3,995 research outputs found

    Cost-effectiveness of low-salt diet for lowering blood pressure in the Hong Kong Chinese population

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    Ultrafast end-to-end protein structure prediction enables high-throughput exploration of uncharacterized proteins

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    Deep learning-based prediction of protein structure usually begins by constructing a multiple sequence alignment (MSA) containing homologs of the target protein. The most successful approaches combine large feature sets derived from MSAs, and considerable computational effort is spent deriving these input features. We present a method that greatly reduces the amount of preprocessing required for a target MSA, while producing main chain coordinates as a direct output of a deep neural network. The network makes use of just three recurrent networks and a stack of residual convolutional layers, making the predictor very fast to run, and easy to install and use. Our approach constructs a directly learned representation of the sequences in an MSA, starting from a one-hot encoding of the sequences. When supplemented with an approximate precision matrix, the learned representation can be used to produce structural models of comparable or greater accuracy as compared to our original DMPfold method, while requiring less than a second to produce a typical model. This level of accuracy and speed allows very large-scale three-dimensional modeling of proteins on minimal hardware, and we demonstrate this by producing models for over 1.3 million uncharacterized regions of proteins extracted from the BFD sequence clusters. After constructing an initial set of approximate models, we select a confident subset of over 30,000 models for further refinement and analysis, revealing putative novel protein folds. We also provide updated models for over 5,000 Pfam families studied in the original DMPfold paper

    Human oropharynx as natural reservoir of Streptobacillus hongkongensis

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    Carcinoid tumour of the kidney in a Chinese woman presenting with loin pain

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    Renal carcinoid tumours are uncommon. The aetiology is not yet fully understood and there is still no useful diagnostic tool for detecting them. We report our experience managing a Chinese woman with a primary renal carcinoid tumour.published_or_final_versio

    Failure of phylogeny inferred from multilocus sequence typing to represent bacterial phylogeny

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    Cost-effectiveness and cost-utility of statins in patients with CHD and average cholesterol levels applied to Hong Kong

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    Cost-effectiveness of statins for coronary heart disease patients with hypercholesterolaemia

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