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.
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
Improving Sexual Health In Men With Prostate Cancer: Randomised Controlled Trial Of Exercise And Psychosexual Therapies
Funder
National Health and Medical Research Council
Funding Amount
$583,416.00
Summary
Sexual dysfunction is one of the most common and distressing side effects of prostate cancer. Despite being a critical survivorship care issue, there is a clear gap in knowledge surrounding the optimal treatment of sexual dysfunction in men with prostate cancer. This project examines whether exercise aids in the management of sexual dysfunction and explores if an integrated treatment model incorporating pharmacological, exercise and psychosexual therapies maximises improvement in sexual health.
KConFab - The Kathleen Cuningham Foundation Consortium For Research Into Familial Breast Cancer
Funder
National Health and Medical Research Council
Funding Amount
$2,176,975.00
Summary
Breast cancer is the most common malignant disease of women. In families with an inherited form of breast cancer, nearly half the women in every generation can develop the disease. The aim of this Australasian-wide study is to complete collection of clinical, epidemiological and genetic data on 1,600 of these severely-affected families. The national resource is, and will continue to be, of great value for researchers who want to identify and characterize the genetic and life style factors that a ....Breast cancer is the most common malignant disease of women. In families with an inherited form of breast cancer, nearly half the women in every generation can develop the disease. The aim of this Australasian-wide study is to complete collection of clinical, epidemiological and genetic data on 1,600 of these severely-affected families. The national resource is, and will continue to be, of great value for researchers who want to identify and characterize the genetic and life style factors that affect onset and progression of the disease.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
Can Exercise Delay Transition To Active Therapy In Men With Low Grade Prostate Cancer? A Multi-Centre Randomized Controlled Trial.
Funder
National Health and Medical Research Council
Funding Amount
$604,429.00
Summary
Prostate cancer overdiagnosis is associated with increased rates of overtreatment and associated morbidity. Although nearly half of Australian men diagnosed with low risk prostate cancer are managed with active surveillance there are no established recommendations for slowing disease progression and delaying transition to active treatment. The proposed study would be the first to determine the efficacy of a comprehensive exercise program during active surveillance for prostate cancer.
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.
Leukaemia-cancer cells have altered biochemical properties resulting in their high rate of growth compared to normal cells. One of these is augmented activity of enzymes called tyrosine kinases including members of the Src family. One called Lyn has been implicated in several leukaemias as well as cancer. We have identified a novel mechanism of down-regulating this family of enzymes mediated by small proteins. These may allow us to develop novel therapeutics for cancer-leukaemia treatment.
A Phase III Trial Comparing Adjuvant Versus Salvage Radiotherapy For High Risk Patients Post Radical Prostatectomy
Funder
National Health and Medical Research Council
Funding Amount
$819,138.00
Summary
About half of all patients Treated with an operation to remove their prostate cancer have a high chance of the cancer coming back. Giving immediate radiotherapy to all patients will improve cure rates but does not benefit all men and can cause significant side effects. This study explores whether it is safe to wait and only give radiotherapy when there is a rising PSA after surgery indicating active cancer. A total of 470 men from Australasia will enter this study comparing the two approaches.
The Impact Of Therapy On T-cell Recognition Of Mutated Tumour Neo-antigens
Funder
National Health and Medical Research Council
Funding Amount
$1,126,685.00
Summary
Cancer is caused by mutations which should be 'seen' and destroyed by the patients immune cells, similar to how immune cells protect us against viruses. But they don't. This grant will study how current cancer treatments help the immune cells 'see' these mutations. We will undertake these studies in the important cancers lung cancer and mesothelioma.