Raman spectroscopy and imaging of natural and synthetic melanins. The national benefit of this research lies in three main areas. First, this research could lead to a non-invasive diagnostic for melanoma. Second, it could reveal stronger connections between melanin and melanoma development than previously believed and thus inspire possible methods of treatment or prevention of melanoma. Given Australia's high incidence of melanoma, these could have an enormous impact on our health care system. T ....Raman spectroscopy and imaging of natural and synthetic melanins. The national benefit of this research lies in three main areas. First, this research could lead to a non-invasive diagnostic for melanoma. Second, it could reveal stronger connections between melanin and melanoma development than previously believed and thus inspire possible methods of treatment or prevention of melanoma. Given Australia's high incidence of melanoma, these could have an enormous impact on our health care system. Third, it will increase our understanding of the melanin pigment and further establish Australia as a leader in this field. Given the links between melanin and Parkinson's Disease and immune response, this understanding could have greater impact on health care than simply melanoma.Read moreRead less
Establishment of Therapeutically Relevant Animal Models and Markers for Crohn's Disease. Crohn's disease is a devastating life long disease, affecting 0.5% of the world population. There is urgent economic and social need to develop new and better drugs to treat the symptoms and underlying cause of this debilitating disease. Social benefits include the improved quality of life of sufferers that positively impacts society. Economic benefit includes income derived from commercialisation of rese ....Establishment of Therapeutically Relevant Animal Models and Markers for Crohn's Disease. Crohn's disease is a devastating life long disease, affecting 0.5% of the world population. There is urgent economic and social need to develop new and better drugs to treat the symptoms and underlying cause of this debilitating disease. Social benefits include the improved quality of life of sufferers that positively impacts society. Economic benefit includes income derived from commercialisation of research outcomes and the contribution this project makes to high value employment in the biotechnology sector.Read moreRead less
Development of Advanced Wear Debris Analysis Techniques for Osteoarthritis Study. Wear and tear of joints is the common cause of osteoarthritis, costing $19.25 billion/year. With this cost on the increase, and no cure to date, comes a need to develop effective methods for its diagnosis. This study will provide new knowledge on osteoarthritis progression by allowing strategic use of national health resources. A fuzzy expert system, to be developed utilising the diagnostic/prognostic techniques of ....Development of Advanced Wear Debris Analysis Techniques for Osteoarthritis Study. Wear and tear of joints is the common cause of osteoarthritis, costing $19.25 billion/year. With this cost on the increase, and no cure to date, comes a need to develop effective methods for its diagnosis. This study will provide new knowledge on osteoarthritis progression by allowing strategic use of national health resources. A fuzzy expert system, to be developed utilising the diagnostic/prognostic techniques of this study will significantly reduce cost and time. The project will contribute to the National Strategy by helping older Australians; the major group of osteoarthritis sufferers, to retain their health, independence and productivity.Read moreRead less
Novel EEG data mining methods for detecting and monitoring brain injury. The outcomes of this project could ultimately help produce novel technology which would enable bedside monitoring of brain function in patients with brain injuries such as stroke. This technology could aid critical care and treatment of such patients. Hence patients' recoveries could be positively affected and the high death or disability rates associated with such conditions could be reduced. A host of economic and social ....Novel EEG data mining methods for detecting and monitoring brain injury. The outcomes of this project could ultimately help produce novel technology which would enable bedside monitoring of brain function in patients with brain injuries such as stroke. This technology could aid critical care and treatment of such patients. Hence patients' recoveries could be positively affected and the high death or disability rates associated with such conditions could be reduced. A host of economic and social benefits for patients, their families, hospitals and their staff, governments and healthcare organisations could thus result. The developed technology would be non-invasive, compact and relatively inexpensive, and could thus be used in rural and regional hospitals, thereby also benefiting patients in those communities. Read moreRead less
Peripheral aberrations of the human eye. This project will benefit Australia from several perspectives. It will make an important contribution to understanding limitations to peripheral vision of the eye, particularly as a result of refractive surgical intervention. This is important because many Australians will require such surgery. Being able to better measure and correct peripheral aberrations will lead to improved imaging of the eye and thus contribute to improved detection and diagnosis of ....Peripheral aberrations of the human eye. This project will benefit Australia from several perspectives. It will make an important contribution to understanding limitations to peripheral vision of the eye, particularly as a result of refractive surgical intervention. This is important because many Australians will require such surgery. Being able to better measure and correct peripheral aberrations will lead to improved imaging of the eye and thus contribute to improved detection and diagnosis of ophthalmic disease. The study will benefit ophthalmologists, optometrists, and engineers involved in designing visual instruments. This project will provide training in adaptive optics for graduate students not available in any other Australian institution.Read moreRead less
Automatic Brain Tissue Segmentation in Magnetic Resonance Images based on Knowledge-guided Constrained Clustering. Accurate volumetric measurement of brain tissues is of critical importance in the study of many brain disorders, disease diagnosis, disease progression tracking and treatment monitoring. The study in this research will result in the development of a powerful computational technique that allows automatic volumetric measurement and analysis of brain tissues. The software developed in ....Automatic Brain Tissue Segmentation in Magnetic Resonance Images based on Knowledge-guided Constrained Clustering. Accurate volumetric measurement of brain tissues is of critical importance in the study of many brain disorders, disease diagnosis, disease progression tracking and treatment monitoring. The study in this research will result in the development of a powerful computational technique that allows automatic volumetric measurement and analysis of brain tissues. The software developed in this project will expedite early clinical diagnosis and treatment of neural diseases for patients, hence saving life and reducing health cost both at the personal and the national level. Read moreRead less
The kinematics of the anterior eye deformation. This project has a potential to benefit Australia from a number of perspectives. The outcomes will provide ophthalmologists and optometrists with currently unavailable knowledge on dynamic behaviour of eye. In particular the research will identify aspects of corneal deformation that in turn will help improve the accuracy of refractive surgeries and aid in the management of glaucoma. Also, the knowledge generated through this project will be of valu ....The kinematics of the anterior eye deformation. This project has a potential to benefit Australia from a number of perspectives. The outcomes will provide ophthalmologists and optometrists with currently unavailable knowledge on dynamic behaviour of eye. In particular the research will identify aspects of corneal deformation that in turn will help improve the accuracy of refractive surgeries and aid in the management of glaucoma. Also, the knowledge generated through this project will be of value to engineers designing advanced clinical instrument for measuring eye parameters. Read moreRead less
Biomedical Applications of Self-Mixing Sensors based on Vertical-Cavity Surface-Emitting Laser Arrays. The Vertical-Cavity Surface-Emitting Laser (VCSEL) is a new optical device of choice for high speed optical data networks. We propose that this communications technology can be used as a platform to develop a completely new family of sensors ideally suited to medical monitoring. Specifically, we will develop VCSEL based technology for measurement of heart activity and sensing of blood flow in ....Biomedical Applications of Self-Mixing Sensors based on Vertical-Cavity Surface-Emitting Laser Arrays. The Vertical-Cavity Surface-Emitting Laser (VCSEL) is a new optical device of choice for high speed optical data networks. We propose that this communications technology can be used as a platform to develop a completely new family of sensors ideally suited to medical monitoring. Specifically, we will develop VCSEL based technology for measurement of heart activity and sensing of blood flow in skin and tissues. This will provide novel sensors for heart monitoring and imaging, and management of skin disorders (burns and cancer).Read moreRead less
Intelligent Image Processing Techniques for Novel Biomarker Discovery. This project will make an impact on Australia's international research profile by seeking a solution to a worldwide challenging problem in biomarker discovery for the detection of diseases at an early stage which requires the incorporation of the skills and knowledge from biology, medicine, engineering, computer science, and information technology. The successful outcomes of this research will make an impact on Australia's e ....Intelligent Image Processing Techniques for Novel Biomarker Discovery. This project will make an impact on Australia's international research profile by seeking a solution to a worldwide challenging problem in biomarker discovery for the detection of diseases at an early stage which requires the incorporation of the skills and knowledge from biology, medicine, engineering, computer science, and information technology. The successful outcomes of this research will make an impact on Australia's engagement in using advanced image analysis and intelligent methods for the emerging research and development of targeted drug discovery. Read moreRead less
On-line and Incremental EM-based Neural Networks: Application to Hospital Utlilization and Gene Expression Data. Artificial neural networks have been widely applied as universal classifiers in many fields, such as biomedicine. However, misunderstanding of fundamental statistical principles, which can cause misleading findings, has been frequently observed in the literature. This project aims to integrate statistical methodologies in neural networks to provide a unified approach to improve its ....On-line and Incremental EM-based Neural Networks: Application to Hospital Utlilization and Gene Expression Data. Artificial neural networks have been widely applied as universal classifiers in many fields, such as biomedicine. However, misunderstanding of fundamental statistical principles, which can cause misleading findings, has been frequently observed in the literature. This project aims to integrate statistical methodologies in neural networks to provide a unified approach to improve its applicability and efficiency in implementation. The system developed from this proposed cross-disciplinary research will be applied to hospital utilization data (hospital morbidity database, Western Australia) and gene expression data (DNA microarrays databases, Harvard University). This collaborative research will advance the international standard of Australian research communities.
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