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
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.
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE180100043
Funder
Australian Research Council
Funding Amount
$435,279.00
Summary
High-throughput portable and wearable device fabrication facility. This project aims to establish a fabrication and characterisation facility for high-throughput production of portable, wearable and stretchable biomedical devices to accelerate the design–fabrication–evaluation process and save ‘trial-and-error’ costs during optimisation turnaround. It will apply computer-aided design for the programmable synthesis of hybrid materials for high-throughput screening of disease biomarkers, and super ....High-throughput portable and wearable device fabrication facility. This project aims to establish a fabrication and characterisation facility for high-throughput production of portable, wearable and stretchable biomedical devices to accelerate the design–fabrication–evaluation process and save ‘trial-and-error’ costs during optimisation turnaround. It will apply computer-aided design for the programmable synthesis of hybrid materials for high-throughput screening of disease biomarkers, and super-solution imaging of single molecules in live cells. This facility will provide capability for researchers pursuing industry transformation and other initiatives in the development of advanced materials, biomolecular sciences, nanotechnology, photonics and device engineering.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH150100028
Funder
Australian Research Council
Funding Amount
$3,708,510.00
Summary
ARC Research Hub for Integrated Device for End-user Analysis at Low-levels. ARC Research Hub for Integrated Device for End-user Analysis at Low-levels. This hub aims to improve detection of biological materials by building a portable device for rapid, time-critical detection of low-abundance molecular and cellular analytes. It is expected that the resulting technologies would be used at medical points of care, ordinary workplaces and centres of activity to test for tiny levels of targeted molecu ....ARC Research Hub for Integrated Device for End-user Analysis at Low-levels. ARC Research Hub for Integrated Device for End-user Analysis at Low-levels. This hub aims to improve detection of biological materials by building a portable device for rapid, time-critical detection of low-abundance molecular and cellular analytes. It is expected that the resulting technologies would be used at medical points of care, ordinary workplaces and centres of activity to test for tiny levels of targeted molecules. The initial focus would be early diagnosis of disease and point-of-care drug testing for humans and animals, but the technology platform could be used to sample food and environmental toxins. The hub expects these disruptive technologies will make Australian biotechnology, diagnostics, veterinary, agribusiness and manufacturing firms globally competitive.Read moreRead less
Microwave Head Monitor Using Compressed Sensing and Differential Techniques. The aim of this project is the design and development of a low-cost, non-ionising, and non-invasive microwave technology that can be used to diagnose and localise early brain injuries of premature newborn babies. It proposes to include a switched antenna array and wide-band microwave transceiver. The system aims to use a combination of compressed sensing and differential imaging techniques to produce, within a few secon ....Microwave Head Monitor Using Compressed Sensing and Differential Techniques. The aim of this project is the design and development of a low-cost, non-ionising, and non-invasive microwave technology that can be used to diagnose and localise early brain injuries of premature newborn babies. It proposes to include a switched antenna array and wide-band microwave transceiver. The system aims to use a combination of compressed sensing and differential imaging techniques to produce, within a few seconds, microwave images of the brain making it a real-time monitoring tool. By providing vital information about the brain at the incubator side, the proposed compact technology would avoid the risky move of critically ill babies to the expensive and bulky conventional scanners which, furthermore, cannot operate as frequent monitoring tools.Read moreRead less
Engineering the next generation of portable microwave scanners. This project aims to engineer a disruptive technology based on microwave hybrid imaging for biomedical applications. The project will deliver superfine resolution images using a combination of uniform near-field microwave irradiation and infrared imaging. The project will explore novel microwave antenna design, and engineer a portable platform for diagnostic applications. The proposed low-cost, non-invasive, and safe microwave techn ....Engineering the next generation of portable microwave scanners. This project aims to engineer a disruptive technology based on microwave hybrid imaging for biomedical applications. The project will deliver superfine resolution images using a combination of uniform near-field microwave irradiation and infrared imaging. The project will explore novel microwave antenna design, and engineer a portable platform for diagnostic applications. The proposed low-cost, non-invasive, and safe microwave technology will offer significant advantages over conventional diagnostic platforms. Among many potential applications, this innovation will introduce the first portable microwave scanner that can be used for the early detection of skin cancer.Read moreRead less