Efficient learning from multiple brain imaging data sets. Brain imaging data analysis methods have proven to be very effective in the study of brain functions and the identification of brain disorders because they minimise the modelling assumptions on the underlying structure of the problem. Analysis of multiple brain imaging data sets, either of the same modality as in multitask or multisubject data sets or from different modalities as in the case of data fusion, is a challenging problem in bi ....Efficient learning from multiple brain imaging data sets. Brain imaging data analysis methods have proven to be very effective in the study of brain functions and the identification of brain disorders because they minimise the modelling assumptions on the underlying structure of the problem. Analysis of multiple brain imaging data sets, either of the same modality as in multitask or multisubject data sets or from different modalities as in the case of data fusion, is a challenging problem in biomedical image analysis. This project will lead to fundamental contributions as well as techniques that address both problems: extraction of relevant features information from multisubject brain imaging data sets of the same modality or from fusion of brain imaging data sets collected from multimodalities.Read moreRead less
Ultrahigh-speed optical transport for sustaining the internet growth. Our society has entered an information era centred around the Internet. This project aims to study novel transport technologies to construct optical backbone networks supporting the Internet traffic. The project will keep Australia at the leading edge of exciting Terabit technologies as well as create commercial opportunities in Australia.
Parameter estimation for genetic time-series data: Theory and methods. This project aims to develop a novel computational framework for solving parameter estimation problems in evolutionary modelling by leveraging genetic time-series data measured by Next-Generation Sequencing technologies. It will foster international collaboration, cutting across disciplines. By introducing new techniques from signal processing and tools from random matrix theory commonly employed for mobile wireless communica ....Parameter estimation for genetic time-series data: Theory and methods. This project aims to develop a novel computational framework for solving parameter estimation problems in evolutionary modelling by leveraging genetic time-series data measured by Next-Generation Sequencing technologies. It will foster international collaboration, cutting across disciplines. By introducing new techniques from signal processing and tools from random matrix theory commonly employed for mobile wireless communications, it seeks to design scalable inference methods for resolving mutational fitness effects from genetic time-series measurements of complex evolving populations. This would enable new understanding of complex adaptive systems, such as pathogen evolution, host-immune dynamics, and acquisition of drug resistance. Read moreRead less
Activation of invasion in Toxoplasma. Host cell invasion is critical for the establishment and maintenance of infection by the single-celled parasite Toxoplasma gondii, the causative agent of Toxoplasmosis. This project will use the latest molecular techniques to understand how invasion is activated and will define a new set of drug targets to treat Toxoplasmosis and related diseases.
Understanding the mechanisms of class B GPCR-transducer coupling. Current effort in developing drugs targeting G protein-coupled receptors (GPCRs) often result in low success rate due to the lack of understanding of the complexity and the spatiotemporal control of receptor function. The research program aims to understand the molecular mechanisms of receptor/transducer selectivity. The proposal integrated multi-disciplinary approaches to provide a deeper understanding of how the receptor is acti ....Understanding the mechanisms of class B GPCR-transducer coupling. Current effort in developing drugs targeting G protein-coupled receptors (GPCRs) often result in low success rate due to the lack of understanding of the complexity and the spatiotemporal control of receptor function. The research program aims to understand the molecular mechanisms of receptor/transducer selectivity. The proposal integrated multi-disciplinary approaches to provide a deeper understanding of how the receptor is activated responding to different ligands. The anticipated outcome including an enhanced capacity for understanding the fundamental biology, a stronger national and international collaborations. This will provide significant benefits including expanded basic knowledge and improvements in drug development efficiency. Read moreRead less
Molecular Mechanisms of NOD signalling. Alterations in NOD1 and NOD2 (nucleotide-binding oligomerization domain containing 1 and 2) signalling have been implicated in various human inflammatory diseases. Therefore, a clear understanding of the molecular signalling pathways is important to gain further insights into potential drug targets for the treatment of these diseases. Using novel experimental approaches, this project aims to identify new members of the NOD signalling pathway. It will test ....Molecular Mechanisms of NOD signalling. Alterations in NOD1 and NOD2 (nucleotide-binding oligomerization domain containing 1 and 2) signalling have been implicated in various human inflammatory diseases. Therefore, a clear understanding of the molecular signalling pathways is important to gain further insights into potential drug targets for the treatment of these diseases. Using novel experimental approaches, this project aims to identify new members of the NOD signalling pathway. It will test the effect of pharmacological inhibition of established molecules such as RIPK2 or IAPs in NOD dependent models for human diseases. Outcomes of this study will be of the utmost interest for the treatment of NOD driven diseases such as Crohn's disease, Blau syndrome or asthma.Read moreRead less
Information access through web-scale question-answer pair finding, ranking and matching. This project will aim to take web search to a new level of sophistication in accepting queries in the form of complex natural language questions, and returning a ranked list of natural language answers automatically extracted from a broad range of web user forums.
The molecular basis for efficacy at G protein coupled receptors. This project aims to investigate the molecular steps underlying the relationship between sensing by signal-transmitting proteins on the cell surface called G protein-coupled receptors and cellular response. The project aims to build on studies that have sought to understand the primary, molecular basis for this cellular volume control. This project seeks to use these novel approaches to fill this knowledge gap, providing a deeper u ....The molecular basis for efficacy at G protein coupled receptors. This project aims to investigate the molecular steps underlying the relationship between sensing by signal-transmitting proteins on the cell surface called G protein-coupled receptors and cellular response. The project aims to build on studies that have sought to understand the primary, molecular basis for this cellular volume control. This project seeks to use these novel approaches to fill this knowledge gap, providing a deeper understanding of how physiology and medicines work. The project expects to expand fundamental understanding of signal transmission at this receptor class. This project will deliver benefits including expanded basic knowledge and a contribution to future improvements in drug development.Read moreRead less
Interrogating a novel protein scaffold that coordinates signal transduction and molecular motor function. The inside of a cell is an extremely crowded environment and the precise location of each component is carefully controlled. This project will unravel the protein machinery involved in transporting cargos in cells as they divide and identify new protein targets for the development of next generation anti-cancer drugs.
Countdown to death: defining new signalling events preceding cell death . This proposal aims to understand how programmed cell death molecular machineries promote innate immune responses and proliferation by identifying new molecules that regulate these fundamental biological processes. This project expects to enhance our basic understanding of cell death, cell proliferation and innate immunity using innovative approaches and to build interdisciplinary collaborations. The new generated knowledge ....Countdown to death: defining new signalling events preceding cell death . This proposal aims to understand how programmed cell death molecular machineries promote innate immune responses and proliferation by identifying new molecules that regulate these fundamental biological processes. This project expects to enhance our basic understanding of cell death, cell proliferation and innate immunity using innovative approaches and to build interdisciplinary collaborations. The new generated knowledge in these critical processes will be fertile ground to develop innovative applications in biomedical industries. This this will have a positive impact on the health and economy of Australian society.Read moreRead less