Strategies For Handling Missing Data In The Development, Validation And Implementation Of Clinical Risk Prediction Tools
Funder
National Health and Medical Research Council
Funding Amount
$451,692.00
Summary
Tools that predict the future outcome of disease are common. Missing data is a problem in studies that develop and validate such tools and affects their validity because simple approaches to dealing with missing data are biased. We will develop statistical methodology in this area and compare the performance of this and other methodologies. Alongside this methodological work we will re-assess existing prediction tools and develop new tools in the areas of cardiac surgery and kidney disease.
Practical Tools For Robust Analysis Of Large Epidemiological Studies With Incomplete Data
Funder
National Health and Medical Research Council
Funding Amount
$358,492.00
Summary
Studies of the causes and consequences of health outcomes follow large cohorts of individuals for long time periods. A major challenge in analysing data from these studies is that information is often incomplete. Participants rarely complete all waves of data collection, or provide all requested information. Statistical research has led to increased use of a statistical method (multiple imputation) that recovers information from incomplete cases. This project will develop and improve this method
Statistical Methods For Handling Missing Data In Longitudinal Studies
Funder
National Health and Medical Research Council
Funding Amount
$198,000.00
Summary
Modern epidemiological research has a strong focus on studying the causes and consequences of major health outcomes over the life span. Studies are increasingly conducted on large cohorts of individuals over long periods of time, extending from before birth through to the later years of life. An example of this type of study is the Victorian Adolescent Health Cohort Study, which began in 1992 with participants aged 15 and is now seeking funding for a 9th wave of data collection in 2005. A major ....Modern epidemiological research has a strong focus on studying the causes and consequences of major health outcomes over the life span. Studies are increasingly conducted on large cohorts of individuals over long periods of time, extending from before birth through to the later years of life. An example of this type of study is the Victorian Adolescent Health Cohort Study, which began in 1992 with participants aged 15 and is now seeking funding for a 9th wave of data collection in 2005. A major challenge that arises in analysing data from studies of this kind is the difficulty created by the occurrence of missing data. In longitudinal studies with multiple measurement occasions, participants rarely complete all waves of data collection, and even when present an individual may not provide data on all study variables. Common practice in analysing such data is to omit individuals entirely if they have a missing value on any of the variables required for the analysis in question. This approach can lead to major biases in conclusions, by excluding individuals in whom patterns of association may be quite different than among those retained, and at best leads to loss of reliability in findings due to the reduction in numbers available for analysis. Recent statistical research has led to a range of new techniques for better handling of missing data in such studies, including the method of multiple imputation (MI), under which multiple copies of the dataset are created with imputed values filled in for the missing values. This approach has enormous potential for helping to produce better answers from large longitudinal studies but a number of issues require research to ensure that the method is made available to researchers in a convenient form and, most importantly, used in a way that leads to sound conclusions. This project will address many of these issues, leading to enhanced capacity to extract valuable information from large epidemiological studies.Read moreRead less
Validating And Optimising The Analysis Of Magnetic Resonance Physiology Data
Funder
National Health and Medical Research Council
Funding Amount
$91,725.00
Summary
Combined electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) is used to detect the anatomical areas in the brain that show electrical activity. Several centres worldwide use this technique to localise the seizure focus in patients with epilepsy. However, there is a lack of validation of the currently applied techniques. Current analysis methods have been developed and validated for other fMRI paradigms, such as motor tasks. It is not known whether the same principles ar ....Combined electroencephalography (EEG) and functional magnetic resonance imaging (fMRI) is used to detect the anatomical areas in the brain that show electrical activity. Several centres worldwide use this technique to localise the seizure focus in patients with epilepsy. However, there is a lack of validation of the currently applied techniques. Current analysis methods have been developed and validated for other fMRI paradigms, such as motor tasks. It is not known whether the same principles are applicable and optimal for fMRI-EEG data. The proposed project aims at validating and optimising the analysis strategies for fMRI-EEG data.Read moreRead less
Discovery And Validation Of Alzheimer�s Disease Biomarkers In Human Plasma
Funder
National Health and Medical Research Council
Funding Amount
$365,126.00
Summary
With life expectancy increasing Alzheimer�s disease (AD) poses a rising medical and socioeconomic challenge, emphasising the need for the development of prevention and treatment strategies. Such strategies will be most effective if administered early in the disease process, making early diagnosis critical to their success. The identification of biomarkers in this project, which are altered during the development of AD, will lead to the development of such a means to diagnosis AD at an early stag ....With life expectancy increasing Alzheimer�s disease (AD) poses a rising medical and socioeconomic challenge, emphasising the need for the development of prevention and treatment strategies. Such strategies will be most effective if administered early in the disease process, making early diagnosis critical to their success. The identification of biomarkers in this project, which are altered during the development of AD, will lead to the development of such a means to diagnosis AD at an early stage, when interventions will have the most impact.Read moreRead less
Incidence And Risk Factors For Cancer After Liver And Cardiothoracic Transplantation
Funder
National Health and Medical Research Council
Funding Amount
$301,220.00
Summary
We will examine the incidence of cancer in patients before and after heart, lung, and liver transplantation. We will also examine the risk factors for cancer in these populations, including viral infection, time since transplantation, and the cause of organ failure. We will do this by linking data held by world-class Australian transplantation registries and the national cancer registry. Comparisons with other immune-deficient populations will allow valuable insight into the causes of cancer.
Chronic Disease Outcomes And Enhanced Primary Care In Seniors: A Cross-Jurisdictional Linkage Project
Funder
National Health and Medical Research Council
Funding Amount
$1,077,766.00
Summary
This project will provide evidence on how best to use the efforts of Australian GPs to obtain better outcomes in patients aged 65+ years who suffer from chronic diseases such as diabetes, heart disease and high blood pressure, asthma and emphysema, seizures and stomach disorders. It will also examine the best way that GP visits can promote healthier ageing in all older seniors, aged 75+ years. For each disease and in older seniors, the study will be able to detect which of the following factors ....This project will provide evidence on how best to use the efforts of Australian GPs to obtain better outcomes in patients aged 65+ years who suffer from chronic diseases such as diabetes, heart disease and high blood pressure, asthma and emphysema, seizures and stomach disorders. It will also examine the best way that GP visits can promote healthier ageing in all older seniors, aged 75+ years. For each disease and in older seniors, the study will be able to detect which of the following factors are the most important for better patient health: (i) seeing a GP more times, (ii) seeing a GP at more even intervals, (iii) seeing the same GP, or (iv) seeing a GP with a lot of experience in chronic diseases. Separate investigations will be made in older people living in hostels and nursing homes, because their needs may be different. The study will also evaluate the benefits of a major change that occurred to Medicare in 1999, when GPs were paid to perform health assessments and to prepare health plans (with other health workers) for patients with chronic health problems. The results will enable this important initiative to be further improved. The study will use a unique and new Australian research facility, which has brought together health data on the entire population of WA from both the State and Commonwealth levels, including information on Medicare use, pharmaceuticals, hospital stays and deaths. The facility works in such a way as to preserve patient and GP privacy. A strong feature of this research will be the degree of involvement of a representative and voluntary group of older Australian patients who attend GP clinics, and the GPs themselves, in advising the researchers on what's important to consumers and GPs.Read moreRead less