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First published online April 20, 2007
Journal of Experimental Biology 210, 1632-1640 (2007)
Published by The Company of Biologists 2007
doi: 10.1242/jeb.002691
Review Article |
Integrative physiology, functional genomics and the phenotype gap: a guide for comparative physiologists
Division of Molecular Genetics, University of Glasgow, Glasgow, G11 6NU, UK
e-mail: j.a.t.dow{at}bio.gla.ac.uk
Accepted 23 January 2007
| Summary |
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Our research group has argued for the redefinition of integrative physiology as the investigation of gene function in an organotypic context in the intact animal. Implicit in this definition is the use of transgenics and reverse genetics to manipulate gene function in a cell-specific manner; this in turn implies the use of a genetically tractable `model organism'. The significance of this definition is that it aligns integrative physiology with functional genomics. Again, functional genomics draws heavily on reverse genetics to elucidate the function of novel genes. The phenotype gap (the mismatch between what a genetic model organism's genome encodes and the reasons that it has historically been studied) emphasises the need to attract and empower functional biologists: can all 13 500 genes in Drosophila really be explained in terms of developmental biology? So, by embracing the integrative physiology manifesto, comparative physiologists can not only accelerate their own research, but their functional skills can make them indispensable in the post-genomic endeavour.
Key words: Drosophila melanogaster, Caenorhabditis elegans, Danio rerio, mouse, Malpighian tubule, bioinformatics
| Introduction |
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| Integrative physiology and functional genomics |
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Our group has argued that, rather than abandoning molecular biology in a
return to classical techniques, it is possible to integrate a gene-based
approach into studies of the whole organism
(Dow and Davies, 2003
).
Integrative physiology is seen as in the present motto of the American
Physiological Society as the move `from gene to tissue to
organism'. How can this be achieved? We have argued that transgenic
organisms, in which expression of a particular gene of interest is manipulated
upward or downward in a cell-specific manner, provide a potent link between
gene and organism (Dow and Davies,
2003
). In essence, physiologists are exhorted to adopt the skills
of the geneticist, by trying to understand the function of specific genes by
disrupting them or modulating them what is known as `reverse
genetics'. This philosophy is not merely academic: it was adopted by the UK's
Biotechnology and Biological Sciences Research Council in their recent
`Genomics in Animal Function (GAIN)' Initiative.
The attraction of this working definition of integrative physiologist is that it aligns comparative physiology with one of the most important research fields today; that of functional genomics the understanding of the function of all the genes encoded in a genome. Perhaps one-third of the genes in any genome (so perhaps 500010 000) are sufficiently novel that their function cannot be predicted in silico; for such genes, a reverse genetic work-up is considered one of the most powerful approaches.
For functional genomics, however, there is a major log jam in the reverse
genetic pipeline; there is no point in mutating a particular gene unless the
experimenter is able to recognize and study any resulting phenotype.
Functional genomics thus requires the broadest range of functional biologists
to align themselves with their endeavour. The problem is that model organisms
have come to prominence, not for their physiological tractability but for
highly focused studies typically of development. The `phenotype gap'
is therefore the mismatch between the functions encoded by an organism's
genome and what it has historically been used to study
(Brown and Peters, 1996
;
Bullard, 2001
;
Dow, 2003
;
Wang et al., 2004
). The scale
of this mismatch for most model organisms emphasizes the opportunities
available to comparative physiologists flexible enough to take on a new
organism.
It is actually possible to quantify the phenotype gap. By the time the
Drosophila genome was sequenced in 2000, I estimate that at least 300
000 researcher-years had been devoted to Drosophila the large
majority spent on studies of development. Drosophila genes are given
(more or less witty) names as they are first encountered, and so it is
possible to distinguish known, studied genes from those that are merely
computer annotated. Of the 13 500 or so genes identified in the first release
of the genomic sequence, only 20% were named
(Wang et al., 2004
). We can
thus assume that developmental biology, as a screen for new genes, has now
neared saturation. For the other 80% of genes, we need to seek new
phenotypes.
| The need for model organisms |
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The answer is twofold. Firstly, integrative physiology is not doctrinaire; it remains possible to continue working in a target species, while dipping occasionally into the remarkable resources associated with the model organism. For example, an insect physiologist working on an agricultural pest organism could look up the sequence of a particular neuropeptide receptor from the Drosophila genome project and use it to design primers that would be likely to pull the gene out of the target organism. Alternatively, if a gene was identified by an advanced molecular technique like suppression subtractive hybridization in the target species, mutants could be sought in the phylogenetically closest model species, and studied there, so as to understand the gene of interest rather better. The second answer is that, just because a model organism has a sequenced genome and a wealth of genetic resources, it is not intrinsically less interesting than a non-model; indeed, if one considers that the Krogh principle applies both to an organism that exemplifies a trait `and the ease with which it can be studied experimentally', then model organisms can acquire Krogh status for a surprising range of studies.
| Real physiology |
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Of course, these physiological examples are all drawn from neuroscience.
Our group's work, however, has shown that renal function can also be studied
to great advantage in Drosophila
(Dow and Davies, 2001
;
Dow and Davies, 2003
;
Dow and Davies, 2006
). The
sequenced genome allowed the rapid identification of genes encoding diuretic
neuropeptides (Cabrero et al.,
2002
; Coast et al.,
2001
; Kean et al.,
2002
; Terhzaz et al.,
1999
) and their receptors
(Johnson et al., 2005
;
Radford et al., 2002
), often
before it proved possible in nonmodel organisms, and indeed these studies
paved the way for similar work in other insects
(Radford et al., 2004
).
| Using the tools |
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However, there is still greater sophistication available. What if it is
desirable to express a gene of interest not just in a particular spatial
pattern but at a particular time? For example, it might be important to
express a deleterious construct only in adult Drosophila just before
study, to prevent pleiotropic effects (or even lethality) in the embryo or
larva. This can be achieved with a temperature-sensitive GAL4-binding protein,
GAL80. In flies transgenic for a GAL4 driver, a UAS-driven transgene and
GAL80, GAL4 is expressed in a spatially restricted pattern, but bound by
GAL80, thus preventing it from binding to UAS and activating the transgene.
However, when the temperature is raised to 30°C, GAL80 dissociates,
allowing GAL4 to bind to UAS and so activate the transgene
(McGuire et al., 2004
;
Suster et al., 2004
).
Another strategy is to provide the genetic equivalent of a `latching'
switch for the GAL4/UAS system. If a fly is generated containing a GAL4 driver
and a UAS-driven payload, but in the additional presence of a GAL4 transgene
downstream of a UAS promoter, then wherever GAL4 is transiently expressed, it
will activate the GAL4 transgene, so providing high levels of GAL4 expression
indefinitely in that cell (Hassan et al.,
2000
).
Sometimes, it can be hard to study the effects of a gene because available
mutants are lethal. The traditional Drosophila genetic technique is
to generate X-ray-induced mosaics, in which the mutation is only homozygous in
a small population of cells (Becker,
1975
). Clever experimental design can allow these cells to be
visibly marked; these mutant patches can then be studied in the context of an
otherwise normal animal. Yeast technology adds a modern twist to these
classical experiments; if the lethal mutation is crossed onto a chromosome
that has a yeast flippase recombination target (FRT) site near its centromere,
and then yeast flippase (FLP) is driven transgenically, there is a finite
chance that the chromosomes will recombine
(Golic and Lindquist, 1989
;
Xu and Harrison, 1994
). This
has the effect of producing clones of cells carrying two mutant (or two
wild-type) chromosomes. Of course, if UASFLP is driven with GAL4, it is
possible to target specific populations of cells, rather than throughout the
organism.
RNA interference (RNAi) by double-stranded RNA, originally employed in
Caenorhabditis elegans (Fire et
al., 1998
), has proved a potent means of obtaining hypomorphic
alleles of genes, without resorting to screening for new mutants. Although
many means of expressing double-stranded RNA (dsRNA), the precursor of short
interfering RNA (siRNA), have been developed, the favoured means at present is
to use Carthew's pWiz vector (Lee and
Carthew, 2003
). This has a complete pUC plasmid with antibiotic
resistance marker (so that it can be grown up in Escherichia coli),
P-element ends (so that it can transform into Drosophila at high
efficiency), a white minigene (to allow transgenic flies to be
identified by their red eyes) and rare-cutter sites (downstream of UAS) that
allow DNA fragments to be dropped into the vector in opposite orientations
(Fig. 2). The cloning sites are
on either side of an efficiently spliced white intron, believed to
help in the generation of dsRNA. This makes the generation of flies transgenic
for UASRNAi constructs a matter of a week's cloning, followed by a
three-month period of intermittent fly husbandry.
|
The weakness of many model organisms is the difficulty or impossibility of
targeted homologous recombination. Rather than just adding a transgene, this
is the ability to replace a particular genomic sequence with another sequence;
for example, to replace the open reading frame of a gene with green
fluorescent protein (GFP), so inactivating the gene while putting the reporter
under precisely the combination of promoters and enhancers that control the
wild-type gene. In Drosophila, this is now possible, although not
trivial. Golic's lab realized that the limitation was in producing a linear
targeting construct capable of recombination with the Drosophila
germ-line (Rong and Golic,
2000
; Rong et al.,
2002
). The procedure they designed involves inserting the
targeting construct stably into the germline by conventional transformation,
then excising it at FRT sites with a transgenic FLP recombinase enzyme. The
targeting construct is then able to synapse with its target, allowing
recombination to take place with reasonable efficiency
(Rong and Golic, 2000
;
Rong et al., 2002
).
The jewel in the crown of Drosophila genetics, however, is its
long history of community-generated resources. The largest stock centre, in
Bloomington
(http://flystocks.bio.indiana.edu/),
holds over 20 000 mutant fly lines, available for a nominal charge by e-mail:
requests are processed within a couple of weeks. Not only does this imply that
there is a good chance that an informative allele for a particular gene may
already exist but there is also the possibility of handling the direct
descendents of flies identified by the Drosophila pioneers, Morgan,
Bridges and Sturtevant. For example, we were recently able to document the
recapitulation of the human renal disease xanthinuria type I in mutants at the
Drosophila rosy locus, using the direct descendents of the
rosy2 mutants first identified around 1916
(Wang et al., 2004
). The
utility of these mutants is increased by the ease with which they can be
identified; the freely accessible Flybase website
(http://www.flybase.net/)
is exemplary in its ease of use.
Of course, similar results could be achieved in other organisms; it is the speed and cost that makes the Drosophila version of the technology so attractive.
| Drosophila and other models |
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In this context, it becomes clear that the trade-off between biomedical relevance and genetic power does not automatically lead to the mouse as uniformly best choice (Table 1).
Put simply, a transgenic mouse line takes several years, and perhaps in excess of $100 000 to realize, and then $10 000/year to maintain thereafter; whereas a transgenic fruit-fly line can be made for $500 in three months and then costs $30/year to maintain. Clearly, an investigator can gain time and flexibility, while saving considerable amounts of money, if their questions can be addressed in a simpler model.
Neither should it be assumed that biomedical research is the only kind
worth doing! Integrative physiology has perhaps as many as 30 million species
with which to work; and the demands of both basic, curiosity-led research and
perceived `usefulness' do not have to be antagonistic. For example, many
millions of lives are lost annually to parasitic diseases (notably, but not
exclusively, malaria) that are carried by Diptera phylogenetically
close relatives of Drosophila
(Butler, 2003
).
More generally, is there thus an adequate phylogenetic spread of model
species such that integrative biology can be evoked for a good proportion of
problems in comparative physiology? So far, the match is not perfect,
according to the NCBI's genome page
(http://www.ncbi.nlm.nih.gov/Genomes/).
Mammals are well-represented for genome projects, and mouse is the mainstay
model organism. The position is similar for insects, with Drosophila
melanogaster as the constituency champion (and sequencing underway or
complete for a total of 50 species). For birds, the chicken genome is now
released, but the transgenic resources are not yet as potent as for the first
models. For this reason, much is made of a particularly easy-to-transform
lymphoid cell line with high rates of recombination, DT40
(Buerstedde et al., 1990
)
although this of course is hardly `integrative' as we have defined it.
Other species, such as the zebra finch, Taeniopygia guttata, are
being sequenced. For fish, fugu (Takifugu rubripes), the related
pufferfish Tetraodon nigroviridis and zebra fish (Danio
rerio), and Oryzias latipes (Japanese medaka) sequences are
nearly complete; but targeted mutagenesis has been announced several times,
rather than been deployed as a routine tool, in fish. Elasmobranchs are
represented by Leucoraja erinacea (little skate). The Reptilia are
conspicuously unsequenced, and the Amphibia are represented by Xenopus
tropicalis (western clawed frog).
Among the simpler animal phyla, the nematode worm C. elegans has
remarkably potent genetic tools, especially for making transgenics; it is
possible to microinject embryos with plasmids that then replicate as episomal
`rafts', so providing effectively stable transformants overnight. By
generating worms transgenic for fluorescent reporters, mutagenising them and
passing them through essentially a modified FACS (fluorescence activated cell
sorting) machine, it has proved possible to screen 300 000 worms in a weekend
a throughput which is the envy of the fly community
(Strange, 2003
;
Strange, 2007
). As well as
several other members of the genus Caenorhabditis, the nematode
roundworm Trichinella spiralis (the cause of human trichinosis) is
being sequenced.
Outside of these `hotspots', however, things get patchier. The echinoderm species Strongylocentrotus purpuratus is being sequenced, and there is an expressed sequence tag (EST) sequencing project underway for the crab Carcinus maenus, and a genome project for the water flea Daphnia pulex, the tick Ixodes scapularis, the hemichordate acorn worm Saccoglossus kowalevskii, the freshwater planarian Schmidtea mediterranea and the pig tapeworm Taenia solium. For the molluscs, sequencing of the Atlantic surf clam (Spisula solidissima) and Biomphalaria glabrata (the freshwater snail host for schistosomiasis) is underway, and the sequence for Aplysia californica (California sea hare) is being assembled. In the even simpler cnidarians, assembled genomic sequence is available for two sea squirts (Cionia spp.), and a sea anemone (Nematostella vectensis) and the hydrozoan polyp Hydra magnipapillata are being sequenced. Perhaps most exotically, the tunicate Oikopleura dioica and the simplest known animal (and only known member of the Placozoa), Trichoplax adhaerens, are being sequenced. These data are summarized in Table 2.
|
Of course, genomic sequence is only one criterion for integrative biology, and it must be conceded that there are no publications describing transgenic technologies for the large majority of the organisms listed above. Nor can many of the species listed above be considered to be established physiological models. So, the list of models compatible with integrative physiology in Table 1 remains fairly definitive for the time being, until the genetics catches up with the genomics.
| The future for model organisms |
|---|
|
|
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| RNAi does it promote `target' species to `model' status? |
|---|
|
|
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However, problems remain; RNAi relies on the subversion of a mechanism probably intended to attack invading viruses, and a common side-effect of RNAi treatment is the nonspecific shutdown of transcription. Care must be taken to control also for the knockdown of closely related transcripts (so-called `off-target effects'). In addition, most RNAi alleles are hypomorphs, rather than nulls. This can be an advantage, as lethal mutations can be hard to study! However, we find that driving high levels of dsRNA inside cells with the GAL4/UAS system still only produces detectable knockdowns in about half of all cases (J.A.T.D., unpublished).
Given that RNAi is only partially effective when actually generated inside a cell, this might make one sceptical of the miraculous properties ascribed to RNAi in non-model organisms. dsRNA has been applied in the food, or injected into the haemocoel of larval and adult insects, and found to produce complete knockdowns that last for days, and in some cases have been heritable. These results imply that dsRNA is able to tunnel across basement membranes as well as plasma membranes, and sometimes even the bloodbrain barrier. So, although RNAi (or morpholinos) will prove important in nonmodel species, it must be seen as a maturing technology that requires strict controls to be respected. For example, western blotting with a specific antibody to show protein knockdown, accompanied by counterstaining for a related protein that is not affected, should be seen as a minimum requirement.
| Diversity and the insects |
|---|
|
|
|---|
In the case of the Drosophila tubule, the evidence is promising.
The importance of the apical V-ATPase is known from many species
(Bertram et al., 1991
;
Dow et al., 1994
;
Garayoa et al., 1995
;
Maddrell and O'Donnell, 1992
;
Pietrantonio and Gill, 1995
),
and the indications that a basolateral, glibenclamide and barium-sensitive
potassium channel is important are also well known
(Beyenbach and Masia, 2002
;
Evans et al., 2005
;
Masia et al., 2000
;
Weltens et al., 1992
;
Wiehart et al., 2003a
).
Neuroendocrine control shows great commonality, implying that neuropeptides
have a common origin in insects. In all insects studied so far, cyclic AMP is
diuretic and can be raised by either the corticotropin releasing factor-like
DH44 or the calcitonin-like DH31
(Coast, 1998
). Although the
similarities with the vertebrate peptides are very faint, it could be argued
that signalling through these peptides is conserved beyond insects.
The case can be made much more strongly, however, for the leucokinin
family. Indeed, although the first leucokinins were characterized in an insect
(Holman et al., 1984
), the
first gene for a leucokinin receptor, and its cognate peptide, were identified
in the pond snail Lymnaea stagnalis in a single, thoroughly
impressive paper (Cox et al.,
1997
). Similarly, leucokinin signalling is known to occur in the
Acari (mites and ticks) (Holmes et al.,
2000
). In insects, leucokinins are uniformly myogenic and diuretic
(Coast et al., 2002
).
Drosophila has proved useful in elucidating the mode of action of
these neuropeptides; not only were the first insect leucokinin and leucokinin
receptor genes identified in Drosophila, but the mode of action
(through intracellular calcium) was established with transgenic calcium
reporter technology (Radford et al.,
2002
; Terhzaz et al.,
1999
). Leucokinin signalling is sufficiently well conserved that
neuropeptides can be active across wide phylogenetic distances in the
insects.
|
So, overall, it looks as if data from Drosophila Malpighian tubules rolls out across all Diptera with very few caveats, and indeed the broad pattern of tubule function and control is recognizable across all insects (Fig. 3). So, the model organism/integrative physiology agenda seems to survive this relatively severe test (up to 30 million species in over 20 orders separated by 150 million years of rapid divergent evolution).
| Conclusion |
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| Acknowledgments |
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| Footnotes |
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| References |
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