932 resultados para deviance information criteria, model averaging, MCMC, genomewide association studies, epistasis, logistic regression, stochastic search algorithm, case-control studies, Type I diabetes, single nucleotide polymorphism, gene expression programming


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The common 2652 6N del variant in the CASP8 promoter (rs3834129) has been described as a putative low-penetrance risk factor for different cancer types. In particular, some studies suggested that the deleted allele (del) was inversely associated with CRC risk while other analyses failed to confirm this. Hence, to better understand the role of this variant in the risk of developing CRC, we performed a multi-centric case-control study. In the study, the variant 2652 6N del was genotyped in a total of 6,733 CRC cases and 7,576 controls recruited by six different centers located in Spain, Italy, USA, England, Czech Republic and the Netherlands collaborating to the international consortium COGENT (COlorectal cancer GENeTics). Our analysis indicated that rs3834129 was not associated with CRC risk in the full data set. However, the del allele was under-represented in one set of cases with a family history of CRC (per allele model OR = 0.79, 95% CI = 0.69-0.90) suggesting this allele might be a protective factor versus familial CRC. Since this multi-centric case-control study was performed on a very large sample size, it provided robust clarification of the effect of rs3834129 on the risk of developing CRC in Caucasians.

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As disnatremias são os distúrbios hidroeletrolíticos mais comuns, sendo relatados em cerca de 30-40% dos pacientes hospitalizados. Quando presentes na admissão em Unidade de Tratamento Intensivo (UTI) são fatores de risco independentes de pior prognóstico, estando associadas à maior letalidade hospitalar. Mesmo disnatremias limítrofes (130 135 mEq/l na hiponatremia e 145 a 150 mEq/L na hipernatremia) têm sido associadas a um maior tempo de internação na UTI e a um aumento de letalidade hospitalar, independente da gravidade da doença de base. A concentração sérica do sódio é mantida por um fino controle, por meio da regulação renal do sal e da água. Pacientes com doença renal crônica (DRC) em tratamento conservador ou em terapia renal substitutiva, apresentam maior prevalência de disnatremia. Embora a hiponatremia seja mais frequente nessa população, o diagnóstico de hipo- ou hipernatremia tem sido associado a uma maior mortalidade. Não há relato claro na literatura da prevalência de disnatremias na injúria renal aguda (IRA), em especial nos casos mais graves, em que há indicação de suporte dialítico. O presente estudo teve como objetivos avaliar a prevalência da disnatremia e o seu impacto no prognóstico de pacientes gravemente enfermos com IRA e necessidade de suporte renal (SR) na UTI.Em um período de 44 meses (de dezembro de 2004 a julho 2008) foram incluídos de forma prospectiva todos os pacientes que iniciaram SR em 14 UTIs de 3 hospitais terciários do Rio de Janeiro. Dados clínicos e laboratoriais foram coletados prospectivamente e lançados em uma planilha eletrônica para posterior análise com o software R. Os desfechos de interesse foram letalidade na UTI e no hospital. As variáveis que, além do sódio, apresentavam associação com os desfechos de interesse na análise bivariada, foram selecionadas e incluídas no modelo de regressão logística múltipla.Um total de 772 pacientes foram incluídos no estudo. A mediana da idade foi de 75 [IIQ: 61-82 anos]; 81,5% (IC: 78,4%-84%) foram admitidos na UTI por complicações clínicas. A presença de pelo menos uma comorbidade (hipertensão, diabetes, doença coronariana, insuficiência cardíaca, doença pulmonar obstrutiva crônica ou cirrose) esteve presente em 84% dos pacientes. A maior parte dos pacientes (72,5%, IC: 69,2%-75,7%) apresentava o diagnóstico de sepse. Os principais fatores contribuinte para IRA foram sepse (72%) e isquemia/choque (66%). A mortalidade na UTI foi de 64,6% (IC: 61,1%-68%) e a hospitalar foi de 69,7% (IC: 66,3%-72,9%). O diagnóstico de disnatremia foi frequente, estando presente em 47,3% (IC: 43,7%-50,9%) dos pacientes. A hipernatremia foi significantemente mais frequente do que a hiponatremia (33,7% X 13,6%, p=0.001) na população estudada. Na análise multivariada, os pacientes mais idosos, a admissão clínica, o número de comorbidades e o número de disfunções orgânicas estiveram associados a uma maior letalidade hospitalar. Os paciente com hipernatremia grave (>155 mEq/l) apresentaram maior associação com o óbito na UTI e no hospital [odds ratio (OR) ajustado de 3.39 (1,48-7,8) e 2,87 (1,2-6,89), respectivamente], apesar de todos terem sido submetidos ao SR durante a internação na UTI. O estudo demonstrou que as disnatremias são altamente prevalentes em pacientes com IRA e necessidade de diálise na UTI. Diferente do que tem sido demonstrado na população de UTI e na com DRC, a hipernatremia é o distúrbio do sódio mais frequentemente observado na população estudada. A idade mais avançada, a admissão clínica, o número de comorbidades e o número de disfunções orgânicas e a hipernatremia grave estão associados a um pior desfecho na IRA com necessidade de SR na UTI.

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A Neuropatia autonômica cardiovascular (NAC), apesar de ter sido apontada como fator de risco independente para doença cardiovascular (DCV) em pacientes com diabetes tipo 1 (DM1), permanece subdiagnosticada. Os objetivos do trababalho foram determinar a prevalência de NAC e seus indicadores clínicos e laboratoriais em pacientes com DM1 e a associação com outras complicações crônicas do diabetes, além de avaliar a concordância entre os critérios diagnósticos da NAC determinados pelos parâmetros da análise espectral e pelos testes reflexos cardiovasculares. Pacientes com DM1, duração da doença ≥ 5 anos e com idade ≥ 13 anos foram submetidos a um questionário clínico-epidemiológico, a coleta de sangue e de urina para determinação da concentração urinária de albumina, ao mapeamento de retina, e exame clínico para pesquisa de neuropatia diabética sensitivo motora além da realização de testes reflexos cardiovasculares. Cento e cinquenta e um pacientes com DM1, 53.6 % do sexo feminino, 45.7% brancos, com média de idade de 33.4 13 anos, idade ao diagnóstico de 17.2 9.8 anos, duração de DM1 de 16.3 9.5 anos, índice de massa corporal (IMC) de 23.4 (13.7-37.9) Kg/m2 e níveis de hemoglobina glicada de 9.1 2% foram avaliados. Após realização dos testes para rastreamento das complicações microvasculares, encontramos neuropatia diabética sensitivo motora, retinopatia diabética, nefropatia diabética e NAC em 44 (29.1%), 54 (38%), 35 (24.1%) e 46 (30.5%) dos pacientes avaliados, respectivamente. A presença de NAC foi associada com idade (p=0.01), duração do DM (p=0.036), HAS (p=0.001), frequência cardíaca em repouso (p=0.000), HbA1c (p=0.048), uréia (p=0.000), creatinina (p=0.008), taxa de filtração glomerular (p=0.000), concentração urinária de albumina (p=0.000), níveis séricos de LDL-colesterol (p=0.048), T4 livre (p=0.023) e hemoglobina (p=0.01) e a presença de retinopatia (p=0.000), nefropatia (p=0.000) e neuropatia diabética sensitivo motora (p=0.000), além dos seguintes sintomas; lipotimia (p=0.000), náuseas pós alimentares (p=0.042), saciedade precoce (p=0.031), disfunção sexual (p=0.049) e sudorese gustatória (p=0.018). No modelo de regressão logística binária, avaliando o diagnóstico de NAC como variável dependente, foi observado que apenas a FC em repouso, presença de neuropatia diabética sensitivo motora e retinopatia diabética foram consideradas variáveis independentes significativamente. A NAC é uma complicação crônica comum do DM1, atingindo cerca de 30% dos pacientes estudados e encontra-se associada à presença de outras complicações da doença. Indicadores da presença de NAC nos pacientes avaliados incluíram a idade, duração do diabetes, presença de HAS, frequência cardíaca de repouso e presença de sintomas sugestivos de neuropatia autonômica. O presente estudo ratifica a importância do rastreamento sistemático e precoce desta complicação.

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The Common Octopus, Octopus vulgaris, is an r-selected mollusk found off the coast of North Carolina that interests commercial fishermen because of its market value and the cost-effectiveness of unbaited pots that can catch it. This study sought to: 1) determine those gear and environmental factors that influenced catch rates of octopi, and 2) evaluate the feasibility of small-scale commercial operations for this species. Pots were fished from August 2010 through September 2011 set in strings over hard and sandy bottom in waters from 18 to 30 m deep in Onslow Bay, N.C. Three pot types were fished in each string; octopus pots with- and without lids, and conch pots. Proportional catch was modeled as a function of gear design and environmental factors (location, soak time, bottom type, and sea surface water temperature) using binomially distributed generalized linear models (GLM’s); parsimony of each GLM was assessed with Akaike Information Criteria (AIC). A total of 229 octopi were caught throughout the study. Pots with lids, pots without lids, and conch pots caught an average of 0.15, 0.17, and 0.11 octopi, respectively, with high variability in catch rates for each pot type. The GLM that best fit the data described proportional catch as a function of sea surface temperature, soak time, and station; greatest proportional catches occurred over short soak times, warmest temperatures, and less well known reef areas. Due to operating expenses (fuel, crew time, and maintenance), low catch rates of octopi, and high gear loss, a directed fishery for this species is not economically feasible at the catch rates found in this study. The model fitting to determine factors most influential on catch rates should help fishermen determine seasons and gear soak times that are likely to maximize catch rates. Potting for octopi may be commercially practical as a supplemental activity when targeting demersal fish species that are found in similar habitats and depth ranges in coastal waters off North Carolina.

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Following the global stringent legislations regulating the wastes generated from the drilling process of oil exploration and production activities, the management of hazardous drill cuttings has become one of the pressing needs confronting the petroleum industry. Most of the prevalent treatment techniques adopted by oil companies are extremely expensive and/or the treated product has to be landfilled without any potential end-use; thereby rendering these solutions unsustainable. The technique of stabilisation/solidification is being investigated in this research to treat drill cuttings prior to landfilling or for potential re-use in construction products. Two case studies were explored namely North Sea and Red Sea. Given the known difficulties with stabilising/solidifying oils and chlorides, this research made use of model drill cutting mixes based on typical drill cutting from the two case studies, which contained 4.2% and 10.95% average concentrations of hydrocarbons; and 2.03% and 2.13% of chlorides, by weight respectively. A number of different binders, including a range of conventional viz. Portland cement (PC) as well as less-conventional viz. zeolite, or waste binders viz. cement kiln dust (CKD), fly ash and compost were tested to assess their ability to treat the North Sea and Red Sea model drill cuttings. The dry binder content by weight was 10%, 20% and 30%. In addition, raw drill cuttings from one of the North Sea offshore rigs were stabilised/solidified using 30% PC. The characteristics of the final stabilised/solidified product were finally compared to those of thermally treated cuttings. The effectiveness of the treatment using the different binder systems was compared in the light of the aforementioned two contaminants only. A set of physical tests (unconfined compressive strength (UCS)), chemical tests (NRA leachability) and micro-structural examinations (using scanning electron microscopy (SEM), and X-ray diffraction (XRD)) were used to evaluate the relative performance of the different binder mixes in treating the drill cuttings. The results showed that the observed UCS covered a wide range of values indicating various feasible end-use scenarios for the treated cuttings within the construction industry. The teachability results showed the reduction of the model drill cuttings to a stable non-reactive hazardous waste, compliant with the UK acceptance criteria for non-hazardous landfills: (a) by most of the 30% and 20% binders for chloride concentrations, and (b) by the 20% and 30% of compost-PC and CKD-PC binders for the Red Sea cuttings. The 20% and 30% compost-PC and CKD-PC binders successfully reduced the leached oil concentration of the North Sea cuttings to inert levels. Copyright 2007, Society of Petroleum Engineers.

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Effective dialogue management is critically dependent on the information that is encoded in the dialogue state. In order to deploy reinforcement learning for policy optimization, dialogue must be modeled as a Markov Decision Process. This requires that the dialogue statemust encode all relevent information obtained during the dialogue prior to that state. This can be achieved by combining the user goal, the dialogue history, and the last user action to form the dialogue state. In addition, to gain robustness to input errors, dialogue must be modeled as a Partially Observable Markov Decision Process (POMDP) and hence, a distribution over all possible states must be maintained at every dialogue turn. This poses a potential computational limitation since there can be a very large number of dialogue states. The Hidden Information State model provides a principled way of ensuring tractability in a POMDP-based dialogue model. The key feature of this model is the grouping of user goals into partitions that are dynamically built during the dialogue. In this article, we extend this model further to incorporate the notion of complements. This allows for a more complex user goal to be represented, and it enables an effective pruning technique to be implemented that preserves the overall system performance within a limited computational resource more effectively than existing approaches. © 2011 ACM.

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Coupled hydrology and water quality models are an important tool today, used in the understanding and management of surface water and watershed areas. Such problems are generally subject to substantial uncertainty in parameters, process understanding, and data. Component models, drawing on different data, concepts, and structures, are affected differently by each of these uncertain elements. This paper proposes a framework wherein the response of component models to their respective uncertain elements can be quantified and assessed, using a hydrological model and water quality model as two exemplars. The resulting assessments can be used to identify model coupling strategies that permit more appropriate use and calibration of individual models, and a better overall coupled model response. One key finding was that an approximate balance of water quality and hydrological model responses can be obtained using both the QUAL2E and Mike11 water quality models. The balance point, however, does not support a particularly narrow surface response (or stringent calibration criteria) with respect to the water quality calibration data, at least in the case examined here. Additionally, it is clear from the results presented that the structural source of uncertainty is at least as significant as parameter-based uncertainties in areal models. © 2012 John Wiley & Sons, Ltd.

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Access to robust and information-rich human cardiac tissue models would accelerate drug-based strategies for treating heart disease. Despite significant effort, the generation of high-fidelity adult-like human cardiac tissue analogs remains challenging. We used computational modeling of tissue contraction and assembly mechanics in conjunction with microfabricated constraints to guide the design of aligned and functional 3D human pluripotent stem cell (hPSC)-derived cardiac microtissues that we term cardiac microwires (CMWs). Miniaturization of the platform circumvented the need for tissue vascularization and enabled higher-throughput image-based analysis of CMW drug responsiveness. CMW tissue properties could be tuned using electromechanical stimuli and cell composition. Specifically, controlling self-assembly of 3D tissues in aligned collagen, and pacing with point stimulation electrodes, were found to promote cardiac maturation-associated gene expression and in vivo-like electrical signal propagation. Furthermore, screening a range of hPSC-derived cardiac cell ratios identified that 75% NKX2 Homeobox 5 (NKX2-5)+ cardiomyocytes and 25% Cluster of Differentiation 90 OR (CD90)+ nonmyocytes optimized tissue remodeling dynamics and yielded enhanced structural and functional properties. Finally, we demonstrate the utility of the optimized platform in a tachycardic model of arrhythmogenesis, an aspect of cardiac electrophysiology not previously recapitulated in 3D in vitro hPSC-derived cardiac microtissue models. The design criteria identified with our CMW platform should accelerate the development of predictive in vitro assays of human heart tissue function.

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Drug-associated cue-induced relapse to drug seeking causes most difficulties of therapy for drug addiction. Addicts are exposed to two forms of environmental stimuli during drug-taking: contextual stimuli (e.g. a house in which the drug is consumed) and discrete stimuli (DS, e.g. a crack pipe or a syringe for drug). These stimuli become contextual cues and discrete cues, respectively. The incentive value of contextual cues plays a great role in opiates relapse. Compared with drug self-administration model, conditioned place preference (CPP) reflects the approach behavior for drug cues, not concerned with acquisition of operant behaviors. The present study aimed to investigate the role of basolateral amygdala (BLA) and hippocampus in the effect of opiates-related contextual cues using CPP model. Establishing DS-dependent or contextual cues-dependent CPP, the effect of BLA or hippocampus inactivation prior to training phase on acquisition of contextual cues-opiates association was evaluated. Inactivation prior to test phase was used to evaluate roles of BLA and hippocampus in expression of contextual cues-dependent morphine CPP. The main results were as follows: Inactivation of BLA or dorsal hippocampus selectively impaired acquisition of contextual cue-dependent CPP, but inactivation of ventral hippocampus had no impact on acquisition of either DS-dependent or contextual cue-dependent morphine CPP. Inactivation of BLA selectively inhibited expression of contextual cue-depended CPP. Inactivation of ventral hippocampus inhibited expression of both DS-dependent and contextual cue-dependent morphine CPP. These results suggest that BLA and dorsal hippocampus contribute to contextual cue association with opiates but not DS-opiates association. BLA and ventral hippocampus play important roles in incentive value of contextual cues. The present study provides more information for the neurological substrates underlying contextual cues associated with opiates.

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Rowland, J.J. (2003) Model Selection Methodology in Supervised Learning with Evolutionary Computation. BioSystems 72, 1-2, pp 187-196, Nov

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BACKGROUND:Cardiovascular disease (CVD) and its most common manifestations - including coronary heart disease (CHD), stroke, heart failure (HF), and atrial fibrillation (AF) - are major causes of morbidity and mortality. In many industrialized countries, cardiovascular disease (CVD) claims more lives each year than any other disease. Heart disease and stroke are the first and third leading causes of death in the United States. Prior investigations have reported several single gene variants associated with CHD, stroke, HF, and AF. We report a community-based genome-wide association study of major CVD outcomes.METHODS:In 1345 Framingham Heart Study participants from the largest 310 pedigrees (54% women, mean age 33 years at entry), we analyzed associations of 70,987 qualifying SNPs (Affymetrix 100K GeneChip) to four major CVD outcomes: major atherosclerotic CVD (n = 142; myocardial infarction, stroke, CHD death), major CHD (n = 118; myocardial infarction, CHD death), AF (n = 151), and HF (n = 73). Participants free of the condition at entry were included in proportional hazards models. We analyzed model-based deviance residuals using generalized estimating equations to test associations between SNP genotypes and traits in additive genetic models restricted to autosomal SNPs with minor allele frequency [greater than or equal to]0.10, genotype call rate [greater than or equal to]0.80, and Hardy-Weinberg equilibrium p-value [greater than or equal to] 0.001.RESULTS:Six associations yielded p <10-5. The lowest p-values for each CVD trait were as follows: major CVD, rs499818, p = 6.6 x 10-6; major CHD, rs2549513, p = 9.7 x 10-6; AF, rs958546, p = 4.8 x 10-6; HF: rs740363, p = 8.8 x 10-6. Of note, we found associations of a 13 Kb region on chromosome 9p21 with major CVD (p 1.7 - 1.9 x 10-5) and major CHD (p 2.5 - 3.5 x 10-4) that confirm associations with CHD in two recently reported genome-wide association studies. Also, rs10501920 in CNTN5 was associated with AF (p = 9.4 x 10-6) and HF (p = 1.2 x 10-4). Complete results for these phenotypes can be found at the dbgap website http://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/study.cgi?id=phs000007.CONCLUSION:No association attained genome-wide significance, but several intriguing findings emerged. Notably, we replicated associations of chromosome 9p21 with major CVD. Additional studies are needed to validate these results. Finding genetic variants associated with CVD may point to novel disease pathways and identify potential targeted preventive therapies.

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INTRODUCTION:Subclinical atherosclerosis (SCA) measures in multiple arterial beds are heritable phenotypes that are associated with increased incidence of cardiovascular disease. We conducted a genome-wide association study (GWAS) for SCA measurements in the community-based Framingham Heart Study.METHODS:Over 100,000 single nucleotide polymorphisms (SNPs) were genotyped (Human 100K GeneChip, Affymetrix) in 1345 subjects from 310 families. We calculated sex-specific age-adjusted and multivariable-adjusted residuals in subjects tested for quantitative SCA phenotypes, including ankle-brachial index, coronary artery calcification and abdominal aortic calcification using multi-detector computed tomography, and carotid intimal medial thickness (IMT) using carotid ultrasonography. We evaluated associations of these phenotypes with 70,987 autosomal SNPs with minor allele frequency [greater than or equal to] 0.10, call rate [greater than or equal to] 80%, and Hardy-Weinberg p-value [greater than or equal to] 0.001 in samples ranging from 673 to 984 subjects, using linear regression with generalized estimating equations (GEE) methodology and family-based association testing (FBAT). Variance components LOD scores were also calculated.RESULTS:There was no association result meeting criteria for genome-wide significance, but our methods identified 11 SNPs with p < 10-5 by GEE and five SNPs with p < 10-5 by FBAT for multivariable-adjusted phenotypes. Among the associated variants were SNPs in or near genes that may be considered candidates for further study, such as rs1376877 (GEE p < 0.000001, located in ABI2) for maximum internal carotid artery IMT and rs4814615 (FBAT p = 0.000003, located in PCSK2) for maximum common carotid artery IMT. Modest significant associations were noted with various SCA phenotypes for variants in previously reported atherosclerosis candidate genes, including NOS3 and ESR1. Associations were also noted of a region on chromosome 9p21 with CAC phenotypes that confirm associations with coronary heart disease and CAC in two recently reported genome-wide association studies. In linkage analyses, several regions of genome-wide linkage were noted, confirming previously reported linkage of internal carotid artery IMT on chromosome 12. All GEE, FBAT and linkage results are provided as an open-access results resource at http://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/study.cgi?id=phs000007.CONCLUSION:The results from this GWAS generate hypotheses regarding several SNPs that may be associated with SCA phenotypes in multiple arterial beds. Given the number of tests conducted, subsequent independent replication in a staged approach is essential to identify genetic variants that may be implicated in atherosclerosis.

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BACKGROUND:The Framingham Heart Study (FHS), founded in 1948 to examine the epidemiology of cardiovascular disease, is among the most comprehensively characterized multi-generational studies in the world. Many collected phenotypes have substantial genetic contributors; yet most genetic determinants remain to be identified. Using single nucleotide polymorphisms (SNPs) from a 100K genome-wide scan, we examine the associations of common polymorphisms with phenotypic variation in this community-based cohort and provide a full-disclosure, web-based resource of results for future replication studies.METHODS:Adult participants (n = 1345) of the largest 310 pedigrees in the FHS, many biologically related, were genotyped with the 100K Affymetrix GeneChip. These genotypes were used to assess their contribution to 987 phenotypes collected in FHS over 56 years of follow up, including: cardiovascular risk factors and biomarkers; subclinical and clinical cardiovascular disease; cancer and longevity traits; and traits in pulmonary, sleep, neurology, renal, and bone domains. We conducted genome-wide variance components linkage and population-based and family-based association tests.RESULTS:The participants were white of European descent and from the FHS Original and Offspring Cohorts (examination 1 Offspring mean age 32 +/- 9 years, 54% women). This overview summarizes the methods, selected findings and limitations of the results presented in the accompanying series of 17 manuscripts. The presented association results are based on 70,897 autosomal SNPs meeting the following criteria: minor allele frequency [greater than or equal to] 10%, genotype call rate [greater than or equal to] 80%, Hardy-Weinberg equilibrium p-value [greater than or equal to] 0.001, and satisfying Mendelian consistency. Linkage analyses are based on 11,200 SNPs and short-tandem repeats. Results of phenotype-genotype linkages and associations for all autosomal SNPs are posted on the NCBI dbGaP website at http://www.ncbi.nlm.nih.gov/projects/gap/cgi-bin/study.cgi?id=phs000007.CONCLUSION:We have created a full-disclosure resource of results, posted on the dbGaP website, from a genome-wide association study in the FHS. Because we used three analytical approaches to examine the association and linkage of 987 phenotypes with thousands of SNPs, our results must be considered hypothesis-generating and need to be replicated. Results from the FHS 100K project with NCBI web posting provides a resource for investigators to identify high priority findings for replication.

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Introduction: The prevalence of diabetes is rising rapidly. Assessing quality of diabetes care is difficult. Lower Extremity Amputation (LEA) is recognised as a marker of the quality of diabetes care. The focus of this thesis was first to describe the trends in LEA rates in people with and without diabetes in the Republic of Ireland (RoI) in recent years and then, to explore the determinants of LEA in people with diabetes. While clinical and socio-demographic determinants have been well-established, the role of service-related factors has been less well-explored. Methods: Using hospital discharge data, trends in LEA rates in people with and without diabetes were described and compared to other countries. Background work included concordance studies exploring the reliability of hospital discharge data for recording LEA and diabetes and estimation of diabetes prevalence rates in the RoI from a nationally representative study (SLAN 2007). To explore determinants, a systematic review and meta-analysis assessed the effect of contact with a podiatrist on the outcome of LEA in people with diabetes. Finally, a case-control study using hospital discharge data explored determinants of LEA in people with diabetes with a particular focus on the timing of access to secondary healthcare services as a risk factor. Results: There are high levels of agreement between hospital discharge data and medical records for LEA and diabetes. Thus, hospital discharge data was deemed sufficiently reliable for use in this PhD thesis. A decrease in major diabetes-related LEA rates in people with diabetes was observed in the RoI from 2005-2012. In 2012, the relative risk of a person with diabetes undergoing a major LEA was 6.2 times (95% CI 4.8-8.1) that of a person without diabetes. Based on the systematic review and meta-analysis, contact with a podiatrist did not significantly affect the relative risk (RR) of LEA in people with diabetes. Results from the case-control study identified being single, documented CKD and documented hypertension as significant risk factors for LEA in people with diabetes whilst documented retinopathy was protective. Within the seven year time window included in the study, no association was detected between LEA in patients with diabetes and timing of patient access to secondary healthcare for diabetes management. Discussion: Many countries have reported reduced major LEA rates in people with diabetes coinciding with improved organisation of healthcare systems. Reassuringly, these first national estimates in people with diabetes in the RoI from 2005 to 2012 demonstrated reducing trends in major LEA rates. This may be attributable to changes in diabetes care and also, secular trends in smoking, dyslipidaemia and hypertension. Consistent with international practice, LEA trends data in Ireland can be used to monitor quality of care. Quantifying this improvement precisely, though, is problematic without robust denominator data on the prevalence of diabetes. However, a reduction in major diabetes-related LEA rates suggests improved quality of diabetes care. Much controversy exists around the reliability of hospital discharge data in the RoI. This thesis includes the first multi-site study to explore this issue and found hospital discharge data reliable for the reporting of the procedure of LEA and diagnosis of diabetes. This project did not detect protective effects of access to services including podiatry and secondary healthcare for LEA in people with diabetes. A major limitation of the systematic review and meta-analysis was the design and quality of the included studies. The data available in the area of effect of contact with a podiatrist on LEA risk are too sparse to say anything definitive about the efficacy of podiatry on LEA. Limitations of the case-control study include lack of a diabetes register in Ireland, restricted information from secondary healthcare and lack of data available from primary healthcare. Due to these issues, duration of disease could not be accounted for in the study which limits the conclusions that can be drawn from the results. The model of diabetes care in the RoI is currently undergoing a re-configuration with plans to introduce integrated care. In the future, trends in LEA rates should be continuously monitored to evaluate the effectiveness of changes to the healthcare system. Efforts are already underway to improve the availability of routine data from primary healthcare with the recent development of the iPCRN (Irish Primary Care Research Network). Linkage of primary and secondary healthcare records with a unique patient identifier should be the goal for the future.