Developing Interpretable Machine Learning Models For Clinical Imaging And Single-cell Genomics
Funder
National Health and Medical Research Council
Funding Amount
$1,312,250.00
Summary
Machine learning methods will be vital to make best use of the deluge of data generated by high-throughput technologies in biomedical science. To get the most out of these models, however, we need to be able to unpack the 'black box'. I will use curated clinical and public research data to benchmark and develop interpretable deep learning models and software tools. These models will be used for breast cancer screening programs and for analysis of complex, large-scale single-cell genomics data.
Melanoma Mutation Profiling For Personalised Treatment
Funder
National Health and Medical Research Council
Funding Amount
$571,191.00
Summary
Melanoma is an aggressive skin cancer, and the leading cause of skin cancer related deaths. Disease spread is difficult to detect and extremely difficult to cure. This bleak clinical outcome is changing with the development of personalised therapies which include small molecule inhibitors to treat metastatic melanoma. Here we seek to identify the spectrum of mutations in patient tumours and circulating tumour cells for advanced personalised treatment.
Better Planning for and Managing Asymmetric Threats to Australia's Security: Applying the Field Anomaly Relaxation (FAR) Systems Thinking Approach. Despite an enviable national security condition, Australia is at risk in an information-abundant world that increasingly spawns asymmetric threats such as information terrorism. What is needed are enhanced strategic and operational structures to improve the nation's security and ensure sound futures planning. This research focuses on applying the Fie ....Better Planning for and Managing Asymmetric Threats to Australia's Security: Applying the Field Anomaly Relaxation (FAR) Systems Thinking Approach. Despite an enviable national security condition, Australia is at risk in an information-abundant world that increasingly spawns asymmetric threats such as information terrorism. What is needed are enhanced strategic and operational structures to improve the nation's security and ensure sound futures planning. This research focuses on applying the Field Anomaly Relaxation (FAR) systems thinking approach to asymmetric information warfare threats to Australia. This is a new approach previously developed by ECU researchers investigating risk and innovation in the armed forces. It will now be extended to improve professional practice and the knowledge and skill base of Australia's information defence practitioners.Read moreRead less
Understanding and Costing Offending Trajectories: Creating an Evidence-Base for Targeting Crime Prevention. The research will provide an evidence-base for targeting diversionary and crime prevention programs and for assessing their cost-effectiveness. Many of these programs have resulted in a range of beneficial outcomes and they are receiving increased government funding. By providing a better understanding of offending pathways, the research will enable programs to be targeted towards particul ....Understanding and Costing Offending Trajectories: Creating an Evidence-Base for Targeting Crime Prevention. The research will provide an evidence-base for targeting diversionary and crime prevention programs and for assessing their cost-effectiveness. Many of these programs have resulted in a range of beneficial outcomes and they are receiving increased government funding. By providing a better understanding of offending pathways, the research will enable programs to be targeted towards particular at-risk groups at crucial developmental phases. The innovative longitudinal costing method that will be developed and applied in the Queensland context will enable an assessment of the cost-effectiveness of diversionary and crime prevention programs. This will provide a sound empirical basis for directing scarce government resources.Read moreRead less
Synthetic regulators of gene expression. RNA plays many essential roles in cells, from information transfer and regulation of gene expression to scaffolding macromolecular structures and catalysis. Despite these realisations the current approaches to manipulate RNA are limited in many respects. This project will use synthetic biology approaches to engineer synthetic regulators of RNAs in living cells. These studies will provide new tools for use in biological research and provide insights into h ....Synthetic regulators of gene expression. RNA plays many essential roles in cells, from information transfer and regulation of gene expression to scaffolding macromolecular structures and catalysis. Despite these realisations the current approaches to manipulate RNA are limited in many respects. This project will use synthetic biology approaches to engineer synthetic regulators of RNAs in living cells. These studies will provide new tools for use in biological research and provide insights into how natural proteins control gene expression. Furthermore, this project will use these tools to understand the mechanisms of how proteins are synthesised in mammalian mitochondria.Read moreRead less
An integrated molecular approach to human gene regulation. This proposal aims to reveal how the interaction of nuclear RNA and protein molecules control gene regulation in the face of cell stress. To understand how genetic variation leads to changes in the expression of genes, we need new insights into the fundamental principles underpinning complex gene regulatory systems. Building on the discovery of paraspeckles, novel gene regulatory structures, this project will yield insights into gene reg ....An integrated molecular approach to human gene regulation. This proposal aims to reveal how the interaction of nuclear RNA and protein molecules control gene regulation in the face of cell stress. To understand how genetic variation leads to changes in the expression of genes, we need new insights into the fundamental principles underpinning complex gene regulatory systems. Building on the discovery of paraspeckles, novel gene regulatory structures, this project will yield insights into gene regulation that will help fill these knowledge gaps. This will provide a more comprehensive understanding of RNA-mediated gene regulation, and will open up new research opportunities to target RNA based gene regulatory complexes.Read moreRead less
Investigations into the antibacterial mechanism of action of cannabidiol. This project aims to understand how the compound cannabidiol is able to kill bacteria by examining its interactions with bacteria from a genetic and molecular level. This research is critical, because future development of cannabidiol and design of improved analogs is predicated on knowing how it works. Expected outcomes include the first detailed understanding of how cannabidiol interacts with bacteria. This should lead ....Investigations into the antibacterial mechanism of action of cannabidiol. This project aims to understand how the compound cannabidiol is able to kill bacteria by examining its interactions with bacteria from a genetic and molecular level. This research is critical, because future development of cannabidiol and design of improved analogs is predicated on knowing how it works. Expected outcomes include the first detailed understanding of how cannabidiol interacts with bacteria. This should lead to significant benefits, including high impact publications, additional collaborations with industrial partner Botanix, and a new class of antibiotics to overcome antibiotic resistance.Read moreRead less
Chemical signalling in the sea. This project aims to understand how eggs attract and select sperm, and how the environment influences these interactions. Differential sperm chemotaxis, a form of mate choice involving chemical signalling between eggs and sperm, has only been described in mussels, but may be a widespread form of gamete-level sexual selection. The project will study the biochemical and molecular basis of differential sperm chemotaxis in mussels, and the stability of gamete-level in ....Chemical signalling in the sea. This project aims to understand how eggs attract and select sperm, and how the environment influences these interactions. Differential sperm chemotaxis, a form of mate choice involving chemical signalling between eggs and sperm, has only been described in mussels, but may be a widespread form of gamete-level sexual selection. The project will study the biochemical and molecular basis of differential sperm chemotaxis in mussels, and the stability of gamete-level interactions under different environmental conditions. Improved fundamental knowledge of reproduction in a commercially important marine species may yield future commercial benefits for Australia’s marine food production sectorRead moreRead less
Control points in nitrogen uptake: enhancing the response of cereals to nitrogen supply and demand. Vast amounts of nitrogen fertiliser are applied to cereal crops to maintain yields. By uncovering what limits nitrogen uptake in cereals, this project will provide the scientific basis for improving nitrogen use efficiency and decreasing fertiliser use, with significant economic and environmental benefits.
Engineering improved and multifunctional gene editing systems. Advances in genome editing have enabled the targeted modulation of gene expression in cells and provided new tools for biotechnology. This project will combine computational design and genetic selection to deliver the next generation of precision gene editing tools. These new technologies can be used for modification of genes in any cellular compartment and will be useful for understanding and improving energy metabolism. Increased c ....Engineering improved and multifunctional gene editing systems. Advances in genome editing have enabled the targeted modulation of gene expression in cells and provided new tools for biotechnology. This project will combine computational design and genetic selection to deliver the next generation of precision gene editing tools. These new technologies can be used for modification of genes in any cellular compartment and will be useful for understanding and improving energy metabolism. Increased cellular energy production can be harnessed to make valuable biological products, with unprecedented efficiency.Read moreRead less