A take on complexity: bio-molecules and human metabolism interaction modelling for health and nutrition with machine learning

The advent of omic data production has opened many new perspectives in the quest for modelling complexity in biophysical systems. With the capability of characterizing a complex organism through the patterns of its molecular states, observed at different levels through various omics, a new paradigm of investigation is arising. In this thesis, we investigate the links between perturbations of the human organism, described as the ensemble of crosstalk of its molecular states, and health. Machine learning plays a key role within this picture, both in omic data analysis and model building. We propose and discuss different frameworks developed by the author using machine learning for data reduction, integration, projection on latent features, pattern analysis, classification and clustering of omic data, with a focus on 1H NMR metabolomic spectral data. The aim is to link different levels of omic observations of molecular states, from nanoscale to macroscale, to study perturbations such as diseases and diet interpreted as changes in molecular patterns. The first part of this work focuses on the fingerprinting of diseases, linking cellular and systemic metabolomics with genomic to asses and predict the downstream of perturbations all the way down to the enzymatic network. The second part is a set of frameworks and models, developed with 1H NMR metabolomic at its core, to study the exposure of the human organism to diet and food intake in its full complexity, from epidemiological data analysis to molecular characterization of food structure.

Methods and tools to foster territorial approaches for the assessment of food supply chains

The challenges of the current global food systems are often framed around feeding the world's growing population while meeting sustainable development for future generations. Globalization has brought to a fragmentation of food spaces, leading to a flexible and mutable supply chain. This poses a major challenge to food and nutrition security, affecting also rural-urban dynamics in territories. Furthermore, the recent crises have highlighted the vulnerability to shocks and disruptions of the food systems and the eco-system due to the intensive management of natural, human and economic capital. Hence, a sustainable and resilient transition of the food systems is required through a multi-faceted approach that tackles the causes of unsustainability and promotes sustainable practices at all levels of the food system. In this respect, a territorial approach becomes a relevant entry point of analysis for the food system’s multifunctionality and can support the evaluation of sustainability by quantifying impacts associated with quantitative methods and understanding the territorial responsibility of different actors with qualitative ones. Against this background the present research aims to i) investigate the environmental, costing and social indicators suitable for a scoring system able to measure the integrated sustainability performance of food initiatives within the City/Region territorial context; ii) develop a territorial assessment framework to measure sustainability impacts of agricultural systems; and iii) define an integrated methodology to match production and consumption at a territorial level to foster a long-term vision of short food supply chains. From a methodological perspective, the research proposes a mixed quantitative and qualitative research method. The outcomes provide an in-depth view into the environmental and socio-economic impacts of food systems at the territorial level, investigating possible indicators, frameworks, and business strategies to foster their future sustainable development.

Cidadania e educação física : matrizes históricas e políticas, contradições e perspectivas = Citizenship and physical education : historical and political matrices, perspectives and contradictions

Universidade Estadual de Campinas . Faculdade de Educação Física

Concentrações de retinol e de beta-caroteno séricos e perfil nutricional de crianças em Teresina, Piauí, Brasil

OBJETIVO: Avaliar as concentrações séricas de retinol e beta-caroteno de pré-escolares em Teresina, Piauí, com caracterização do perfil antropométrico e do consumo alimentar. MATERIAL E MÉTODOS: Estudo transversal envolvendo 135 crianças em creche municipal, com avaliação do estado nutricional pelos métodos: bioquímico (concentração sérica de retinol e beta-caroteno), antropométrico (índices de peso para estatura - P/E e estatura para idade - E/I) e dietético (freqüência de consumo alimentar). RESULTADOS: Observou-se prevalência de deficiência de vitamina A (DVA) de 8,9% (IC95%: 4,7 - 15,0%) e existência de associação entre suplementação anterior e concentrações de retinol, com maior proporção de crianças com níveis normais de retinol entre as suplementadas (p = 0,025). As concentrações de retinol e de beta-caroteno mostraram-se correlacionadas, porém com força leve a moderada (p < 0,021). Os percentuais de crianças com baixo P/E e de baixa E/I foram de 1,9% (IC95%: 0,2 - 6,8%) e 9,7% (IC95%: 4,8 - 17,1%), respectivamente. Na avaliação dietética verificou-se baixo consumo de alimentos ricos em vitamina A. CONCLUSÕES: A elevada prevalência de DVA nas crianças, combinada com a alta percentagem de crianças com valores aceitáveis de retinol, os baixos valores medianos de beta-caroteno, a alta percentagem de déficit estatural e a inadequação do consumo de alimentos ricos em vitamina A, indicam a necessidade de se aprimorar as estratégias de educação em saúde e nutrição da população, incentivando o consumo de alimentos fontes de vitamina A, como medidas auto-sustentáveis importantes no combate ao problema. Além disso, deve ser considerado o incentivo à fortificação dos alimentos e ao fortalecimento de Programas de suplementação.

Excesso de peso e hipertensão arterial em trabalhadores de empresas beneficiadas pelo Programa de Alimentação do Trabalhador (PAT)

OBJETIVO: Avaliar as prevalências de excesso de peso (EP), hipertensão arterial (HA) e fatores associados em trabalhadores de empresas beneficiadas pelo Programa de Alimentação do Trabalhador (PAT) da cidade de São Paulo. MÉTODOS: Estudo transversal com 1.339 trabalhadores de 30 empresas. A coleta de dados envolveu a aplicação de um questionário com dados de caracterização dos trabalhadores e peso e altura auto-referidos. Foi realizada a aferição da pressão arterial e o estado nutricional foi classificado segundo o Índice de Massa Corporal (IMC). Odds ratios foram estimadas na avaliação dos fatores de risco associados a HA e EP. RESULTADOS: Os trabalhadores apresentaram, em média, 36,4 anos (dp = 10,3) e 9,9 anos de estudo (dp = 2,3), sendo 60% da amostra pertencente ao sexo masculino. Na comparação com homens, mulheres apresentaram valores significativamente menores de idade, pressão arterial sistólica (PAS) e diastólica (PAD) e IMC e maior escolaridade. As prevalências em homens de EP (25 kg/m2) (56%) e de HA (PAS > 140 mmHg e/ou PAD > 90 mmHg ou uso de medicações anti-hipertensivas) (38%), foram aproximadamente o dobro da registrada em mulheres (30% e 19%), respectivamente. Idade foi fator de risco para a ocorrência de EP e HA em ambos os sexos, enquanto que a escolaridade foi fator de proteção para EP e HA em mulheres e fator de risco para o desenvolvimento de EP em homens. CONCLUSÃO: Os trabalhadores do sexo masculino constituíram uma população de maior risco para ocorrência de HA e EP e devem ser priorizados nos programas que visam a prevenção dessas doenças. Neste sentido, o PAT pode representar um lugar de destaque nas ações de saúde e nutrição no ambiente de trabalho.

Information Society, Teaching, and Learning: Education Reforms in Brazil

This article examines the subject matter of learning within the context of information society, through an inquiry concerning both the reforms in education adopted in Brazil in the last thirty years and their results. It provides a revision on the explanations of school failure based on assumptions of learning problems due to cognitive and linguistic deficits. From the guidelines related with written school forms as well as the constant cultural oppression accomplished inside the school, the article claims the necessity of changing the psychological and pedagogic views that, under the label of democratic practices, determine school institutions and its daily life, by means of instrumental relations with knowledge that disregard the reading practices which are congenial to popular culture.

Patents and the CGIAR system of International Agricultural Research Centres' germplasm collections under the International Treaty on Plant Genetic Resources for Food and Agriculture

A key controversy in negotiating the International Treaty on Plant Genetic Resources for Food and Agriculture, and the likely long-term effectiveness of the agreement, is the way in which the intellectual property provisions are interpreted and applied to the key genetic resources forming the Consultative Group on International Agricultural Research (CGIAR) system of International Agricultural Research Centres' (IARC) collections. This paper reviews the intellectual property provisions in the treaty and examines the likely consequences from patenting under the Patents Act 1990 over materials derived from these collections. The consequence is argued to be significant and, over time, these practices are likely to deplete the usefulness of these collections and undermine the relevance of the treaty. The paper concludes that Australia's interests might best be served by arguing that access to these collections, and the other materials under the treaty, be subject to a non-exclusive, royalty free licence for any use of the derived materials to develop useful new plant varieties.

Intracultural Diversity in Food Knowledge in Southern Brazil

This research explores the social distribution of food knowledge in Ribeirao Preto, a city in the state of Sao Paulo, Brazil. Through an analysis of the distribution of individual expertise in regard to the cultural model of food along the dimensions of healthfulness, practicality, and prestige, this research demonstrates that knowledge of the cultural model of food is most strongly shared in the upper class of the city. Qualitative and quantitative ethnographic research suggests that the social patterning of health-related food knowledge in Ribeirao Preto may serve to maintain class distinction.