My aim is to delay the onset of ageing-related changes so that healthy lifespan is extended. Therefore I investigate the basic biology of ageing, which includes a search for reliable predictive biomarkers of ageing, from the behavioural to the molecular. To test potential anti-ageing drugs and targets I use the model organism Drosophila, altering expression of potentially ageing-relevant genes during adulthood, thus mimicking drug treatment.
I have projects available for self-funding PhD and Masters by Research candidates.
Age is the major risk factor for the major causes of death in humans. Therefore I investigate the basic biology and the genetics of ageing with the aim of delaying the onset of ageing-related changes so that healthy lifespan is extended. To discover and test potential drug targets and therapies I use the model organism Drosophila. I welcome enquiries from students interested in this rapidly moving and very exciting area.
I also have a bioinformatics MRes project to investigate nuclear-mitochondrial genetic interaction effects on human health using UKBiobank data.
I have a PhD or MRes project to characterize small-molecule antimicrobials and antivirals (including SARS CoV2) derived from a novel source. We are close to patenting this.
Mimicking drug treatment by restoring youthful expression levels of ageing-relevant genes
Some genes change expression directionally with age, thus they are related to the ageing process either causally or consequentially. Most will be consequentially. If we extend lifespan using dietary restriction (DR) and measure gene expression and we see similar patterns of directional change in DR and control-fed flies, then these genes might be more likely to be causally associated with the ageing process. In the graphs below, gene expression between feeding regimes is different when measured using chronological time but when measured against cohort mortality, a proxy for physiological age (i.e. proportion of ultimate lifespan the animal/cohort has lived) the expression patterns are the same.
![](data:image/png;base64,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)
From Scott Pletcher’s paper in Current Biology (2002), data from http://www.hcoa.org/scott/
I use transgenic flies to maintain expression of specific ageing-relevant genes at young adult levels. By doing this I hope to achieve extension of healthy lifespan. The approach mimics a drug therapy approach to reduce or ameliorate the negative effects of age. The genes I test all have human homologs, some of which are either associated directly with ageing or with ageing-related morbidity, such as heart attack and Alzheimers Dementia. This work wss funded by the charity Help the Aged/Age Concern (now AgeUK).
Ageing (Aging – I side with the Americans here)
Evolutionary theory tells us why we age. So, while we know, therefore, that the answers are ultimately genetic, we don’t know what makes us age, how our genes allow the ageing process to progress, and how genetic differences can cause huge differences in lifespans between species. Understanding the causes of ageing is one of the last great mysteries in biology. The best way to measure ageing is to measure lifespan. And to study the genetics of ageing there is probably no better model organism than the fly Drosophila melanogaster.
Insulin-like signalling and ageing
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)
These female flies opposite have a mean lifespan difference of nearly 40% as a result of a single gene knocked out in the insulin/insulin-like signalling pathway. The one on the left lives longer; the gene knockout results in dwarfism as well as longevity. This work was done from 1998-2001 in Linda Partridge’s lab at University College London, and showed the importance of this pathway in modulating survival, an effect which is evolutionarily conserved from worms and flies through to mammals, and almost certainly humans. Funded by BBSRC.
The effects of mitochondrial genotype on ageing and lifespan
![](data:image/png;base64,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)
Controlling the nuclear genetic background to a much greater degree than previously achieved, I compared the effects on lifespan of a range of different mitochondrial genotypes. In real world terms this work suggested that, while it is possible for mitochondrial type (even single altered amino acids) to have very large lifespan effects, this may be uncommon.
This figure shows the effects on cohort survival of three different mitochondria on a single nuclear background (from a Hawaii strain). Between the Alstonville and Japan mitochondrial genomes that code for proteins there is only one amino acid difference (ND2: His182?Tyr). However these mitochondria on seven other nuclear genetic backgrounds showed very minor lifespan effects. This work was done at Monash University, Melbourne, Australia, from 2003-2006, funded by the Australian Research Council.
Because mitochondria are transmitted by females, not males, they avoid any natural selection in males. Using the strains I made during this work, the effect of this on males was elegantly demonstrated recently by Damian Dowling in an article in Science. He showed that mitochondrial genomes can have significant negative effects in males (especially reproductive), but not in females.
http://www.sciencemag.org/content/332/6031/845.short
Planned work – including student projects
- Testing a variety of genes for effects on health and lifespan (U/G or MSc project, or PhD project)
- Testing biomarkers of ageing in Drosophila, including Advanced Glycation End-products (A.G.E.s) and deletions in mitochondrial DNA (U/G or MSc project, or PhD project)
- Testing drugs in Drosophila for lifespan extension (U/G or MSc project, or PhD project)
- Cryogenic preservation of Drosophila embryos (U/G or MSc project, or PhD project)
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Aspirational work (collaborators needed)
Metabolomics of ageing in the rat
Describing the pathology of ageing in Drosophila
Interested students should email me for further information and reading on these topics, or come and see me. Note that currently, PhD students would need to be self-supporting.
Early work - Wolbachia
In 1991 I began studying the Wolbachia endoparasite in Drosophila under Ary Hoffmann in Melbourne, Australia:
Wolbachia (seen in red clustering about the poles of Drosophila embryonic nuclei pre-mitosis) infects a very large number and variety of terrestrial insects, isopod, mites, nematodes and other hosts, drastically altering their reproduction in order to spread itself through populations. In 1997 I confidently predicted that the phenomenon was of academic interest only and its popularity would wane. This graph above shows the extent to which interest waned. In fact Wolbachia is currently being trialed as a method to control the major mosquito vector of the dengue fever virus. Who knew? In fact, interest really took off about the time I stopped studying it. Clearly I was holding the field back.
Still, no-one has done the really interesting thing, which is to work out how Wolbachia alters host reproduction...