Nonparametric Machine Learning for Modern Data Analytics. This project intends to develop next-generation machine-learning methods to cope with the growing data deluge. Modern data analytics tasks need to interpret and derive values from complex, growing data. Intended outcomes of the project include new Bayesian nonparametric methods that can express arbitrary dependency amongst multiple, heterogeneous data sources with infinite model complexity, together with algorithms to perform inference an ....Nonparametric Machine Learning for Modern Data Analytics. This project intends to develop next-generation machine-learning methods to cope with the growing data deluge. Modern data analytics tasks need to interpret and derive values from complex, growing data. Intended outcomes of the project include new Bayesian nonparametric methods that can express arbitrary dependency amongst multiple, heterogeneous data sources with infinite model complexity, together with algorithms to perform inference and deduce knowledge from them; new Bayesian statistical inference for set-valued random variables that moves beyond vectors and matrices to enrich our analytics toolbox to deal with sets; and a new deterministic fast inference to meet with real-world demand.Read moreRead less
Functional characterisation of poly-histidine triad proteins. This project aims to understand the role and function of a novel family of surface proteins produced by Streptococci. These so-called polyhistidine triad proteins are known to contribute to capacity to cause disease in animals and humans, but we need to know how they work, as they may be excellent targets for novel drugs or vaccines.
Novel perspectives on the function of AB5 toxin B subunits in pathogenic bacterial. AB5 toxins are produced by bacteria that cause important diseases in humans and livestock. This project tests the hypothesis that the components of the toxins responsible for binding to host cells and tissues also directly contribute to cellular damage, thereby providing a better understanding of how AB5 toxin-producing bacteria cause disease.
The regulation of gene expression by post-translational modification of transcription factors. Different cells in the body express different subsets of our genes, and it is not well understood how cells know which genes to switch on and which to switch off in a given situation. We will investigate the way in which chemical tags are put onto and removed from the molecules that control gene expression in order to direct their function.
Can technology make communication in complex systems safer and more efficient? Evaluation of an electronic test management system in health care. In many industries poor communication has a major impact on safety; in health, missed test results have impacts ranging from inappropriate antibiotic therapy to missed cancer diagnoses. This research will evaluate new information technology which can improve health outcomes and communication between clinicians, laboratories and patients.
Information support tools for the trauma patient pathway. Processes such as critical supply chain management, disaster management, and trauma patient pathways need people, resources, and information to be smoothly transferred between jurisdictions, but problems can occur at each handover. This project focuses on the prehospital to hospital patient pathway and aims to develop technologies, devices, and displays to support more effective handover of patients between jurisdictions. The project will ....Information support tools for the trauma patient pathway. Processes such as critical supply chain management, disaster management, and trauma patient pathways need people, resources, and information to be smoothly transferred between jurisdictions, but problems can occur at each handover. This project focuses on the prehospital to hospital patient pathway and aims to develop technologies, devices, and displays to support more effective handover of patients between jurisdictions. The project will conduct field research, design activities, and simulation-based evaluation of prototypes with healthcare professionals. Expected outcomes are designs, technologies, and guidelines that will generalise to other multi-jurisdictional processes. Benefits are safer and more efficient handover processes.Read moreRead less
Identification of the basic elements of Plasmodium transcription. This Discovery Project falls under the NRP for safeguarding Australia. Australian troops stationed in malaria endemic areas face the threat of infection and require medical attention upon return.Any research on malaria will expand our knowledge on prevention and treatment. Australia near malariaendemic locations such as Indonesia and Papua New Guinea.These countries do not have the means to support effective basic research into ....Identification of the basic elements of Plasmodium transcription. This Discovery Project falls under the NRP for safeguarding Australia. Australian troops stationed in malaria endemic areas face the threat of infection and require medical attention upon return.Any research on malaria will expand our knowledge on prevention and treatment. Australia near malariaendemic locations such as Indonesia and Papua New Guinea.These countries do not have the means to support effective basic research into the disease and wealthier countries such as Australia have the responsibility to fill this void.Furthermore, the aims of this Discovery Project are unique within the Australian malaria research community and the results fully complement other studies on transcription regulation of antigenic genes. Read moreRead less
Understanding the mechanisms that regulate the human signal recognition particle cycle. The precise cellular localisation of proteins is a fundamental process in cell biology required for survival. The aim of this project is to understand the mechanisms by which the human signal recognition particle delivers newly translated proteins to their cognate cellular location.
Novel target of amiloride analogues - picornaviral RNA polymerase. Picornaviruses cause a range of diseases such as poliomyelitis, meningitis, myocarditis, hepatitis A, neonatal sepsis and common cold. No antiviral treatment is available for these infections. Nearly 50% of antiviral drugs used in medicine are viral polymerase inhibitors; however picornaviral RNA polymerase has been largely overlooked as a drug target. We have discovered a group of compounds that inhibit picornaviral RNA polymera ....Novel target of amiloride analogues - picornaviral RNA polymerase. Picornaviruses cause a range of diseases such as poliomyelitis, meningitis, myocarditis, hepatitis A, neonatal sepsis and common cold. No antiviral treatment is available for these infections. Nearly 50% of antiviral drugs used in medicine are viral polymerase inhibitors; however picornaviral RNA polymerase has been largely overlooked as a drug target. We have discovered a group of compounds that inhibit picornaviral RNA polymerase. This project aims to define the inhibition mechanism and to evaluate a potential use of these compounds for antiviral drug development.Read moreRead less
Unified platform for real time QA in radiation therapy in brachytherapy based on high resolution silicon detectors (Magic Plate). This project will design and manufacture new devices for measuring the amount of radiation given to the patient during radiotherapy. This will improve the accuracy and safety of cancer treatment as well as greatly reducing the time needed to perform essential safety checks.