FOXO Regulates Organ-Specific Phenotypic Plasticity In
Phenotypic plasticity, the ability for a single genotype to generate different phenotypes in response to environmental conditions, is biologically ubiquitous, and yet almost nothing is known of the developmental mechanisms that regulate the extent of a plastic response. In particular, it is unclear why some traits or individuals are highly sensitive to an environmental variable while other traits or individuals are less so. Here we elucidate the developmental mechanisms that regulate the expression of a particularly important form of phenotypic plasticity: the effect of developmental nutrition on organ size. In all animals, developmental nutrition is signaled to growing organs via the insulin-signaling pathway. Drosophila organs differ in their size response to developmental nutrition and this reflects differences in organ-specific insulin-sensitivity. We show that this variation in insulin-sensitivity is regulated at the level of the forkhead transcription factor FOXO, a negative growth regulator that is activated when nutrition and insulin signaling are low. Individual organs appear to attenuate growth suppression in response to low nutrition through an organ-specific reduction in FOXO expression, thereby reducing their nutritional plasticity. We show that FOXO expression is necessary to maintain organ-specific differences in nutritional-plasticity and insulin-sensitivity, while organ-autonomous changes in FOXO expression are sufficient to autonomously alter an organ's nutritional-plasticity and insulin-sensitivity. These data identify a gene (FOXO) that modulates a plastic response through variation in its expression. FOXO is recognized as a key player in the response of size, immunity, and longevity to changes in developmental nutrition, stress, and oxygen levels. FOXO may therefore act as a more general regulator of plasticity. These data indicate that the extent of phenotypic plasticity may be modified by changes in the expression of genes involved in signaling environmental information to developmental processes.
Published in the journal:
. PLoS Genet 7(11): e32767. doi:10.1371/journal.pgen.1002373
Category:
Research Article
doi:
https://doi.org/10.1371/journal.pgen.1002373
Summary
Phenotypic plasticity, the ability for a single genotype to generate different phenotypes in response to environmental conditions, is biologically ubiquitous, and yet almost nothing is known of the developmental mechanisms that regulate the extent of a plastic response. In particular, it is unclear why some traits or individuals are highly sensitive to an environmental variable while other traits or individuals are less so. Here we elucidate the developmental mechanisms that regulate the expression of a particularly important form of phenotypic plasticity: the effect of developmental nutrition on organ size. In all animals, developmental nutrition is signaled to growing organs via the insulin-signaling pathway. Drosophila organs differ in their size response to developmental nutrition and this reflects differences in organ-specific insulin-sensitivity. We show that this variation in insulin-sensitivity is regulated at the level of the forkhead transcription factor FOXO, a negative growth regulator that is activated when nutrition and insulin signaling are low. Individual organs appear to attenuate growth suppression in response to low nutrition through an organ-specific reduction in FOXO expression, thereby reducing their nutritional plasticity. We show that FOXO expression is necessary to maintain organ-specific differences in nutritional-plasticity and insulin-sensitivity, while organ-autonomous changes in FOXO expression are sufficient to autonomously alter an organ's nutritional-plasticity and insulin-sensitivity. These data identify a gene (FOXO) that modulates a plastic response through variation in its expression. FOXO is recognized as a key player in the response of size, immunity, and longevity to changes in developmental nutrition, stress, and oxygen levels. FOXO may therefore act as a more general regulator of plasticity. These data indicate that the extent of phenotypic plasticity may be modified by changes in the expression of genes involved in signaling environmental information to developmental processes.
Introduction
The ability of organisms to adjust their development., physiology or behavior in response to environmental conditions, called phenotypic plasticity, is a defining property of life. Phenotypic plasticity underlies such diverse phenomena as the relationship between childhood nutrition and adult size in humans [1], caste determination in social insects [2], and stomatal opening and closing on the leaves of plants [3]. The past 20 years have seen great progress in understanding the molecular and developmental mechanisms by which the environment influences phenotype [4]–[6]. This has been accompanied by an increasing awareness of the central role phenotypic plasticity plays in evolution [7], [8]. Nevertheless, we know almost nothing of how the extent of phenotypic plasticity is regulated. Why are some traits or individuals highly sensitive to an environmental variable while other traits or individuals are less sensitive?
One of the most familiar and important examples of phenotypic plasticity is the response of body and organ size to changes in developmental nutrition, here referred to as nutritional plasticity. In animals as diverse as humans and flies, malnutrition during development reduces adult body size [9]–[11]. This is typically accompanied with a corresponding reduction in adult organ size, ensuring that organ size scales with body size and maintaining organismal integrity [12]. Nevertheless, not all organs show the same sensitivity to changes in developmental nutrition as the body as a whole. Some traits, such as the mammalian brain, show relatively low levels of nutritional plasticity [10], and are approximately the same size in large and small individuals [13]. Other traits, particularly secondary sexual characteristics used by males to attract mates, may show relatively high levels of nutritional plasticity and are proportionally larger in large individuals compared to small individuals [14]. Differences among organs in their relative nutritional plasticity are therefore critical to regulating body proportion across a range of body sizes. Body proportion is in turn critical to the maintenance of organismal form and function.
Work over the last twenty years has identified the insulin/IGF-signaling (IIS) pathway as the major signaling pathway coordinating growth with nutritional conditions in all animals [15]–[17]. IIS activity is regulated by the nutrition-dependent release of insulin-like peptides which binds to the insulin receptor (Inr) of dividing cells. This initiates a phospho-kinase signal transduction cascade that ultimately regulates cell growth and division. This regulation is both through activation of growth promoters such as RAS/MAP kinase [18] and through the suppression of growth inhibitors such as the forkhead transcription factor FOXO [19]–[21] and TSC1/2 [22]. One appealing but untested hypothesis, therefore, is that differences among organs in their nutritional plasticity are a consequence of differences in the way they employ or regulate the IIS pathway [23]–[26].
Here we use the fruit fly, Drosophila melanogaster, to identify the mechanisms that regulate the degree of an organ's phenotypic plasticity with respect to developmental nutrition. In Drosophila, most morphological traits share the same nutritional plasticity as the body as whole. However, the male genitalia are remarkably resistant to changes in developmental nutrition – like the mammalian brain they are more or less the same size in large and small individuals [12]. This phenomenon is shared among most arthropods [27] although its evolutionary explanation remain controversial [28]. We show that the reduced nutritional sensitivity of the genitalia is a consequence of their reduced insulin-sensitivity, and demonstrate that one way insulin-sensitivity is regulated is by expression of the forkhead transcription factor FOXO. FOXO expression is necessary to maintain organ-specific differences in nutritional-plasticity and insulin-sensitivity, while organ-autonomous changes in FOXO expression are sufficient to autonomously alter an organ's nutritional-plasticity and insulin-sensitivity.
Results
Drosophila genitalia are nutrition- and insulin-insensitive
We used the allometric coefficient to compare the nutritional plasticity of different organs within the Drosophila body. The allometric coefficient (b) is the slope of the linear scaling relationship between two traits plotted on a log-log scale; that is where log (trait 1 size) = b log (trait 2 size)+c. The coefficient gives the extent to which variation in the size of trait 1 is accompanied by variation in the size of trait 2. When size variation is due to variation in developmental nutrition, the allometric coefficient captures the nutritional plasticity of trait 1 relative to the nutritional plasticity of trait 2 [12]. A plot of organ size against body size for adult flies reared under a range of nutritional conditions (Figure 1A) shows that the male genitalia, as measured by the size of the genital arches, have a lower allometric coefficient, and hence lower nutritional plasticity, than other organs (Figure 1B).
The IIS pathway is the major regulator of size with respect to nutrition in all animals. The low nutritional plasticity of the genitalia in Drosophila may therefore be a consequence of their relative insensitivity to change in insulin signaling. This could be because the developing genitalia are exposed to elevated levels of circulating insulin-like peptides (dILPs) even when nutrition is low. dILPS are released into the hemolymph from insulin-producing cells (IPCs) in the brain, although it is possible that their distribution is modified by localized production of dILPs [29] or localized reduction of dILP-binding protein Imp-L2 [30]. Alternatively, the genitalia may show organ-autonomous insensitivity to reduced levels of Inr activity.
Several pieces of evidence suggest that the nutritional-insensitivity of the genitalia reflects a reduction in their organ-autonomous response to changes in Inr activity. First, mutations of Inr (InrE19) and its substrate chico (chico1) genocopy starvation and result in a more substantial reduction in the size of the wing and maxillary palp than the genitalia (Figure 1C). Second, this size effect is organ autonomous. A prior study used clonal analysis to generate maxillary palps and genitalia that were homozygous for chico1 on one side of the body and heterozygous for chico1 on the other. Genital arches consisting of mutant chico1 clones were 16% smaller than paired genital arches on the same male [26]. In contrast, maxillary palps consisting of mutant chico1 clones were 45% smaller than paired palps on the same male [26]. Third, organ-autonomous mutation of Inr has less of an inhibitory effect on the rate of cell proliferation in the genital discs than other discs. We used the MARCM system [31] to measure the rate of cell proliferation in Inr -mutant (InrE19) and wild-type control clones generated in the imaginal discs of late first-instar larvae. While mutation of Inr decreased the rate of cell proliferation for clones in all the discs, the suppressive effect was significantly greater in the wing and eye-antennal discs than in the genital disc (Figure 1E). In contrast, the effects of Inr mutation on cell size was the same for all imaginal discs, with a reduction in cell cross-sectional area of ∼10%, (not significant for the eye-antennal imaginal disc) (Figure 1F). Collectively, these data suggest that the low nutritional plasticity of the genitalia is consequence of their relative insensitivity to the effects of insulin-signaling on cell proliferation rather than cell size [26].
Insulin sensitivity is regulated downstream of Inr in the IIS pathway
These data suggest that the mechanism that reduces the genitals' response to changes in IIS and account for their reduced nutritional plasticity act downstream of Inr in the IIS pathway. The logic for this deduction is as follows. Because nutritional-insensitivity of the genitalia appears to reflect a reduction in their organ-autonomous response to changes in Inr activity, the mechanisms that regulate this insulin-insensitivity should lie within the insulin-signaling pathway itself. These mechanisms modify systemic inputs into the insulin-signaling pathway into organ-specific outputs. One method to identify where in the IIS pathway this mechanism acts is to perturb the IIS pathway at different points and assay the size effect on the genitalia compared to other organs, in well fed larvae. If the perturbation acts upstream of the mechanisms that regulate insulin-sensitivity, the perturbation will have less of an effect on the size of the genitalia compared to other organs and genocopy starvation. Conversely, if the perturbation does not act upstream of the mechanisms that regulate insulin-sensitivity the perturbation will have the same effect on the size of the genitalia as other organs. Since mutation of Inr and chico had less of an effect on the size of the genitalia than other organs, it follows that the mechanisms that account for this reduced sensitivity lie downstream of Inr and chico on the IIS pathway.
Insulin sensitivity is regulated at FOXO
To determine where in the IIS pathway the mechanisms that regulate insulin-sensitivity act, we used a variety of genetic method to systematically perturb signaling at genes increasingly downstream in the IIS pathway (Figure 2A). For each perturbation we assayed whether the relative reduction in size of the genitalia compared to the wings genocopied starvation; that is whether the perturbation had less of an effect on the size of the genitalia than on the size of the wing (Figure 2B). For positive regulators of IIS we perturbed signaling either using mutation or by driving UAS-mediated expression of RNAi or dominant-negative constructs using the disc-specific GAL4-driver P{GawB}NP6333 (here referred to as NP6333). For negative regulators of IIS we perturbed signaling by driving UAS-mediated expression of the gene, again using NP6333.
Perturbation at Chico, phosphoinositide 3-kinase (PI3K) 92E, PTEN, TOR, raptor (a co-factor of TOR), S6 Kinase (S6K) and Akt all genocopied dietary restriction and had less of an effect on the size of the genitalia than on the wings (Figure 2B). In contrast, all these perturbations had the same effect on the size of the maxillary palps as the wings (Figure 2C). This suggests that the mechanisms that reduce insulin-sensitivity in the genitalia lie downstream of these genes in IIS pathway.
The next gene downstream of Akt in the canonical IIS pathway is the Forkhead Box O transcription factor (FOXO) (Figure 2A). FOXO is a negative growth regulator, albeit one that is only activated when IIS is low [32]. When IIS is high, FOXO is phosphorylated by Akt. This disrupts DNA binding and causes FOXO to translocate to the cytoplasm [19]–[21], [33]. A decline in IIS leads to de-phosphorylation of FOXO, which accumulates in the nucleus and initiates the transcription of growth inhibitors, for example 4EBP [21]. Increased expression of FOXO decreases body and organ size [21]. Loss of FOXO, however, has no obvious effect on size in well-fed flies [19], presumably because in such flies FOXO would otherwise be deactivated by high IIS. In contrast, when IIS is low, for example in Inr, chico and Akt mutants, loss of FOXO attenuates any decrease in size [19]. FOXO is therefore necessary and partially sufficient for growth suppression in IIS mutant and starved flies [19].
Over-expressing FOXO in the imaginal discs using NP6333 genocopied dietary restriction, reducing the size of the adult wings and maxillary palps by ∼30% but only reducing the size of the genitalia by ∼15% (Figure 2B). This was not because the GAL4 driver expressed weakly in the genital disc: NP6333 drives expression of GFP in the wing and the genital discs equally (Figure S1). In contrast, using NP6333 to drive expression of constitutively activated forms of FOXO (FOXO.TM) in the imaginal discs of well-fed larvae had the same effect on the genitalia, wing and maxillary palps, causing a ∼30% reduction in size (Figure 2B and 2C). FOXO.TM is mutated at the three Akt-phosphorylation sites T44, S190 and S259. This permits insulin-insensitive nuclear transport and so its activity can not be suppressed by Akt [34].
The genitalia are therefore less sensitive to increased expression of FOXO.wt but not FOXO.TM when both are expressed using the same driver, while the wings and maxillary palps are equally sensitive to both. This suggests that the genitalia are better able to maintain phosphorylation at FOXO's AKT-phosphorylation sites, and hence limit FOXO's transcriptional activity, even when nutrition and IIS is low.
To confirm this, we measured FOXO activity in the wing and genital imaginal discs of fed and starved third instar larvae using the FRE-luciferase (FRE-luc) reporter construct [35]. The construct comprises the firefly luciferase gene under the transcriptional control of the herpes simplex minimal promoter and 8 direct repeats of the FOXO Response Element (FRE) [35]. FOXO activity can therefore be assayed by measuring luciferase activity. In both starved and fed larvae FOXO activity was higher in the wing than in the genital discs and the increase in FOXO activity upon starvation was greater in the former than in the latter (Figure 3A). Thus the genital discs are better able to limit FOXO activity when nutrition, and presumably IIS, is low.
FOXO is necessary to maintain organ-specific difference in nutritional- and insulin-sensitivity
If variation among organs in their nutritional- and insulin-sensitivity is mediated by FOXO, then loss of FOXO should result in all organs showing the same level of nutritional- and insulin-sensitivity. To test this we examined the nutritional plasticity of the wings, palps and genital in flies mutant for FOXO (FOXO21/FOXO25) [19]. FOXO21/FOXO25 mutants produce no detectable protein [36] and are assumed to be nulls [19]. Nevertheless, there does appear to be some residual binding of FOXO to DNA in these flies [36], so we will refer to these flies as FOXO-mutant rather than FOXO-null [37].
In wild-type flies reared under a range of nutritional conditions, a log-log plot of genital size against wing size has a gradient less than 1, indicating that for any reduction in wing size there is less of a reduction in genital size (Figure 3B). However, for FOXO mutants, this plot has a gradient not significantly different from 1, indicating that the effect of nutrition on organ size is the same in the wings and the genitalia (Figure 3B). Thus FOXO appears necessary to maintain differences in nutritional plasticity between the wing and the genitalia.
We used clonal analysis to determine whether FOXO is necessary to maintain the organ-specific response of cell proliferation to changes in IIS. Previous studies have demonstrated that loss of FOXO suppresses growth-deficient phenotypes of Inr mutants [19], [36]. Consistent with these studies we found that the rate of cell division in Inr-mutant clones in the imaginal discs was partially rescued if these clones were also mutant for FOXO (FOXO25) (Figure 3C). However, this rescue was only seen in the wing and eye-antennal discs. Inr-FOXO double mutant clones in the genitalia proliferated at the same rate as Inr mutant clones (Figure 3C). The result was that the rate of cell proliferation was the same in Inr-FOXO double mutant clones in the wing, eye-antennal and genital imaginal discs. In other words, mutation of FOXO reduces the insulin-sensitivity of cell proliferation in the eye-antennal and wing discs so that it is equal to the insulin-sensitivity of cell proliferation in the genital disc. Thus FOXO appears necessary to maintain the organ-specific response of cell proliferation to changes in IIS.
Limited FOXO activity in the genitalia is not due to increased Akt activity
Collectively these data suggest that the reason the male genitalia of Drosophila have a limited response to changes in nutrition and IIS is because they are able to limit the transcriptional activity of FOXO when nutrition and IIS is low, effectively restricting the genitals' size-response to one that is independent of FOXO. Other organs only show this reduced sensitivity to changes in nutrition and IIS when mutant for FOXO.
One mechanisms by which the genitalia could limit the transcriptional activity of FOXO when IIS signaling is low is if the suppressor of FOXO, Akt, were unusually active in the genital imaginal disc. If this were the case, then complete loss of Akt should remove this differential activity and reduce growth equally in the genital, wing and eye-antennal discs. To test this we generated clones of Akt null cells (Akt1) in the developing imaginal discs [38]. Loss of Akt had less of an effect on the rate of cell proliferation in the genital discs compared to the wing and the eye-antennal discs (Figure 1E). In fact, the effect on cell proliferation in the genital disc compared to the wing and eye-antennal discs was the same as for mutation of Inr. In contrast, loss of Akt had the same effect on cells size in all discs (Figure 1F). Thus the mechanisms that reduce the insulin-sensitivity of the genitalia are not contingent on heightened activity (or even presence) of Akt in the genitalia. Further, mutation of FOXO attenuated the effects of Akt mutation on cell proliferation in the eye-antennal and wing discs but not in the genital disc, with the rate of cell proliferation in Akt-FOXO double mutant clones more-or-less the same in all three disc types (Figure S2). Thus the organ-specific effects of Akt mutation, as for the organ-specific effects of Inr mutation, are FOXO dependent.
Limited FOXO activity in the genitalia is correlated with reduced FOXO expression
A second mechanism by which the genitalia could reduce levels of activated FOXO when IIS is low is through reduced expression of FOXO itself. Organs with low expression levels of FOXO might have less FOXO available to inhibit growth, and would require less activated Akt to phosphorylate what little FOXO there is. This would account for differences among organs in their response to increased expression of FOXO: organs with low levels of endogenous FOXO may be more able to deactivate any additional FOXO, there-by reducing the effect on size.
To examine this we used quantitative RT-PCR (qPCR) to measure the expression of FOXO in the developing genital, wing and eye-antennal imaginal discs. We found that the genital discs express significantly lower levels of FOXO compared to other organs (Figure 4A).
Up- or down-regulating FOXO expression is sufficient to alter organ plasticity
If reduced FOXO expression were indeed the mechanism by which the genitalia reduce their insulin-sensitivity and nutritional plasticity, then increasing expression of FOXO in the genitalia should increase their size response to changes in nutrition. Conversely, decreasing FOXO expression in the wings should reduce their size response to changes in nutrition.
To test this we altered expression of FOXO in the developing wing and genital imaginal discs and assayed the extent to which adult wing and genital size responded to changes in developmental nutrition, that is their nutritional plasticity. We used NP6333 to drive FOXO.wt and FOXO.RNAi expression, increasing and decreasing FOXO expression respectively (Figure S3). We measured nutritional plasticity as the slope of the scaling relationship between organ size and body size (the organ's allometric coefficient) where variation in size is a consequence a variation in developmental nutrition.
Consistent with our hypothesis, increasing the expression of FOXO in the genitalia increased their nutritional plasticity compared to controls (Figure 4B and 4C). Conversely, decreasing the expression of FOXO in the wings decreased their nutritional plasticity (Figure 4C). Expression of FOXO.RNAi in the genitalia reduced FOXO expression to immeasurable levels but did not, however, further reduce their nutritional plasticity (p = 0.622). The effects of FOXO expression on plasticity were organ autonomous. NP6333 does not drive expression in the leg imaginal discs and the nutritional plasticity of the legs were unaffected by changes in FOXO expression in other imaginal discs (Figure S4). Changing in FOXO expression in the imaginal discs also did not influence final body size (Figure S4).
There is a non-linear relationship between FOXO expression and organ plasticity
To further explore how FOXO influences insulin-sensitivity and nutritional plasticity, we manipulated expression of FOXO in the wing by exploiting the temperature dependence of GAL4 activity [39]. We reared NP6333>FOXO.wt larvae at increasingly higher temperatures (17–25°C), which resulted in increasingly elevated levels of FOXO expression in their wing discs (Figure S5). Surprisingly, while a moderate increase in FOXO expression increased the nutritional plasticity of the wing (>FOXO.wt at 23°C), substantial increases in FOXO expression (>FOXO.wt at 25°C) reduced plasticity to a level below that observed when FOXO expression is down-regulated (>FOXO.RNAi at 20°C) (Figure 5A). These effects were not due to the effects of temperature on nutritional plasticity: nutritional plasticity of wild-type control wings slightly decreased with an increase in temperature, and this was accompanied by a corresponding decrease in the expression of FOXO (Figure S6). Further analysis revealed that very high and very low levels of FOXO expression affected nutritional plasticity in different ways (Figure 5B). A reduction in FOXO expression reduced wing plasticity by inhibiting a decrease in wing size in poorly-fed flies, with flies maintaining a large wing size across a range of nutritional conditions. In contrast, a substantial increase in FOXO expression reduced wing plasticity by inhibiting an increase in wing size in well-fed flies, with flies having reduced wings across a range of nutritional conditions.
Discussion
FOXO and plasticity
These data support the hypothesis that the extent of nutritional plasticity of organ size in Drosophila is regulated by FOXO. The genitalia of Drosophila show low levels of nutritional plasticity and are able to maintain their size even in larvae that are food-restricted. The mechanisms that account for this reduced plasticity are dependent on and act at FOXO in the IIS pathway. FOXO is a growth inhibitor that is deactivated by IIS when developmental nutrition is high but becomes active as the level of nutrition and IIS activity falls. The growing genitalia appear to attenuate their size-response to changes in nutrition and IIS by expressing only low levels of FOXO, thereby limiting the activation of FOXO in conditions of low nutrition.
Implicit to this model of plasticity regulation is that the IIS and FOXO affect organ size by suppressing growth when nutrition is low and permitting growth when nutrition is high. It follows that there are mechanisms other than IIS that promote growth in the imaginal discs, the downstream effects of which are suppressed by FOXO in low nutritional conditions. Indeed, the fact that cells lacking Inr or Akt are able to proliferate relatively efficiently in the genital discs, and in wing and eye-antennal discs with mutant FOXO, indicate that growth can occur independently of IIS. It is possible, therefore, that the low nutritional plasticity of the genitalia reflects the genital-specific activation, rather than de-repression, of other growth-promoting pathways when IIS is low. Our data suggest that this is not the case. We found that FOXO expression is necessary to maintain the differential response of discs to changes in nutrition and IIS, and that decreasing FOXO expression is sufficient to reduce a disc's nutritional- and insulin-sensitivity. Thus any putative up-regulation of growth-promoting pathways in the genital discs of malnourished larvae is FOXO dependent. It is difficult to conceive of a mechanism by which lowering FOXO expression in an individual organ could promote that organ's growth in malnourished larvae, except if FOXO were acting as a nutrition-dependent growth inhibitor.
The mechanism by which FOXO regulates size explains why both low and high levels of FOXO expression reduce an organ's nutritional plasticity. At low levels of FOXO expression growth is not inhibited when nutrition and IIS is low and organs maintain a large size even in larvae that are nutritionally stressed. On the other hand, at high levels of FOXO expression there may be insufficient activated Akt to phosphorylate and deactivate FOXO even when IIS is high, and organs maintain a small size even in larvae that are well-fed. This reduction in organ size is due to the suppressive effects of activated FOXO on cell proliferation, but may also be a consequence of activated FOXO increasing apoptosis [40]. Thus nutrition appears to modulate organ size within a specific range, with FOXO expression regulating how much of this range is realized across nutritional conditions. What defines the limits of this range is unclear. Cells lacking Inr and Akt continue to proliferate, albeit at a reduced rate, confirming the existence of growth-promoting mechanisms that are IIS independent. ‘Minimum’ organ size may therefore reflect the residual activity of these growth-promoting mechanisms when FOXO is maximally activated. Conversely, ‘maximum’ organ size may reflect the activity of these growth-promoting mechanisms when FOXO is absent.
FOXO expression is both sufficient and necessary to generate organ-specific differences in nutrition- and insulin-sensitivity. However, increasing FOXO expression in the genital discs did not elevate their nutritional plasticity to that of the wing. This may be a consequence of the non-linear relationship between FOXO expression and plasticity – a more moderate increase in FOXO expression in the genital discs may elevate their nutritional plasticity further. Nevertheless, additional processes might limit the nutritional plasticity of the genitalia, independent of FOXO expression. For example, it is possible that factors apart from Akt suppress the activity of FOXO in the genital discs of malnourished larvae. These factors would presumably act by phosphorylating FOXO at the same sites as Akt, since the genitalia do not appear to be resistant to activated FOXO that is mutant at these sites (FOXO.TM). Such factors exist in mammals (serum/glucocrticoid-induced kinase, SGK [33]), but have not yet been identified in Drosophila. Further, nutritional insensitivity in mammals appears to be conferred by localized production of insulin-like growth factors, specifically in the CNS [41]. Our data suggest that the nutritional-insensitivity of the genitalia can be wholly explained by their insensitivity to changes in Inr activity (Figure 1C). Even so, it is possible that local sources of dILPs may also ameliorate the effects of reduced nutrition on the systemic supply of dILPs from the IPCs to individual organs [29], [42]. Examining the insulin-sensitivity of discs cultured in vitro would test this hypothesis directly.
It will also be interesting to explore the role of TOR-signaling in regulating disc-specific nutritional sensitivity. We found that the genitalia were relatively insensitive to changes in raptor, TOR and S6K activity (Figure 2B). The loss of disc-specific nutritional sensitivity in flies mutant for FOXO suggest that FOXO also plays a role in regulating a disc's response to changes in nutrition via TOR-signaling. However, whilst there is considerable crosstalk between the IIS and TOR signaling pathways [43]–[45], it is not immediately clear how this regulation would be achieved.
A recent study by Cheng et al revealed that anaplastic lymphoma kinase (Alk) plays a key role in limiting the response of the CNS to changes in developmental nutrition in Drosophila [46]. Larvae that are nutritionally restricted late in larval development are able to continue growth of CNS in conditions that inhibit growth of the body as a whole. Alk is a receptor tryrosine kinase that activates PI3K independently of Inr, allowing PI3K-regulated growth in the CNS even when nutrition and Inr activity is low [46]. Like the CNS, the imaginal discs are also able to grow when nutrition and Inr activity is restricted late in larvae development, albeit at a reduced rate [23], [47], and this may also be a consequence of Alk activity. However, Alk does not appear to account for variation among discs in their insulin-sensitivity. This is because Alk acts upstream of PI3K to regulate insulin-independent growth: the CNS is insensitive to a reduction in Inr activity but not to a reduction in PI3K or Akt activity [46]. In contrast, our data indicate that final genital size is relatively insensitive to a reduction in both PI3K and Akt activity, suggesting that the mechanisms that regulate this insensitivity lie downstream of these genes in the IIS. Thus there appears to be at least two mechanisms that limit nutritional sensitivity in Drosophila organs: Alk-signaling, as observed in the CNS, and low levels of FOXO expression, as observed in the genital discs.
Work over the last decade has established FOXO as a major regulator of longevity, diabetes, and organ and body size. Our study expands this role to include regulation of nutritional plasticity and insulin-sensitivity. However, FOXO may be a more general plasticity gene [48]. The male genitalia of Drosophila show reduced plasticity not only in response to developmental nutrition but also developmental temperature and density [12]. FOXO lies at the nexus of a number of other signaling pathways involved in size regulation [49], including the Wingless [50], JNK [40], HIF [51] and Hippo/MST signaling pathways [52]. It is possible, therefore, that changes in FOXO expression is a common mechanism by which organs regulate their response to environmental factors that reduce size. Further, if genetic variation in size is a consequence of allelic variation in these different signaling pathways, then low levels of FOXO may also limit an organ's response to genetic factors that reduce size.
FOXO and morphological scaling
By altering an organ's nutritional plasticity we affected how that organ's size scaled with body size, as both varied with nutritional condition. The scaling relationship between organ and body size controls body proportion and defines the shape of an animal [53]. Evolutionary diversity is dominated by variation in shape and changes in morphological scaling is one of the primary mechanisms by which this variation is generated [54], [55]. Indeed, the phenomenon of scaling and its developmental regulation has intrigued some of the greatest minds in evolutionary biology over the last 100 years [54]–[57]. Knowledge concerning the proximate mechanisms that produce morphological scaling relationships is therefore central to understanding of the development and evolution of morphology. Our study identifies FOXO as a key regulator of morphological scaling in Drosophila. However, the importance of nutrition as a regulator of size in animals and the evolutionary conservation of the IIS suggests that FOXO may be a proximate target of selection on morphological scaling in animals in general.
The non-linear relationship between FOXO expression and nutritional plasticity means that ostensibly similar scaling relationships may be achieved either through increases or decreases in FOXO expression. In Drosophila, nutritional-insensitivity of the genitalia is achieved through a reduction in FOXO expression, with flies maintaining a near maximum genital size even in poorly-fed individuals. In the horned beetle, Onthophagus nigriventris, horn size in small males and females is also nutritionally-insensitive and is more-or-less constant across a range of body sizes [58]. However, in this case it is because these beetles suppress horn growth and maintain a minimum horn size even in better-fed individuals. Such a phenotype would result if FOXO expression were relatively high in the developing horns of small males and females. Indeed, this is supported by the finding that expression levels of Inr, a transcriptional target of FOXO, are elevated in these horns [58]. Thus, while FOXO expression may prove to be a proximate target of selection on morphological scaling, its response to selection will depend on the nature of the selective pressure.
The regulation and evolution of phenotypic plasticity
Plasticity is a fundamental biological process that ensures that individuals' morphology, behavior and physiology match their environment. An essential aspect of this process is how these pathways are modified to either amplify or attenuate the environmental signal to which an individual is responding, thereby modulating the extent of the plastic response. Understanding the mechanisms that regulate the extent of trait plasticity is important for two reasons:
First, an understanding of how phenotypic plasticity is regulated has important consequences for the study of diseases that result from changes in plasticity. One particularly relevant example is type 2 diabetes, characterized by a reduction in insulin-sensitivity. Interestingly, Foxo1 expression appears to be a positive regulator of insulin-sensitivity in mammalian kidney cells [59] but a negative regulator in the liver, adipocytes and pancreatic β-cells [60]. Such apparently contradictory findings provide additional support for a non-linear relationship between FOXO expression and nutritional- and insulin-sensitivity.
Second, phenotypic plasticity – and its inverse environmental canalization – are increasingly recognized as playing a central role in evolution. Numerous studies have demonstrated that trait plasticity varies within and between species (e.g. [61]–[64], see [48] for review) and can be altered through selection [65]–[68]. Further, plasticity may facilitate the evolution of novel traits through genetic assimilation [7], [69]. Nevertheless, the developmental mechanisms that are the target for selection on plasticity remain poorly elucidated. Without such elucidation our understanding of how these mechanisms facilitate and bias evolutionary processes will remain incomplete.
Our study provides a foundation for future research into the regulation of phenotypic plasticity. The data suggest that variation in plasticity, either between different traits within an individual, or between the same trait in different individuals and species, may be consequence of differences in the expression of genes involved in signaling environmental information to developmental (or physiological or behavioral) processes. The generality of this mechanism in regulating the extent of phenotypic plasticity, however, requires further investigation.
Materials and Methods
Flies
The following flies were used in this study (stock numbers are in parentheses): The GAL4-driver P{GawB}NP6333 (113920) is expressed in the wing, eye-antennal, and genital imaginal discs and was acquired from the DGRC, Kyoto, Japan. UAS-Akt.RNAi (2902), UAS-PI3K.RNAi (38986 & 38986), UAS-Inr.RNAi (992 & 993), UAS-FOXO.RNAi (30556), and UAS-raptor.RNAi (13112) were from the VDRC (Vienna, Austria). InrGC25 (9554), InrE19 (9646), UAS-GFP (5430) UAS-Inr.DN (8253), UAS-TOR.TED (7013), UAS-TOR.WT (7012) and FRT82B arm-lacZ (7369) were from the Bloomington stock center (Bloomington, IN). S6Kl-1 was the kind gift of George Thomas. chico1, FOXO21 and FOXO25 was the kind gift of Ernst Hafen. Akt1 was the kind gift of Hugo Stocker. UAS-PTEN was a kind gift of Bruce Edgar. UAS-FOXO.wt was the kind gift of Jamie Kramer. UAS-FOXO.wt (m3-1), UAS-FOXO.TM (f3-9) and UAS-FOXO.TM (m6-15) were the kind gift of Marc Tater. y,w,UAS-GFP; tub-GAL4, FRT82B, tub-GAL80 was the kind gift of Melissa Gilbert. P{GAL4}NP6333, UAS-FOXO.wt (Kramer), and UAS-GFP, were used to assay the affect of FOXO expression on morphological scaling, and were made coisogenic through backcrossing into a wild-type SAM background for 5 generations. FRE-Luc was the kind gift of Brian Staveley.
Scaling relationships
All scaling relationships were for isogenic flies where variation in size was due to variation in developmental nutrition [70]. Flies were crossed and females allowed to oviposit in vials containing standard cornmeal/molasses medium for a 24 hour period (∼50 eggs per vial). Each vial was then left for a further 4 days, at which point the larvae in a vial were between 4 and 5 days old and showed a range of sizes. All the larvae in the vial were transferred to individual 1.5 ml microcap tubes without food and left to complete development. Because the larvae were starved at different sizes they generated adults of a similar range of sizes, where size variation was due to differences in the amount of developmental nutrition each larva received. Adults were dissected as described in [12]. Previous studies have shown thorax length to be a less than ideal proxy for overall body size [12], but that there is a tight correlation between pupal size and adult body size [71]. Consequently, we used pupal case size as a measure for body size. Digital images of pupal cases were collected and the area of the pupal case when viewed from the dorsal aspect was measured. The size of other parts of adult morphology were measured as described in [12]. Scaling relationships were fitted using the standardized major axis, and slopes were compared using the smatr [72] package in R [73]. Unless otherwise stated, all larvae were reared at 25°C in constant light. However, NP6333>FOXO.RNAi larvae were reared at 20°C, since larvae reared at higher temperatures did not eclose as adults, while NP6333>FOXO.wt larvae were reared at 17, 20, 23, 24 and 25°C, as a means to control the expression of FOXO.
For Figure 5B, the wing-body scaling relationships for NP6333>FOXO.RNAi (20°C), >FOXO.wt (23°C) and >FOXO.wt (25°C) flies were normalized for temperature using the wing-body scaling relationships of the control flies (NP6333>GFP) at 20, 23 and 25°C. We first transformed the data for experimental and control flies reared at 20 and 25°C so that the bivariate mean of wing and body size for the un-starved control flies was equal to that of the un-starved control flies reared at 23°C. We then used this bivariate mean as an anchor point around which we rotated the data for the 20 and 25°C experimental and control flies such that the slope of the scaling relationship for the controls flies was equal to that of the control flies reared at 23°C. In sum, these transformations resulted in a common control scaling relationship at all three temperatures, against which the experimental scaling relationships were plotted.
Perturbation of the IIS pathway
The IIS pathway was perturbed at Inr using mutation (InrE19), RNAi (NP6333>UAS-Inr.RNAi) and by expressing a dominant negative of Inr (NP6333>UAS-Inr.DN); at Chico using mutation (chico1) and RNAi (NP6333>UAS-chico.RNAi); at PI3K using RNAi (NP6333>UAS-Pi3K.RNAi); at PTEN by over-expressing pten (NP6333>UAS-PTEN); at AKT using RNAi (NP6333>UAS-Akt.RNAi); at raptor using RNAi (NP6333>UAS-raptor.RNAi); at TOR by over-expressing Tor (NP6333>UAS-TOR.WT and NP6333>UAS-TOR.TED); at S6 Kinase by mutation (S6Kl-1) and RNAi (NP6333>UAS-S6K.RNAi), and at FOXO by over-expressing wild-type and constitutively active FOXO (NP6333>UAS-FOXO.wt and NP6333>UAS-FOXO.TM respectively). All larvae were reared at low density on standard cornmeal/molasses medium at 25°C. Body parts were measured as described in [12].
Clonal analysis
Clones were induced using the MARCM system and marked using GFP [31]. Flies were of the genotype hsflp; tub-GAL4, FRT82B, tub-GAL80/FRT82B, X, where X was either arm-lacZ (control), InrE19, Akt1, InrE19+FOXO21, or Akt1+FOXO21. Females were left for 2 h to clear retained eggs and then allowed to lay a 6 h cohort of larvae. Larvae were heat-shocked at 37°C for 1.5 h, 42 h after egg laying to generate mitotic clones. Clones were left to develop for ∼48 h before the wing, eye-antennal and genital imaginal discs from each larva were dissected and fixed. The timing of each dissection was recorded to calculate the precise age of clones within each larvae. Discs were dissected from eight to 10 larva for each genotype. The discs were imaged using standard methods and the number of cells within each clone was recorded. The number of clones per disc ranged from five to 30. The rate of cell proliferation for each clone was calculated as log(N)/t where N is the number of cells in each clones and t is the age of the clone. A mixed model analysis of variance (ANOVA) with disc type and genotype as fixed effect and larvae as random effect was used to estimate the mean rate of cell division for each genotype/disc type combination whilst controlling for variation in the rate of cell division among larvae. A subsequent Tukey HSD test was used to compare specific rates of cell division between specific genotype/disc-type combinations. We also estimated the size of cells within each clone by measuring their cross-sectional area at the surface of the disc. The data were again analyzed using a mixed model ANOVA to calculate mean cell size for each genotype/disc type combination. All analyses were conducted with JMP (SAS Institute).
Quantitative real-time PCR (qPCR)
qPCR was conducted on imaginal discs from male SAM wild-type third instar larvae reared at low density on standard cornmeal/molasses medium at 25°C and dissected 39 hours after ecdysis from the second to the third larval instar. Gene expression was assayed on four to five biological replicates, using a standard curve and normalized against expression of 28S rRNA. Primers for assaying FOXO expression levels were AGGCGCAGCCGATAGACGAATTTA (forward) and TGCTGTTGACCAGGTTCGTGTTGA (reverse). Primers for assaying 28S expression levels were TAACGAACGAGACTCAAATATAT (forward) and GAATGAAGGCTACATCCGC (reverse). Standard curves were generated using seven serial dilutions of total RNA extracted from 2× 1st instar larvae, 2× 2nd instar larvae, 2× 3rd instar larvae (male), 2× pupae (male) and 2× adult flies (male). The same methods was used to assay gene expression in the imaginal discs of NP6333>FOXO.wt, NP6333>FOXO.RNAi, and NP6333>GFP larvae. However, because these larvae were reared at different temperatures, wing imaginal discs were dissected at a specific developmental stage (wandering) rather than a specific larval age.
FOXO activity assay
FRE-luc larvae were reared on standard cornmeal medium at 25°C and staged into 4 hour cohorts at ecdysis to the third larval instar. Larvae were then reared at 25°C for an additional 15 hours before being either starved for 24 hours or left to continue feeding. Larvae were then dissected in PBS and their wing and genital imaginal discs were stored in minimal PBS at −80°C. One hundred wing and 100 genital imaginal discs from both fed and starved larvae were homogenized in 50 µl of PBS with protease inhibitor (Roche) and then centrifuged at 13,0000 rpm for 5 minutes. We then tested 10 µl of the supernatant for lucifersase activity using the Promega Luciferase Assay System. We measured the protein concentration for each sample using a standard BCA assay and normalized the luciferase activity as activity per mg.
Supporting Information
Zdroje
1. SamarasTT 2007 Why the study of human size is important. SamarasTT Human Body Size and the Laws of Scaling New York Nova Science Publishers 1 15
2. HuberF 1821 New Observations on Bees London Longman, Hurst, Rees, Orme and Brown
3. ChavesMMFlexasJPinheiroC 2009 Photosynthesis under drought and salt stress: regulation mechanisms from whole plant to cell. Ann Bot 103 551 560
4. EdgarB 2006 How flies get their size: genetics meets physiology. Nat Rev Genet 7 907 916
5. MoczekAP 2010 Phenotypic plasticity and diversity in insects. Phil Trans Roy Soc Lond B 365 593 603
6. Aubin-HorthNRennSC 2009 Genomic reaction norms: using integrative biology to understand molecular mechanisms of phenotypic plasticity. Mol Ecol 18 3763 3780
7. West-EberhardMJ 2005 Developmental plasticity and the origin of species differences. Proc Natl Acad Sci U S A 102 Suppl 1 6543 6549
8. SchlichtingCDPigliucciM 1998 Phentypic Evolution - A reaction norm perspective Sunderland, MA Sinaeur
9. MartorellRRamakrishnanUSchroederDGMelgarPNeufeldL 1998 Intrauterine growth retardation, body size, body composition and physical performance in adolescence. Eur J Clin Nutr 52 Suppl 1 S43 52; discussion S52-43
10. GuthrieHABrownML 1968 Effect of severe undernutrition in early life on growth, brain size and composition in adult rats. J Nutr 94 419 426
11. RobertsonFW 1963 Ecological Genetics of Growth in Drosophila .6. Genetic Correlation between Duration of Larval Period and Body Size in Relation to Larval Diet. Genet Res 4 74 92
12. ShingletonAWEstepCMDriscollMVDworkinI 2009 Many ways to be small: different environmental regulators of size generate distinct scaling relationships in Drosophila melanogaster. Proc Roy Soc Lond B Biol Sci 276 2625 2633
13. KohILeeMSLeeNJParkKWKimKH 2005 Body size effect on brain volume in Korean youth. Neuroreport 16 2029 2032
14. DavidPHingleAGreigDRutherfordAPomiankowskiA 1998 Male sexual ornament size but not asymmetry reflects condition in stalk-eyed flies. Proc Roy Soc Lond B Biol Sci 265 2211 2216
15. ClemmonsDRUnderwoodLE 1991 Nutritional regulation of IGF-I and IGF binding proteins. Annu Rev Nutr 11 393 412
16. IkeyaTGalicMBelawatPNairzKHafenE 2002 Nutrient-dependent expression of insulin-like peptides from neuroendocrine cells in the CNS contributes to growth regulation in Drosophila. Curr Biol 12 1293 1300
17. StrausDS 1994 Nutritional regulation of hormones and growth factors that control mammalian growth. FASEB J 6 12
18. YenushLWhiteMF 1997 The IRS-signalling system during insulin and cytokine action. BioEssays 19 491 500
19. JungerMARintelenFStockerHWassermanJDVeghM 2003 The Drosophila Forkhead transcription factor FOXO mediates the reduction in cell number associated with reduced insulin signaling. J Biol 2 20
20. KramerJMDavidgeJTLockyerJMStaveleyBE 2003 Expression of Drosophila FOXO regulates growth and can phenocopy starvation. BMC Dev Biol 3 5
21. PuigOMarrMTRuhfMLTjianR 2003 Control of cell number by Drosophila FOXO: downstream and feedback regulation of the insulin receptor pathway. Genes Dev 17 2006 2020
22. PotterCJHuangHXuT 2001 Drosophila Tsc1 functions with Tsc2 to antagonize insulin signaling in regulating cell growth, cell proliferation, and organ size. Cell 105 357 368
23. ShingletonAWMirthCKBatesPW 2008 Developmental model of static allometry in holometabolous insects. Proc Roy Soc Lond B Biol Sci 275 1875 1885
24. EmlenDJCorley LavineLEwen-CampenB 2007 On the origin and evolutionary diversification of beetle horns. Proc Natl Acad Sci U S A 104 Suppl 1 8661 8668
25. ShingletonAWFrankinoWAFlattTNijhoutHFEmlenDJ 2007 Size and Shape: The developmental regulation of static allometry in insects. BioEssays 29 536 548
26. ShingletonAWDasJViniciusLSternDL 2005 The temporal requirements for insulin signaling during development in Drosophila. PLoS Biol 3 e289 doi:10.1371/journal.pbio.0030289
27. EberhardWG 2009 Static allometry and animal genitalia. Evolution 63 48 66
28. ArnqvistG 1997 The evolution of animal genitalia: Distinguishing between hypotheses by single species studies. Biol J Linn Soc 60 365 379
29. BrogioloWStockerHIkeyaTRintelenFFernandezR 2001 An evolutionarily conserved function of the Drosophila insulin receptor and insulin-like peptides in growth control. Curr Biol 11 213 221
30. HoneggerBGalicMKohlerKWittwerFBrogioloW 2008 Imp-L2, a putative homolog of vertebrate IGF-binding protein 7, counteracts insulin signaling in Drosophila and is essential for starvation resistance. J Biol 7 10
31. LeeTLuoL 1999 Mosaic analysis with a repressible cell marker for studies of gene function in neuronal morphogenesis. Neuron 22 451 461
32. NeufeldTP 2003 Shrinkage control: regulation of insulin-mediated growth by FOXO transcription factors. J Biol 2 18
33. Van Der HeideLPHoekmanMFSmidtMP 2004 The ins and outs of FoxO shuttling: mechanisms of FoxO translocation and transcriptional regulation. Biochem J 380 297 309
34. HwangboDSGershamBTuMPPalmerMTatarM 2004 Drosophila dFOXO controls lifespan and regulates insulin signalling in brain and fat body. Nature 429 562 566
35. KramerJMSladeJDStaveleyBE 2008 foxo is required for resistance to amino acid starvation in Drosophila. Genome 51 668 672
36. SlackCGiannakouMEFoleyAGossMPartridgeL dFOXO-independent effects of reduced insulin-like signaling in Drosophila. Aging Cell
37. YamamotoRTatarM Insulin receptor substrate chico acts with the transcription factor FOXO to extend Drosophila lifespan. Aging Cell 10 729 732
38. StaveleyBERuelLJinJStambolicVMastronardiFG 1998 Genetic analysis of protein kinase B (AKT) in Drosophila. Curr Biol 8 599 602
39. DuffyJB 2002 GAL4 system in Drosophila: A fly geneticist's Swiss army knife. Genesis 34 1 15
40. LuoXPuigOHyunJBohmannDJasperH 2007 Foxo and Fos regulate the decision between cell death and survival in response to UV irradiation. EMBO J 26 380 390
41. CalikogluAKarayalAD'ErcoleA 2001 Nutritional regulation of IGF-I expression during brain development in mice. Pediatr Res 49 197 202
42. SlaidinaMDelanoueRGronkeSPartridgeLLeopoldP 2009 A Drosophila insulin-like peptide promotes growth during nonfeeding states. Dev Cell 17 874 884
43. CaoYKamiokaYYokoiNKobayashiTHinoO 2006 Interaction of FoxO1 and TSC2 induces insulin resistance through activation of the mammalian target of rapamycin/p70 S6K pathway. J Biol Chem 281 40242 40251
44. GaoXZhangYArrazolaPHinoOKobayashiT 2002 Tsc tumour suppressor proteins antagonize amino-acid-TOR signalling. Nat Cell Biol 4 699 704
45. GaramiAZwartkruisFJNobukuniTJoaquinMRoccioM 2003 Insulin activation of Rheb, a mediator of mTOR/S6K/4E-BP signaling, is inhibited by TSC1 and 2. Mol Cell 11 1457 1466
46. ChengLYBaileyAPLeeversSJRaganTJDriscollPC 2011 Anaplastic Lymphoma Kinase Spares Organ Growth during Nutrient Restriction in Drosophila. Cell 146 435 447
47. MirthCKTrumanJWRiddifordLM 2009 The Ecdysone receptor controls the post-critical weight switch to nutrition-independent differentiation in Drosophila wing imaginal discs. Development 136 2345 2353
48. ScheinerSM 1993 Genetics and Evolution of Phenotypic Plasticity. Annu Rev Ecol Systemat 24 35 68
49. van der VosKECofferPJ 2008 FOXO-binding partners: it takes two to tango. Oncogene 27 2289 2299
50. HoogeboomDEssersMAPoldermanPEVoetsESmitsLM 2008 Interaction of FOXO with beta-catenin inhibits beta-catenin/T cell factor activity. J Biol Chem 283 9224 9230
51. BakkerWJHarrisISMakTW 2007 FOXO3a is activated in response to hypoxic stress and inhibits HIF1-induced apoptosis via regulation of CITED2. Mol Cell 28 941 953
52. LehtinenMKYuanZBoagPRYangYVillenJ 2006 A conserved MST-FOXO signaling pathway mediates oxidative-stress responses and extends life span. Cell 125 987 1001
53. GayonJ 2000 History of the concept of allometry. Am Zool 40 748 758
54. ThompsonDW 1917 On Growth and Form Cambridge Cambridge University Press
55. HuxleyJS 1932 Problems of Relative Growth London Methuen & Co. Ltd
56. BonnerJT 2006 Why Size Matters: From Bacteria to Blue Whales Princeton, NJ Princeton University Press
57. GouldSJ 1966 Allometry and size in ontogeny and phylogeny. Biol Rev Camb Phil Soc 41 587 640
58. EmlenDJSzafranQCorleyLSDworkinI 2006 Insulin signaling and limb-patterning: candidate pathways for the origin and evolutionary diversification of beetle ‘horns’. Heredity 97 179 191
59. NakaeJKitamuraTSilverDLAcciliD 2001 The forkhead transcription factor Foxo1 (Fkhr) confers insulin sensitivity onto glucose-6-phosphatase expression. J Clin Invest 108 1359 1367
60. NakaeJBiggsWH3rdKitamuraTCaveneeWKWrightCV 2002 Regulation of insulin action and pancreatic beta-cell function by mutated alleles of the gene encoding forkhead transcription factor Foxo1. Nat Genet 32 245 253
61. KudohHIshiguriYKawanoS 1995 Phenotypic plasticity in Cardamine Flexuosa - Variation among populations in plastic response to chilling treatments and photoperiods. Oecologia 103 148 156
62. GuptaAPLewontinRC 1982 A Study of reaction norms in natural populations of Drosophila pseudoobscura. Evolution 36 934 948
63. LynchCB 1992 Clinal variation in cold adaptation in Mus domesticus - Verification of predictions from laboratory populations. Am Nat 139 1219 1236
64. DavidPBjorkstenTFowlerKPomiankowskiA 2000 Condition-dependent signalling of genetic variation in stalk-eyed flies. Nature 406 186 188
65. WaddingtonCH 1960 Experiments on canalizing selection. Genet Res 1 140 150
66. ScheinerSMLymanRF 1991 The genetics of phenotypic plasticity .2. Response to selection. J Evol Biol 4 23 50
67. WilkinsonGS 1993 Artificial sexual Sselection alters allometry in the stalk-eyed fly Cyrtodiopsis dalmanni (Diptera, Diopsidae). Genet Res 62 213 222
68. SuzukiYNijhoutHF 2006 Evolution of a polyphenism by genetic accommodation. Science 311 650 652
69. FuscoGMinelliA 2010 Phenotypic plasticity in development and evolution: facts and concepts. Introduction Philos Trans R Soc Lond B Biol Sci 365 547 556
70. StillwellRCDworkinIShingletonAWFrankinoWA 2011 Experimental manipulation of body size to estimate morphological scaling relationships in Drosophila. J Vis Exp e3162
71. ChiangHCHodsonAC 1950 An analytical study of population growth in Drosophila melanogaster. Ecological Monographs 20 175 206
72. WhartonDOrmerodJ 2007 smatr: (Standardised) Major Axis Estimation and Testing Routines.
73. R-Development-Core-Team 2008 R: A Language and Environment for Statistical Computing Vienna, Austria R Foundation for Statistical Computing
Štítky
Genetika Reprodukční medicínaČlánek vyšel v časopise
PLOS Genetics
2011 Číslo 11
- Primární hyperoxalurie – aktuální možnosti diagnostiky a léčby
- Srdeční frekvence embrya může být faktorem užitečným v předpovídání výsledku IVF
- Akutní intermitentní porfyrie
- Vztah užívání alkoholu a mužské fertility
- Šanci na úspěšný průběh těhotenství snižují nevhodné hladiny progesteronu vznikající při umělém oplodnění
Nejčtenější v tomto čísle
- Evidence-Based Annotation of Gene Function in MR-1 Using Genome-Wide Fitness Profiling across 121 Conditions
- De Novo Origins of Human Genes
- TRY-5 Is a Sperm-Activating Protease in Seminal Fluid
- Relative Burden of Large CNVs on a Range of Neurodevelopmental Phenotypes