Discovery Early Career Researcher Award - Grant ID: DE160101565
Funder
Australian Research Council
Funding Amount
$330,000.00
Summary
Flexible data modelling via skew mixture models:challenges and applications. This project seeks to explore new models for handling data with non-normal features. Parametric distributions are fundamental to statistical modelling and inference. For centuries, the ‘normal’ distribution has been the dominant model for continuous data. However, real data rarely satisfy the assumption of normality. There is thus a strong demand for more flexible distributions. This project aims to develop new methodol ....Flexible data modelling via skew mixture models:challenges and applications. This project seeks to explore new models for handling data with non-normal features. Parametric distributions are fundamental to statistical modelling and inference. For centuries, the ‘normal’ distribution has been the dominant model for continuous data. However, real data rarely satisfy the assumption of normality. There is thus a strong demand for more flexible distributions. This project aims to develop new methodologies in finite mixture modelling using skew component distributions to provide better models for handling data with non-normal features (such as skewness, heavy/light tails, and multimodality). Applications may include security intrusion detection, clinical diagnosis and prognosis, and flow and mass cytometry.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE120102503
Funder
Australian Research Council
Funding Amount
$375,000.00
Summary
Circulating tumor cell isolation and detection: an integrated microfluidic capture device based on alternating current (AC) electrohydrodynamics. The detection of circulating tumor cells in clinical samples plays a critical role in cancer diagnosis and management. This project aims to develop microfluidic technology by incorporating AC electric field-induced vortices with three-dimensional microstructured electrodes that will advance our ability to analyse rare cells and proteins in clinical sam ....Circulating tumor cell isolation and detection: an integrated microfluidic capture device based on alternating current (AC) electrohydrodynamics. The detection of circulating tumor cells in clinical samples plays a critical role in cancer diagnosis and management. This project aims to develop microfluidic technology by incorporating AC electric field-induced vortices with three-dimensional microstructured electrodes that will advance our ability to analyse rare cells and proteins in clinical samples.Read moreRead less
Tuneable “Nano-Shearing”: An Innovative Mechanism for the Accurate and Specific Capture of Cells and Molecules. Recent investigations have discovered a tuneable electro-hydrodynamic force which drives lateral fluid motion within a few nanometers of an electrode surface. Because the magnitude of this fluid shear force can be tuned externally (for example, via the application of an AC electric field), it provides a new capability to physically displace weakly (non-specifically) bound cellular and ....Tuneable “Nano-Shearing”: An Innovative Mechanism for the Accurate and Specific Capture of Cells and Molecules. Recent investigations have discovered a tuneable electro-hydrodynamic force which drives lateral fluid motion within a few nanometers of an electrode surface. Because the magnitude of this fluid shear force can be tuned externally (for example, via the application of an AC electric field), it provides a new capability to physically displace weakly (non-specifically) bound cellular and molecular analytes. By performing research to further understand and develop this tuneable effect, this project aims to build and test a new platform technology to enable highly efficient capture and specific detection of low concentration pathogenic molecules and circulating tumour cells (CTCs).Read moreRead less
Nanoelectromechanical Mass Spectrometry with Molecular Imaging. This project aims to develop new technology to enable simultaneous measurement of the mass and conformation of single molecules. Mass spectrometry and high-resolution microscopy are independent analytical tools used widely to characterise the chemical and physical properties of molecules. This project aims to develop new technology based on advanced nanoelectromechanical systems that combines the capabilities of these complementary ....Nanoelectromechanical Mass Spectrometry with Molecular Imaging. This project aims to develop new technology to enable simultaneous measurement of the mass and conformation of single molecules. Mass spectrometry and high-resolution microscopy are independent analytical tools used widely to characterise the chemical and physical properties of molecules. This project aims to develop new technology based on advanced nanoelectromechanical systems that combines the capabilities of these complementary instruments. This would enable synchronous measurement of molecular mass and conformation with nanometre resolution. In contrast to current mass spectrometry, this technology could be operated in fluid and detect neutral species. This significant change in capability could be applied to advance biological and medical research.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
Bioinks for the 3D printing of cells made from off-the-shelf components. This project aims to develop a simple method for creating complex, multiple-cell-type three-dimensional (3D) cell cultures for in-vitro cell based assays. Using 3D printing technology, this project will develop a versatile polymer system, made from entirely commercially available components, that gels upon printing and has functionality to assist cells in adhering, growing and migrating. The 3D printing of multiple cell typ ....Bioinks for the 3D printing of cells made from off-the-shelf components. This project aims to develop a simple method for creating complex, multiple-cell-type three-dimensional (3D) cell cultures for in-vitro cell based assays. Using 3D printing technology, this project will develop a versatile polymer system, made from entirely commercially available components, that gels upon printing and has functionality to assist cells in adhering, growing and migrating. The 3D printing of multiple cell types will provide biological scientists with more realistic in-vitro cell assays to those found in-vivo. Applications of the research are in cell biology, studying diseases and developing new drugs.Read moreRead less
Automatic cartilage segmentation in magnetic resonance imaging. Osteoarthritis (OA) is the most common form of arthritis, affecting nearly 1.4 million Australians. This research aims at engineering new tools for use in Magnetic Resonance Imaging systems to enable automated analyses of the cartilage and bones in joint images. The goals of the work are to assist with improved diagnosis and treatment planning for both chronic disease, such as OA, and acute injuries, such as cartilage and ligament ....Automatic cartilage segmentation in magnetic resonance imaging. Osteoarthritis (OA) is the most common form of arthritis, affecting nearly 1.4 million Australians. This research aims at engineering new tools for use in Magnetic Resonance Imaging systems to enable automated analyses of the cartilage and bones in joint images. The goals of the work are to assist with improved diagnosis and treatment planning for both chronic disease, such as OA, and acute injuries, such as cartilage and ligament tears in sporting injuries and other traumas.
The software developed will be provided on the project’s partner (Siemens) platform and will therefore be available worldwide and have a consequently large impact on the field.
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Dynamic magnetic resonance imaging in orthopaedics. The research in this proposal aims at developing new imaging systems that enable joints to be imaged while they are moving. This is an Australian first technology and will change the way in which diagnosis of joint diseases is done. The applications of this new technique include the diagnosis and monitoring of treatment in Osteoarthritis and related chronic joint diseases. Also, acute injuries to knees, hips, shoulders and other joints will be ....Dynamic magnetic resonance imaging in orthopaedics. The research in this proposal aims at developing new imaging systems that enable joints to be imaged while they are moving. This is an Australian first technology and will change the way in which diagnosis of joint diseases is done. The applications of this new technique include the diagnosis and monitoring of treatment in Osteoarthritis and related chronic joint diseases. Also, acute injuries to knees, hips, shoulders and other joints will be able to be better diagnosed and hence improve treatment planning as a result.Read moreRead less
Sino-Australian neurogenetics initiative. This project will undertake large population studies to identify genes that are associated with motor neuron disease, schizophrenia and intracranial haemorrhage. The project will determine genetic markers, aid development of diagnostic tools and identify new therapeutic targets for these common heritable neurological diseases.
Novel imaging technologies for continuous measurement of tracer kinetics in awake animals. The fates of biologically relevant molecules, such as proteins and antibodies, in the body are fundamentally important for understanding the mechanisms and treatment of disease. This project will enable for the first time continuous imaging of the location and time course of labelled molecules in conscious, freely moving animals.