Understanding the generation of hypothalamic sleep neurons. This Project aims to investigate the mechanisms controlling the formation of the sleep neurons in the hypothalamus. We all sleep, and normal sleep-wake cycles play a central role in our biology. The functional role of these sleep neurons in the mature brain are well established. However, how the neurons are generated during development is very poorly defined. This project aims to address this critical knowledge gap, and will greatly inc ....Understanding the generation of hypothalamic sleep neurons. This Project aims to investigate the mechanisms controlling the formation of the sleep neurons in the hypothalamus. We all sleep, and normal sleep-wake cycles play a central role in our biology. The functional role of these sleep neurons in the mature brain are well established. However, how the neurons are generated during development is very poorly defined. This project aims to address this critical knowledge gap, and will greatly increase our understanding of how the development of this critical aspect of organismal function is orchestrated during development. This project will also develop bioinformatics tools with broad utility within the biosciences field and enhance the capacity for interdisciplinary international collaborations.Read moreRead less
Old brain cells perform new tricks to allow life-long learning. In the brain, nerve cells transmit electrical signals more quickly and reliably when they are insulated. The insulating cells undergo small adaptive changes that speed up information transfer during learning, and the faster the electrical signal, the better the learning outcomes. This project aims to understand the signals that direct insulating cells to adapt and support life-long learning. In the longer term, this knowledge may be ....Old brain cells perform new tricks to allow life-long learning. In the brain, nerve cells transmit electrical signals more quickly and reliably when they are insulated. The insulating cells undergo small adaptive changes that speed up information transfer during learning, and the faster the electrical signal, the better the learning outcomes. This project aims to understand the signals that direct insulating cells to adapt and support life-long learning. In the longer term, this knowledge may be used to: develop interventions that improve learning and educational outcomes; counteract age-related memory decline and enable longer work force participation; develop strategies to circumvent the memory loss caused by brain diseases, or improve the design of computer hardware.Read moreRead less
Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and ....Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and inventing non-removable watermarks on AI models. The outcomes are new tools for securing AI-based FinTech systems before deployment and tools for IP violation forensics post-deployment. Such capabilities are beneficial by improving the security and safety of FinTech systems and other nationally critical AI systems.Read moreRead less
How does timing affect mammalian brain development and evolution? This project aims to generate fundamental knowledge on the origin of diversity in mammalian brain circuits by studying development of marsupials and rodents. The expected outcome is to elucidate how differences in the timing, rate and sequence of development of gene expression, cell differentiation and circuit formation can relate to the origin of key evolutionary innovations in the mammalian brain. The significance of understandi ....How does timing affect mammalian brain development and evolution? This project aims to generate fundamental knowledge on the origin of diversity in mammalian brain circuits by studying development of marsupials and rodents. The expected outcome is to elucidate how differences in the timing, rate and sequence of development of gene expression, cell differentiation and circuit formation can relate to the origin of key evolutionary innovations in the mammalian brain. The significance of understanding the dynamics of developmental systems that shape complex brain traits includes establishing new developmental paradigms in evolutionary theory, generating new tools to investigate and manipulate brain gene expression in vivo, and the potential discovery of the causes of neurodevelopmental dysfunction.Read moreRead less
Network activity and the role of NMDA receptors in associative learning. The brain is the most complex machine we know, and its activity shapes every aspect our lives. Studies over decades using tools from molecular and cellular neuroscience and behavioural experiments have discovered the parts of the brain involved in learning and memory formation. Much is understood about the neural circuits that mediate learning but how memories are formed and stored are not understood. The aim of this proj ....Network activity and the role of NMDA receptors in associative learning. The brain is the most complex machine we know, and its activity shapes every aspect our lives. Studies over decades using tools from molecular and cellular neuroscience and behavioural experiments have discovered the parts of the brain involved in learning and memory formation. Much is understood about the neural circuits that mediate learning but how memories are formed and stored are not understood. The aim of this project is to understand learning and memory formation using a simple Pavlovian learning paradigm, fear conditioning. Using cutting-edge molecular tools we will label the circuits in the amygdala that mediate this learning and the nature of the memory trace. In the long term, these results may drive novel storage devices.Read moreRead less
Tuning parallel applications on software-defined supercomputers. Supercomputers are used by many Australian industries and laboratories to make better products and perform critical predictions, and it is essential that codes operate efficiently. This project aims to assist programmers in identifying performance bottlenecks in their code quickly and easily. The project expects to supersede the current methods, which are often complex and time-consuming, by developing innovative software tools and ....Tuning parallel applications on software-defined supercomputers. Supercomputers are used by many Australian industries and laboratories to make better products and perform critical predictions, and it is essential that codes operate efficiently. This project aims to assist programmers in identifying performance bottlenecks in their code quickly and easily. The project expects to supersede the current methods, which are often complex and time-consuming, by developing innovative software tools and techniques. The expected outcomes include novel software, verified by industry partners in real world case studies, ranging from life sciences to hypersonic transport. This should provide significant benefits, including the capacity for Australian industries to access world-class supercomputing technology.Read moreRead less
Platform technology to decode motor control through ultra high-field MRI. This project aims to advance our understanding of the poorly understood neural circuits that enable fine motor control in humans. To obtain this knowledge, new platform technology will be developed to capture the full kinematics of the hand during concurrent functional magnetic resonance imaging at ultra high-field. This device will allow testing of fundamental theories describing the canonical microcircuits involved in ha ....Platform technology to decode motor control through ultra high-field MRI. This project aims to advance our understanding of the poorly understood neural circuits that enable fine motor control in humans. To obtain this knowledge, new platform technology will be developed to capture the full kinematics of the hand during concurrent functional magnetic resonance imaging at ultra high-field. This device will allow testing of fundamental theories describing the canonical microcircuits involved in hand motion. Expected outcomes include new evidence of mirror neurons and observation of predictive error signals in the motor cortex. This new knowledge paves the way towards improved computer-brain interface technology which is likely to create benefits through translation to applications such as artificial limb control.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE200100778
Funder
Australian Research Council
Funding Amount
$390,000.00
Summary
Mapping the neural circuits that underlie emotional learning. This project aims to understand the precise neural circuits that mediate the formation of emotional memories. Recent findings have identified a novel complexity in these circuits and the goal of this proposal is to resolve the underlying mechanism that drives emotional memories. In detail, this project will combine state of the art dual- optical stimulation techniques combined with behaviour-dependent tagging of neurons to investigate ....Mapping the neural circuits that underlie emotional learning. This project aims to understand the precise neural circuits that mediate the formation of emotional memories. Recent findings have identified a novel complexity in these circuits and the goal of this proposal is to resolve the underlying mechanism that drives emotional memories. In detail, this project will combine state of the art dual- optical stimulation techniques combined with behaviour-dependent tagging of neurons to investigate the precise brain circuits linked to emotional learning, an approach that also allows knowledge transfer to other research fields. Expected outcomes and benefits of the project is a significant shift in our understanding of the neural mechanisms that underlie emotional learning.Read moreRead less
Novel role of RNA methylation in neuronal homeostasis. This proposal is aimed at understanding the RNA signalling that takes place in neuronal homeostatic response. The crucial role of neuronal homeostasis for normal brain function is evidenced throughout the nervous system; however, the precise underlying mechanisms are still not well understood. The proposed research will utilise high-throughput sequencing approaches coupled with biochemical, molecular and cell biological assays to provide mec ....Novel role of RNA methylation in neuronal homeostasis. This proposal is aimed at understanding the RNA signalling that takes place in neuronal homeostatic response. The crucial role of neuronal homeostasis for normal brain function is evidenced throughout the nervous system; however, the precise underlying mechanisms are still not well understood. The proposed research will utilise high-throughput sequencing approaches coupled with biochemical, molecular and cell biological assays to provide mechanistic insights into the molecular processes that control neuronal homeostatic responses. This will elucidate how neural plasticity and network stability are maintained, a process that is critical for our understanding of sensory processing, learning and memory throughout life.Read moreRead less