Search Results - "Joe, G."
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A guide to machine learning for biologists
Published in Nature reviews. Molecular cell biology (01-01-2022)“…The expanding scale and inherent complexity of biological data have encouraged a growing use of machine learning in biology to build informative and predictive…”
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Differentiable simulation to develop molecular dynamics force fields for disordered proteins
Published in Chemical science (Cambridge) (27-03-2024)“…Implicit solvent force fields are computationally efficient but can be unsuitable for running molecular dynamics on disordered proteins. Here I improve the…”
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Deep learning extends de novo protein modelling coverage of genomes using iteratively predicted structural constraints
Published in Nature communications (04-09-2019)“…The inapplicability of amino acid covariation methods to small protein families has limited their use for structural annotation of whole genomes. Recently,…”
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Nontuberculous mycobacterial disease mortality in the United States, 1999-2010: a population-based comparative study
Published in PloS one (14-03-2014)“…Environmental nontuberculous mycobacteria (NTM) are ubiquitous organisms with which humans commonly interact. The epidemiologic characteristics of NTM diseases…”
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Design of metalloproteins and novel protein folds using variational autoencoders
Published in Scientific reports (01-11-2018)“…The design of novel proteins has many applications but remains an attritional process with success in isolated cases. Meanwhile, deep learning technologies…”
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Differentiable molecular simulation can learn all the parameters in a coarse-grained force field for proteins
Published in PloS one (02-09-2021)“…Finding optimal parameters for force fields used in molecular simulation is a challenging and time-consuming task, partly due to the difficulty of tuning…”
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Magnetic Coupling in Colloidal Clusters for Hierarchical Self-Assembly
Published in ACS nano (23-03-2021)“…Manipulating the way in which colloidal particles self-organize is a central challenge in the design of functional soft materials. Meeting this challenge…”
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Structure-based prediction of protein allostery
Published in Current opinion in structural biology (01-06-2018)“…•The structure-based prediction of allostery will realise the potential of allostery.•Modern computational methods can help predict allosteric sites and…”
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Prediction of interresidue contacts with DeepMetaPSICOV in CASP13
Published in Proteins, structure, function, and bioinformatics (01-12-2019)“…In this article, we describe our efforts in contact prediction in the CASP13 experiment. We employed a new deep learning‐based contact prediction tool,…”
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Asthma is Different in Women
Published in Current allergy and asthma reports (01-06-2015)“…ABSTRACT Gender differences in asthma incidence, prevalence and severity have been reported worldwide. After puberty, asthma becomes more prevalent and severe…”
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The Differing Roles of Flavins and Quinones in Extracellular Electron Transfer in Lactiplantibacillus plantarum
Published in Applied and environmental microbiology (31-01-2023)“…Lactiplantibacillus plantarum is a lactic acid bacterium that is commonly found in the human gut and fermented food products. Despite its overwhelmingly…”
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Novel Machine Learning Can Predict Acute Asthma Exacerbation
Published in Chest (01-05-2021)“…Asthma exacerbations result in significant health and economic burden, but are difficult to predict. Can machine learning (ML) models with large-scale…”
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Development of a biomarker mortality risk model in acute respiratory distress syndrome
Published in Critical care (London, England) (16-12-2019)“…There is a compelling unmet medical need for biomarker-based models to risk-stratify patients with acute respiratory distress syndrome. Effective…”
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Epidemiology of Asthma: Prevalence and Burden of Disease
Published in Advances in experimental medicine and biology (2023)“…Asthma, a common airway disease, results in a significant burden to both patients and society worldwide. Yet, despite global political commitment backed by the…”
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Involvement of eNAMPT/TLR4 inflammatory signaling in progression of non‐alcoholic fatty liver disease, steatohepatitis, and fibrosis
Published in The FASEB journal (01-03-2023)“…Although the progression of non‐alcoholic fatty liver disease (NAFLD) from steatosis to steatohepatitis (NASH) and cirrhosis remains poorly understood, a…”
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Recent developments in deep learning applied to protein structure prediction
Published in Proteins, structure, function, and bioinformatics (01-12-2019)“…Although many structural bioinformatics tools have been using neural network models for a long time, deep neural network (DNN) models have attracted…”
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Age-related macular degeneration: the molecular link between oxidative damage, tissue-specific inflammation and outer retinal disease: the Proctor lecture
Published in Investigative ophthalmology & visual science (01-03-2010)Get full text
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NRF2 and Diabetes: The Good, the Bad, and the Complex
Published in Diabetes (New York, N.Y.) (01-12-2022)“…Despite decades of scientific effort, diabetes continues to represent an incredibly complex and difficult disease to treat. This is due in large part to the…”
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Integrative omics provide biological and clinical insights into acute respiratory distress syndrome
Published in Intensive care medicine (01-07-2021)“…Purpose Acute respiratory distress syndrome (ARDS) is accompanied by a dysfunctional immune-inflammatory response following lung injury, including during…”
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