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AUSLearn: AUtomated Sample Learning for Object Recognition. This project aims to enable computers to learn how to effectively use training samples for object recognition. Training sample is the only source used by computers to learn recognising objects. This project creates a new research direction that will enable the first full exploration of the power of samples. The aims will be enabled by leveraging the recent advances in reinforcement learning, fast training algorithms, and by developing n ....AUSLearn: AUtomated Sample Learning for Object Recognition. This project aims to enable computers to learn how to effectively use training samples for object recognition. Training sample is the only source used by computers to learn recognising objects. This project creates a new research direction that will enable the first full exploration of the power of samples. The aims will be enabled by leveraging the recent advances in reinforcement learning, fast training algorithms, and by developing novel deep learning algorithms. The new algorithms will benefit a wide range of applications, e.g. to effectively use car crash training samples for accurately identifying potential road crashes in transport and to effectively use rare medical imaging training data for robustly diagnosing diseases in health.Read moreRead less
Neurovascular pericytes in development and brain regeneration. The brain is responsible for a quarter of the body’s metabolism and is thus perfused by an extensive network of blood vessels. Pericytes surround these vessels and interact with neurons, glia, immune cells and neural stem cells of the neurovascular unit. Pericytes influence brain development, function and regeneration but remain enigmatic. This project investigates molecular control of pericyte development, functional coupling of per ....Neurovascular pericytes in development and brain regeneration. The brain is responsible for a quarter of the body’s metabolism and is thus perfused by an extensive network of blood vessels. Pericytes surround these vessels and interact with neurons, glia, immune cells and neural stem cells of the neurovascular unit. Pericytes influence brain development, function and regeneration but remain enigmatic. This project investigates molecular control of pericyte development, functional coupling of pericytes with adjacent cells and pericyte function in tissue regeneration. We aim to produce new fundamental knowledge in brain development, structure, function and evolution. New knowledge generated here may lead to future approaches in stem cell biology, tissue engineering, regeneration and ageing of the brain. Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE200100029
Funder
Australian Research Council
Funding Amount
$700,000.00
Summary
High Resolution PET-CT for Small Animal Molecular and Anatomical Imaging. This project will integrate a next generation small animal PET-CT instrument into the Sydney Imaging multi-modality imaging ecosystem. PET-CT enables the investigation of molecular function and anatomical structure in complex living organisms. This platform will enable research as diverse as the development and in-vivo characterisation of new chemical probes and nanoparticles that bind to specific protein targets in the bo ....High Resolution PET-CT for Small Animal Molecular and Anatomical Imaging. This project will integrate a next generation small animal PET-CT instrument into the Sydney Imaging multi-modality imaging ecosystem. PET-CT enables the investigation of molecular function and anatomical structure in complex living organisms. This platform will enable research as diverse as the development and in-vivo characterisation of new chemical probes and nanoparticles that bind to specific protein targets in the body, investigating mechanisms of brain plasticity in predictive learning, understanding the molecular pathways involved in neurodegeneration and cancer, developing novel methods for multi-modal image analysis, and developing and validating new radiation detectors for the next generation of imaging technology.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE200101511
Funder
Australian Research Council
Funding Amount
$424,816.00
Summary
Structural insights into activation, dynamics and bias of GPCRs. The project aims to investigate the mechanisms underlying activation, biased agonism and G protein selectivity of G protein-coupled receptors (GPCRs) by utilising the adenosine A1 receptor as a model system. This project expects to generate knowledge in the area of GPCR biology using an interdisciplinary approach including structural biology, pharmacology, biochemistry and protein engineering. The expected outcomes include (i) unde ....Structural insights into activation, dynamics and bias of GPCRs. The project aims to investigate the mechanisms underlying activation, biased agonism and G protein selectivity of G protein-coupled receptors (GPCRs) by utilising the adenosine A1 receptor as a model system. This project expects to generate knowledge in the area of GPCR biology using an interdisciplinary approach including structural biology, pharmacology, biochemistry and protein engineering. The expected outcomes include (i) understanding the structural mechanisms underlying GPCR activation, (ii) biased agonism and (iii) G protein selectivity. This should provide significant benefits, such as advancement of fundamental knowledge in GPCR biology and pharmacology that could also one day lead to therapeutic development.Read moreRead less
Does word similarity across languages help or hinder bilingual speakers? This project aims to understand in more detail how bilinguals can accurately speak in both their languages. Speaking is a complex skill, particularly if you have two languages to choose from, which will be true for over half of Australia’s population by 2025. This project aims to investigate the factors that influence speech production in both monolinguals and bilinguals including those with language impairment, and develop ....Does word similarity across languages help or hinder bilingual speakers? This project aims to understand in more detail how bilinguals can accurately speak in both their languages. Speaking is a complex skill, particularly if you have two languages to choose from, which will be true for over half of Australia’s population by 2025. This project aims to investigate the factors that influence speech production in both monolinguals and bilinguals including those with language impairment, and develop a better bilingual theory. The benefit of this new theory will be to provide a clear basis for diagnosis and treatment for children in bilingual households who have problems learning to speak, and for bilingual people with language problems after a stroke or dementia.Read moreRead less
The neural bases of decision-making. The aim of this project is to understand the brain circuits controlling voluntary or goal-directed actions and particularly the memory processes that contribute to such actions. Goal-directed action is a fundamental capacity necessary for normal decision-making that is significantly attenuated by normal aging. This project aims to establish the neural circuits engaged in encoding new goal-directed actions, how this encoding is accomplished without interfering ....The neural bases of decision-making. The aim of this project is to understand the brain circuits controlling voluntary or goal-directed actions and particularly the memory processes that contribute to such actions. Goal-directed action is a fundamental capacity necessary for normal decision-making that is significantly attenuated by normal aging. This project aims to establish the neural circuits engaged in encoding new goal-directed actions, how this encoding is accomplished without interfering with pre-existing memories and how these memories are later retrieved to guide planning and performance. Understanding the determinants of such actions will enable the development of novel ways to treat ageing-related deficits in decision-making with significant economic benefits. Read moreRead less
Shaping the vertebrate brain: defining the cellular and genetic drivers . This project aims to uncover specific cellular and genetic mechanisms that control growth and shape of the brain. How brain shape and size changes during evolution of vertebrates is enigmatic but important to know for better understanding of behaviour and function of intact and diseased brain. The project aims to assemble team of national and international experts to build international capacity and unique genetics model t ....Shaping the vertebrate brain: defining the cellular and genetic drivers . This project aims to uncover specific cellular and genetic mechanisms that control growth and shape of the brain. How brain shape and size changes during evolution of vertebrates is enigmatic but important to know for better understanding of behaviour and function of intact and diseased brain. The project aims to assemble team of national and international experts to build international capacity and unique genetics model to generate new knowledge of the cellular and genetic components that drive evolution of different brain parts and shapes the vertebrate brain. In doing so the project aims to provide research training, excellence and knowledge that in future may benefit health and the society. Read moreRead less
Imaging metal homeostasis in the ageing brain. This fellowship aims to deliver new tools to visualise how changes to blood vessels during ageing effect the amount and distribution of metal ions in brain cells in animal models. This will be a significant advance as current methods cannot image these parameters. Metal ions are essential for brain function, but the effects of ageing on metal ions within brain cells is largely unknown. The results are expected to associate brain-blood vessel permeab ....Imaging metal homeostasis in the ageing brain. This fellowship aims to deliver new tools to visualise how changes to blood vessels during ageing effect the amount and distribution of metal ions in brain cells in animal models. This will be a significant advance as current methods cannot image these parameters. Metal ions are essential for brain function, but the effects of ageing on metal ions within brain cells is largely unknown. The results are expected to associate brain-blood vessel permeability with changes to metal ion content during ageing. The methods developed, and the fundamental new knowledge they reveal will benefit national and international neuroscientists seeking to elucidate the fundamental neurobiology of metal ions with respect to maintaining healthy brain function.Read moreRead less
Integrative brain imaging technologies. This project aims to develop quantitative metabolic imaging using simultaneous magnetic resonance imaging (MRI) and positron emission tomography (PET). The current generation of MR-PET scanners are capable of simultaneously acquiring MRI and PET data to enable quantitative anatomical, physiological and metabolic imaging. The project aims to develop new MRI methods for quantitative anatomical mapping, MR-based motion correction of dynamic PET scan data, and ....Integrative brain imaging technologies. This project aims to develop quantitative metabolic imaging using simultaneous magnetic resonance imaging (MRI) and positron emission tomography (PET). The current generation of MR-PET scanners are capable of simultaneously acquiring MRI and PET data to enable quantitative anatomical, physiological and metabolic imaging. The project aims to develop new MRI methods for quantitative anatomical mapping, MR-based motion correction of dynamic PET scan data, and joint estimation of physiological and metabolic organ activity. These advances will create innovative imaging technologies for advanced biomedical imaging research with a particular emphasis in healthy ageing.
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Faecal Microbiota Transplantation And Other Novel Therapeutic Microbial Manipulation Strategies In Inflammatory Bowel Disease
Funder
National Health and Medical Research Council
Funding Amount
$645,205.00
Summary
There is growing interest in the role of microbial-based strategies including faecal microbiota transplantation (FMT) for the treatment of inflammatory bowel disease. This project will develop such strategies into valid treatment options through a combination of clinical & basic science work including (1) characterising viral & fungal factors of importance, (2) evaluation of novel orally-delivered formulations of FMT, and (3) development of better defined, more reproducible microbial treatments.