Flexible Models and Methods for Longitudinal Data. The availability of increasingly large data sets offers the potential to improve understandings of many phenomena. However, without models for these phenomenon and methods to analyse the data generated by them, information contained in such data cannot be extracted. This project aims to advance statistical methods and models for analysing data that are collected on a large number of individuals at many time points. In particular, data collected ....Flexible Models and Methods for Longitudinal Data. The availability of increasingly large data sets offers the potential to improve understandings of many phenomena. However, without models for these phenomenon and methods to analyse the data generated by them, information contained in such data cannot be extracted. This project aims to advance statistical methods and models for analysing data that are collected on a large number of individuals at many time points. In particular, data collected from mobile phone applications will be used to understand the effect that training regimes have on cognitive functioning and how these effects vary with individual characteristics.Read moreRead less
Frontiers in Data Science: Analysing Distributions as Data. This project aims to develop the statistical foundations of a new approach to analysing large and complex data, based on building distributional approximations of the data, which can then be analysed by standard statistical methods. The need to analyse very large and complex datasets has become a vital part of everyday life, particularly in the analysis of national problems in public health, environmental pollution, computer network sec ....Frontiers in Data Science: Analysing Distributions as Data. This project aims to develop the statistical foundations of a new approach to analysing large and complex data, based on building distributional approximations of the data, which can then be analysed by standard statistical methods. The need to analyse very large and complex datasets has become a vital part of everyday life, particularly in the analysis of national problems in public health, environmental pollution, computer network security and climate extremes. The project expects to change our way of thinking in how to be smarter about what data we use (and collect) for analysis, rather than relying on brute force analysis of large datasets. The project is expected to transform the knowledge base of the discipline, and the resulting techniques will enable across-the-board research advances for many industries and disciplines.Read moreRead less
Integrated Nanoplatform for Multiomics Analysis of Cell-to-Cell Interaction. This project aims to develop an integrated nanoplatform for analysis of exosomes produced by host-pathogen interaction at the single cell level. This will be accomplished by engineering an innovative device involving plasmonic nanoparticles to probe exosomes molecular profiles over time. The intended outcome is a generic and robust platform for detailed molecular analysis of the consequences of cell-to-cell interactions ....Integrated Nanoplatform for Multiomics Analysis of Cell-to-Cell Interaction. This project aims to develop an integrated nanoplatform for analysis of exosomes produced by host-pathogen interaction at the single cell level. This will be accomplished by engineering an innovative device involving plasmonic nanoparticles to probe exosomes molecular profiles over time. The intended outcome is a generic and robust platform for detailed molecular analysis of the consequences of cell-to-cell interactions. Single cell scale will greatly improve detection accuracy for heterogeneous cell populations. Benefits will include new knowledge of cell-to-cell communication and intellectual property in manufacturing, which will foster collaborations across institutions and Australian industry by providing new technological solutions.Read moreRead less
Mapping dynamic lipid biochemistry with high spatial and molecular detail. Lipids are a complex and underappreciated family of molecules playing important roles in all of our tissues and cells. Yet, our fundamental knowledge of lipids is limited by current technology. This project aims to develop an innovative mass spectrometry imaging platform allowing lipid biochemistry to be visualised at a level of detail not before possible. This will push boundaries in molecular imaging technology and is e ....Mapping dynamic lipid biochemistry with high spatial and molecular detail. Lipids are a complex and underappreciated family of molecules playing important roles in all of our tissues and cells. Yet, our fundamental knowledge of lipids is limited by current technology. This project aims to develop an innovative mass spectrometry imaging platform allowing lipid biochemistry to be visualised at a level of detail not before possible. This will push boundaries in molecular imaging technology and is expected to provide new fundamental knowledge about the structure, function and distributions of lipids in tissues and cells. Significant benefits should include providing new tools to unravel the functions and modifications of lipids in biology, that can be extended to many other research and industrial applications. Read moreRead less
Minimally invasive monitoring of sleep for disease management. Sleep, diet and exercise are the three pillars of wellbeing with poor sleep associated with medical issues such as obesity and congestive heart failure. This project will advance sleep analysis by researching new ways of monitoring that are highly accurate and convenient, enabling physicians to improve the monitoring of significant health issues.
Intelligent nanoparticles: Interactive tools to decode brain activity. This project aims to use nanoparticles and integrated nanoparticle devices to unravel causal relationships between molecular events and high-level brain activity. These devices, capable of real-time sensing and adaptive responses, could expose previously unmeasurable cellular events and establish their physiological effects. This is expected to reveal the complex dynamics in the living brain and advance neuroscience and analy ....Intelligent nanoparticles: Interactive tools to decode brain activity. This project aims to use nanoparticles and integrated nanoparticle devices to unravel causal relationships between molecular events and high-level brain activity. These devices, capable of real-time sensing and adaptive responses, could expose previously unmeasurable cellular events and establish their physiological effects. This is expected to reveal the complex dynamics in the living brain and advance neuroscience and analytical chemistry.Read moreRead less
Harnessing the bioactivity of proteins and polypeptides: understanding and controlling adsorption processes to optimise linker free immobilisation. This project will use physical techniques and simulations to understand the interactions of biomolecules and plasma activated surfaces, allowing control of the biomolecule layer composition, orientation and conformation. This control, together with the ability of these surfaces to "lock-in" the optimised layer, will create a new generation of biodevi ....Harnessing the bioactivity of proteins and polypeptides: understanding and controlling adsorption processes to optimise linker free immobilisation. This project will use physical techniques and simulations to understand the interactions of biomolecules and plasma activated surfaces, allowing control of the biomolecule layer composition, orientation and conformation. This control, together with the ability of these surfaces to "lock-in" the optimised layer, will create a new generation of biodevices.Read moreRead less
A Generic Solution for Interfacing Electrodes with Biological Media. Electrodes are the critical element of stimulating implantable devices such as cardiac pacemakers, bionic eyes and cochlear implants, the most commercially successful biosensors, and are emerging as key to new technologies for testing new drug leads using cells. In all these applications of electrodes in biology there has never been a solution to stopping unwanted adsorption of biological material onto the electrode that does ....A Generic Solution for Interfacing Electrodes with Biological Media. Electrodes are the critical element of stimulating implantable devices such as cardiac pacemakers, bionic eyes and cochlear implants, the most commercially successful biosensors, and are emerging as key to new technologies for testing new drug leads using cells. In all these applications of electrodes in biology there has never been a solution to stopping unwanted adsorption of biological material onto the electrode that does not dramatically decrease electrode performance. The proposed research finally provides a solution via surface modification. This strategy will enhance the performance of all the devices above and will open doors to new applications of electrochemistry within biology.Read moreRead less
Prediction of tissue fate and functional outcome in acute ischemic stroke with advanced imaging analysis - experimental validation and translational studies. Stroke is predominantly a disease of ageing and the commonest cause of adult disability. In Australia, 55,000 people have a stroke each year (>80% are over age 65). The total number of strokes per year worldwide will rise 60% within the next two decades as the proportion of elderly in our population increases. This research will improve bra ....Prediction of tissue fate and functional outcome in acute ischemic stroke with advanced imaging analysis - experimental validation and translational studies. Stroke is predominantly a disease of ageing and the commonest cause of adult disability. In Australia, 55,000 people have a stroke each year (>80% are over age 65). The total number of strokes per year worldwide will rise 60% within the next two decades as the proportion of elderly in our population increases. This research will improve brain imaging selection for acute stroke therapies in clinical trials and practice. Better acute stroke therapies limit the size of brain damage from stroke and reduce long-term disability. Thus, this research will directly translate into allowing our population to 'age well and productively'.Read moreRead less
Interactions, phase behavior and self-assembly of colloidal nanorods: Establishing design rules for creating new nano-structured materials. This project aims to apply new computational methods developed by the applicant to characterise the interactions between colloidal nanorods and their self-assembly in the presence of interfaces and directional interactions. While nanoparticles can currently be made in a staggering array of shapes, patterns and materials, organising such objects into extended ....Interactions, phase behavior and self-assembly of colloidal nanorods: Establishing design rules for creating new nano-structured materials. This project aims to apply new computational methods developed by the applicant to characterise the interactions between colloidal nanorods and their self-assembly in the presence of interfaces and directional interactions. While nanoparticles can currently be made in a staggering array of shapes, patterns and materials, organising such objects into extended structures that could revolutionise technology remains a challenge. The expected outcome is a robust strategy for making monolayer films of rods aligned perpendicular to a variety of interfaces for the fabrication of solar cells, microfiltration membranes and biosensors.Read moreRead less