Data sharing with strong privacy against inference attacks. This project aims to develop theories and techniques for strong protection of personal information in sharing large datasets such as national health data or census records. It intends to achieve this through developing new information theoretic methods for synthesising datasets with proven high fidelity and protection against re-identification and inference attacks, where attackers try to learn probability of sensitive data. The expecte ....Data sharing with strong privacy against inference attacks. This project aims to develop theories and techniques for strong protection of personal information in sharing large datasets such as national health data or census records. It intends to achieve this through developing new information theoretic methods for synthesising datasets with proven high fidelity and protection against re-identification and inference attacks, where attackers try to learn probability of sensitive data. The expected outcomes are algorithms for public and private sector data curators to dial up or down their data access arrangements based on privacy risks and fidelity demands linked with different data types and uses. This project intends to enable Australians to securely benefit from valuable data in decision making.Read moreRead less
3D Structure determination of biomacromolecular assemblies from sparse data. This project has direct impact on pharmaceutical research: Biomacromolecular interactions are key points for pharmaceutical intervention and detailed structural knowledge of dynamic protein interactions can significantly accelerate drug development. Australia has invested in expensive instrumentation that can be used with new laboratory methods to obtain information on delicately balanced biomacromolecular interactions, ....3D Structure determination of biomacromolecular assemblies from sparse data. This project has direct impact on pharmaceutical research: Biomacromolecular interactions are key points for pharmaceutical intervention and detailed structural knowledge of dynamic protein interactions can significantly accelerate drug development. Australia has invested in expensive instrumentation that can be used with new laboratory methods to obtain information on delicately balanced biomacromolecular interactions, and how they malfunction in disease. This project will provide a computational framework to increase the impact of this investment by integrating measurements from a range of novel technologies and developing understanding of changes in structure of large protein complexes in different functional states.Read moreRead less
Expanding the molecular tool set for structural studies of proteins and their complexes. Many applications in medical science and drug development depend on our ability to determine the 3D structures of proteins, protein assemblies and protein-ligand complexes. This project will develop novel lanthanide-binding tags and crosslinking agents that can be coupled to unnatural amino acids introduced into proteins with advanced protein chemistry techniques. These new tools will facilitate the collecti ....Expanding the molecular tool set for structural studies of proteins and their complexes. Many applications in medical science and drug development depend on our ability to determine the 3D structures of proteins, protein assemblies and protein-ligand complexes. This project will develop novel lanthanide-binding tags and crosslinking agents that can be coupled to unnatural amino acids introduced into proteins with advanced protein chemistry techniques. These new tools will facilitate the collection of structure restraints by nuclear magnetic resonance (NMR), electron paramagnetic resonance (EPR) and mass spectrometry, which are needed to generate accurate models of proteins and their complexes with other molecules. Major beneficial outcome will include an increase in the number of protein targets amenable to rational drug design and improved methods for generating new drug leads.Read moreRead less
Soft nanotubes for biomedical applications. Nature employs self-assembly of small molecules to build complex materials. This project will mimic natural self-assemblies to design synthetic tubular structures on the nanoscale, and apply these nanostructures to solve problems in the fields of biology and medicine.