the diet were unlimited. Measurements were taken before and after 6 weeks of diet. RESULTS: There were no significant changes in BUN, ALT, AST, GGT and blood creatinine. We detected a significant (p < 0.0001) reduction in BMI (31.45 Kg/m2 to 29.01 Kg/m2), body weight (86.15 kg to 79.43 Kg), percentage of fat mass (41.24% to 34.99%), waist circumference (106.56 cm to 97.10 cm), total cholesterol (204 mg/dl to 181 mg/dl), LDLc (150 mg/dl to 136 mg/dl), triglycerides (119 mg/dl to 93 mg/dl) and blood glucose (96 mg/dl to 91 mg/dl). There was a significant (p < 0.0001) increase in HDLc (46 mg/dl to 52 mg/dl). CONCLUSIONS: The KEMEPHY diet lead to weight reduction, improvements in cardiovascular risk markers, reduction in waist circumference and showed good compliance.


Assuntos
Composição Corporal , Doenças Cardiovasculares/etiologia , Dieta com Restrição de Carboidratos , Dieta Cetogênica , Dieta Mediterrânea , Redução de Peso , Adulto , Feminino , Humanos , Itália , Masculino , Pessoa de Meia-Idade , Cooperação do Paciente , Projetos Piloto , Extratos Vegetais/administração & dosagem , Fatores de Risco
14.
Eur J Hum Genet ; 19(4): 382-8, 2011 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-21119713

RESUMO

The purpose of this article is to give an overview and discuss the relevant regulations in place, or under consideration, regarding healthcare-related personal genetics services in Europe - this is a rapidly evolving field and in most European Union (EU) countries the regulatory framework is not yet clear. The review will be framed from the perspective of potential service providers (companies, health services and practitioners, including medical, nutritional, complementary, etc), the growing number of which will need to be aware of potential regulatory hurdles existing now and that may arise in the future. The main conclusion from the survey is that strict regulations regarding practitioner-delivered personal genetic-testing services are unlikely to be enforced over the next 5 years in most EU countries, with the exception of Germany. There is broad-based, but by no means universal, support for a strong voluntary code of practice as an alternative to government regulations to protect consumers and to enable all stakeholders to recognise serious and reputable service providers. On the other hand, there are influential bodies calling for strict regulation. As genotyping costs rapidly fall, it is likely that it will become routine and a major challenge that does not seem to be addressed by current debate on regulations is the emergence of companies offering/selling personal genetic services based on a customer's pre-existing genetic results and therefore no actual laboratory testing involved.


Assuntos
Testes Genéticos/legislação & jurisprudência , Testes Genéticos/normas , Guias de Prática Clínica como Assunto , Medicina de Precisão/economia , Europa (Continente) , União Europeia , Serviços em Genética/legislação & jurisprudência , Serviços em Genética/normas , Genótipo , Regulamentação Governamental , Serviços de Saúde , Humanos , Medicina de Precisão/tendências
15.
BMC Bioinformatics ; 11: 453, 2010 Sep 08.
Artigo em Inglês | MEDLINE | ID: mdl-20825661

RESUMO

BACKGROUND: Obesity is a multifactorial trait, which comprises an independent risk factor for cardiovascular disease (CVD). The aim of the current work is to study the complex etiology beneath obesity and identify genetic variations and/or factors related to nutrition that contribute to its variability. To this end, a set of more than 2300 white subjects who participated in a nutrigenetics study was used. For each subject a total of 63 factors describing genetic variants related to CVD (24 in total), gender, and nutrition (38 in total), e.g. average daily intake in calories and cholesterol, were measured. Each subject was categorized according to body mass index (BMI) as normal (BMI ≤ 25) or overweight (BMI > 25). Two artificial neural network (ANN) based methods were designed and used towards the analysis of the available data. These corresponded to i) a multi-layer feed-forward ANN combined with a parameter decreasing method (PDM-ANN), and ii) a multi-layer feed-forward ANN trained by a hybrid method (GA-ANN) which combines genetic algorithms and the popular back-propagation training algorithm. RESULTS: PDM-ANN and GA-ANN were comparatively assessed in terms of their ability to identify the most important factors among the initial 63 variables describing genetic variations, nutrition and gender, able to classify a subject into one of the BMI related classes: normal and overweight. The methods were designed and evaluated using appropriate training and testing sets provided by 3-fold Cross Validation (3-CV) resampling. Classification accuracy, sensitivity, specificity and area under receiver operating characteristics curve were utilized to evaluate the resulted predictive ANN models. The most parsimonious set of factors was obtained by the GA-ANN method and included gender, six genetic variations and 18 nutrition-related variables. The corresponding predictive model was characterized by a mean accuracy equal of 61.46% in the 3-CV testing sets. CONCLUSIONS: The ANN based methods revealed factors that interactively contribute to obesity trait and provided predictive models with a promising generalization ability. In general, results showed that ANNs and their hybrids can provide useful tools for the study of complex traits in the context of nutrigenetics.


Assuntos
Doenças Cardiovasculares/etiologia , Redes Neurais de Computação , Nutrigenômica/métodos , Obesidade/etiologia , Adulto , Idoso , Índice de Massa Corporal , Ingestão de Energia , Feminino , Variação Genética , Humanos , Masculino , Pessoa de Meia-Idade , Avaliação Nutricional , Obesidade/complicações , Obesidade/genética , Valor Preditivo dos Testes , Curva ROC , Fatores de Risco , População Branca/genética , Adulto Jovem
16.
Artigo em Inglês | MEDLINE | ID: mdl-19163743

RESUMO

Clinical studies indicate that exaggerated postprandial lipemia is linked to the progression of atherosclerosis, leading cause of Cardiovascular Diseases (CVD). CVD is a multi-factorial disease with complex etiology and according to the literature postprandial Triglycerides (TG) can be used as an independent CVD risk factor. Aim of the current study is to construct an Artificial Neural Network (ANN) based system for the identification of the most important gene-gene and/or gene-environmental interactions that contribute to a fast or slow postprandial metabolism of TG in blood and consequently to investigate the causality of postprandial TG response. The design and development of the system is based on a dataset of 213 subjects who underwent a two meals fatty prandial protocol. For each of the subjects a total of 30 input variables corresponding to genetic variations, sex, age and fasting levels of clinical measurements were known. Those variables provide input to the system, which is based on the combined use of Parameter Decreasing Method (PDM) and an ANN. The system was able to identify the ten (10) most informative variables and achieve a mean accuracy equal to 85.21%.


Assuntos
Doenças Cardiovasculares/complicações , Doenças Cardiovasculares/diagnóstico , Hiperlipidemias/diagnóstico , Hiperlipidemias/etiologia , Redes Neurais de Computação , Doenças Cardiovasculares/genética , Meio Ambiente , Jejum , Feminino , Variação Genética , Humanos , Hiperlipidemias/genética , Masculino , Modelos Genéticos , Modelos Estatísticos , Período Pós-Prandial , Reprodutibilidade dos Testes , Fatores de Risco , Fatores de Tempo
17.
Nutr J ; 6: 29, 2007 Oct 18.
Artigo em Inglês | MEDLINE | ID: mdl-17945020

RESUMO

BACKGROUND: Gene-environment studies demonstrate variability in nutrient requirements depending upon individual variations in genes affecting nutrient metabolism and transport. This study investigated whether the inclusion of genetic information to personalize a patient's diet (nutrigenetics) could improve long term weight management. METHODS: Patients with a history of failures at weight loss were offered a nutrigenetic test screening 24 variants in 19 genes involved in metabolism. 50 patients were in the nutrigenetic group and 43 patients attending the same clinic were selected for comparison using algorithms to match the characteristics: age, sex, frequency of clinical visits and BMI at initial clinic visit. The second group of 43 patients did not receive a nutrigenetic test. BMI reduction at 100 and > 300 days and blood fasting glucose were measured. RESULTS: After 300 days of follow-up individuals in the nutrigenetic group were more likely to have maintained some weight loss (73%) than those in the comparison group (32%), resulting in an age and gender adjusted OR of 5.74 (95% CI 1.74-22.52). Average BMI reduction in the nutrigenetic group was 1.93 kg/m2(5.6% loss) vs. an average BMI gain of 0.51 kg/m2(2.2% gain) (p < 0.023). Among patients with a starting blood fasting glucose of > 100 mg/dL, 57% (17/30) of the nutrigenetic group but only 25% (4/16) of the non-tested group had levels reduced to < 100 mg/dL after > 90 days of weight management therapy (OR for lowering glucose to < 100 mg/dL due to diet = 1.98 95%CI 1.01, 3.87, p < 0.046). CONCLUSION: Addition of nutrigenetically tailored diets resulted in better compliance, longer-term BMI reduction and improvements in blood glucose levels.


Assuntos
Glicemia/metabolismo , Nutrigenômica/métodos , Obesidade/dietoterapia , Obesidade/genética , Redução de Peso , Adulto , Análise de Variância , Glicemia/análise , Índice de Massa Corporal , Dieta Mediterrânea , Dieta Redutora , Exercício Físico/fisiologia , Feminino , Predisposição Genética para Doença , Genótipo , Índice Glicêmico , Humanos , Masculino , Pessoa de Meia-Idade , Necessidades Nutricionais , Cooperação do Paciente , Fatores de Tempo , Resultado do Tratamento
18.
Mol Biotechnol ; 20(2): 181-96, 2002 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-11876474

RESUMO

Three PCR-based methods are described that allow covalent drug-DNA adducts, and their repair, to be studied at various levels of resolution from gene regions to the individual nucleotide level in single copy genes. A quantitative PCR (QPCR) method measures the total damage on both DNA strands in a gene region, usually between 300 and 3,000 base pairs in length. Strand-specific QPCR incorporates adaptations that allow damage to be measured in the same region as QPCR but in a strand-specific manner. Single-strand ligation PCR allows the detection of adduct formation at the level of single nucleotides, on individual strands, in a single copy gene in mammalian cells. If antibodies to the DNA adducts of interest are available, these can be used to capture and isolate adducted DNA for use in single-strand ligation PCR increasing the sensitivity of the assay.


Assuntos
Dano ao DNA/fisiologia , Reparo do DNA/fisiologia , DNA de Cadeia Simples/isolamento & purificação , Nucleotídeos/isolamento & purificação , Reação em Cadeia da Polimerase/métodos , Sequência de Bases , DNA de Cadeia Simples/fisiologia , Modelos Químicos , Dados de Sequência Molecular , Nucleotídeos/fisiologia , Reação em Cadeia da Polimerase/instrumentação , Taq Polimerase/metabolismo , Fatores de Tempo
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