Constraints on the G1/S transition pathway may favor selection of multicellularity as a passenger phenotype
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This important study implicates that changes in cell regulation may contribute to the evolution of multicellularity. The evidence supporting the conclusions is convincing, with rigorous methods used to test alternative hypotheses. The work will be of broad interest to cell and evolutionary biologists and those studying the cell cycle and cancer.
https://doi.org/10.7554/eLife.109833.3.sa0Important: Findings that have theoretical or practical implications beyond a single subfield
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Abstract
Multicellularity has emerged in the three branches of the tree of life. The formation of simple multicellular entities can either result from cells aggregating or staying together after mitosis. However, it is not yet fully understood how, once formed, these simple multicellular entities could be maintained or even selected for. Here, using the ace2 yeast snowflake model of simple multicellularity, we aimed at identifying genetic conditions favoring its maintenance. Growth-competition experiments revealed that, while the ace2 mutation by itself does not provide any fitness advantage or disadvantage, the ace2 snowflakes were strongly selected when combined with conditions affecting regulators of the G1/S transition of the cell cycle, such as Cln3 or Whi5. We show that this selection results from a faster exit from quiescence of the ace2 snowflake cells. Importantly, this advantage is not dependent on the multicellular phenotype, but rather on the ace2 genotype itself. We found that the ace2 selective advantage in the cln3 background fully depends on the KSS1 gene, a target of the Ace2 transcription factor. Finally, we show that phenotypes observed for ace2 mutants are phenocopied by the AMN1368D allelic form found in ‘non-laboratory’ yeast strains, hence adding physiological relevance to these observations. Altogether, our results support the hypothesis that simple multicellularity could, in some cases, persist, not because it provides a direct selective advantage due to multicellularity itself, but rather as a ‘passenger’ phenotype that is maintained alongside other selected traits.
Introduction
Multicellularity has evolved repeatedly and independently in distinct lineages within bacteria, archaea, and eukaryotes (Grosberg and Strathmann, 2007). This evolutionary process firstly involves the selection of simple forms of multicellularity, such as clusters of cells. Several selective drivers of simple multicellularity have been proposed (Tong et al., 2022) that are generally associated to changes in geometry allowing access to new resources (faster sedimentation, increased mobility, foraging, dispersal), as well as other advantages associated with size increase (predation avoidance, stress resistance, and improved extracellular metabolism) and finally, chimerism: the capacity to combine different cellular phenotypes in a single entity, allowing the establishment of intra-organism division of labor.
Many forms of multicellularity are facultative and their formation is triggered by external signals. One of the best studied case is that of the slime mold Dictyostelium discoideum, which cells, in response to resource limitation, aggregate to form a fruiting body that favors dispersal of spores (La Fortezza et al., 2021; Newell et al., 1969). Another example comes from Saccharomyces cerevisiae cells that, under poor nitrogen conditions, can become highly polarized and stay attached, thereby favoring foraging, a phenomenon known as pseudohyphal growth (Gimeno et al., 1992; Kumar, 2021). In such cases, multicellularity provides alternative options to the non-proliferation observed in unicellular organisms in response to local nutritional starvation (Daignan-Fornier et al., 2021). These multicellularity-specific responses are triggered by nutritional cues and some of them may have evolved by functional recruitment of unicellular pre-existing sensors and pathways. It is hence likely that some actors of nutritional control of cell cycle progression should modulate facultative multicellularity. Indeed, there are several experimental evidences connecting the regulators of G1/S transition in the cell cycle to multicellularity. As described below for several species, this mostly concerns two major regulators, retinoblastoma (RB) and Cyclin D. RB is a negative regulator of E2F, a transcription factor critical for G1/S progression, while cyclin D is a negative regulator of RB (Bertoli et al., 2013).
Several experimental evidences connect regulators of G1/S transition, and notably RB, to multicellularity. First, when RB from the simple multicellular volvocine Gonium pectorale was expressed in its close unicellular relative Chlamydomonas, the Chlamydomonas cells behaved as a simple multicellular colonial entity (Hanschen et al., 2016). This points to an important role for RB in triggering uni- to multicellular transition. Second, in the aggregative multicellular slime mold, D. discoideum, the RB ortholog, RblA, was found to be involved in the stalk vs spore cell-fate preference (MacWilliams et al., 2006). Finally, another key regulator of G1/S transition, namely Cyclin D, has also been associated with uni- to multicellular transition in two different yeast species, Candida albicans and S. cerevisiae (Bachewich and Whiteway, 2005; Loeb et al., 1999). Depending on environmental conditions, C. albicans can grow either as a yeast unicellular planktonic form, or as a multicellular hyphal form (Cross et al., 2011). The transition from one form to the other is associated with invasion and virulence. Strikingly, the knockdown of the C. albicans cyclin D ortholog Cln3 resulted in hyphal growth suggesting that the G1 phase of the cell cycle is important in the transition from uni- to multicellular development in C. albicans (Bachewich and Whiteway, 2005). Similarly, in S. cerevisiae deletion of CLN3, the budding yeast cyclin D homolog, enhanced pseudohyphal growth (Loeb et al., 1999). Interestingly, CLN3 encodes an inhibitor of Whi5 which is the yeast functional equivalent of RB (Cross et al., 2011). It hence seems that, during evolution, uni- to multicellularity transitions have repeatedly used pre-existing regulators of the G1/S transition, such as RB and cyclin D. These intriguing observations, from phylogenetically distant organisms, connecting G1/S transition regulators to multicellularity led us to ask the following question. Could the evolution of the G1/S regulation pathway itself have somehow favored multicellularity emergence and/or maintenance?
In this work, we used S. cerevisiae to question the complex relationship between G1/S cell cycle regulators and multicellularity. We took advantage of the snowflake model (Ratcliff et al., 2013; Ratcliff et al., 2012) in which multicellularity is due to a genetic defect in cell separation caused by the deletion of Ace2, a transcription factor that controls the expression of chitinases and endoglucanases required for cell wall degradation after cytokinesis completion (Ratcliff et al., 2015; Koschwanez et al., 2013). When planktonic ACE2 and snowflake ace2 cells were co-cultured without applied selective pressure and their fitness compared, we observed that CLN3 deletion, as well as WHI5 overexpression, favored the ace2 snowflake form. We showed that exit from quiescence is the critical stage leading to the ace2 cln3 snowflakes selection. Importantly, we demonstrated that the ace2 mutation, but not the snowflake phenotype, was responsible for the cln3 faster quiescence exit phenotype. Finally, we show that both the multicellularity and quiescence exit phenotypes observed for ace2 mutants are phenocopied by the AMN1368D allele found in ‘non-laboratory’ yeast strains. Our results point to the possibility that evolution of cell cycle control could promote the evolution of multicellularity as a passenger phenotype.
Results
The ace2 cln3 snowflake strain is selected over the ACE2 cln3 planktonic strain
In order to investigate the relationship between the G1/S cell cycle regulators and multicellularity, we used the yeast snowflake model in which the absence of Ace2, a transcription activator of several chitinase and endoglucanases genes (Mostovoy et al., 2016; Voth et al., 2005; Doolin et al., 2001), results in the lack of separation of the daughter cell from the mother cell after cytokinesis. It ensues that ace2 mutant yeasts form cell clusters that grow and end up breaking most probably due to mechanical constraints (Jacobeen et al., 2018). A major advantage of studying snowflakes rather than inducible forms of multicellularity, such as pseudo-hyphae, is that unicellular (planktonic, PK) and multicellular (snowflake, SF) yeast, differing only by one mutation in the ACE2 gene, can be co-cultivated and their fitness compared. We hence grew isogenic diploid ACE2/ACE2 and ace2/ace2 cells of the BY (S288c-derived) background in minimal enriched medium (SDcasaWAU). Cultures of both genotypes were mixed to obtain a 50/50 ratio of ace2 SF and ACE2 PK strains, either at the phenotype level (number of entities observed by microscopy, an SF being an entity with four or more cells, Figure 1—figure supplement 1) or at the cell genotype level (by monitoring the ace2::kanMX disruption using qPCR) (Figure 1A). The mixtures were then repeatedly grown to saturation and diluted every 2 days, resulting in a total of more than 100 generations. Interestingly, the ace2 strain showed no selective advantage or disadvantage over the ACE2 strain, both at the SF phenotype level (Figure 1B, black bars) and the genotype level (Figure 1C, black bars). This indicates that, under these growth conditions, the ace2 mutation and its multicellular phenotype have no effect on fitness. Strikingly, when similar experiments were performed with ace2 and ACE2 strains carrying a deletion of the CLN3 gene, a deletion known to lengthen the G1 phase and to significantly increase cell volume (Nash et al., 1988), the ace2 snowflake strains rapidly took over the population (red bars, Figure 1B and C). A similar result was obtained when WHI5, encoding the major downstream target of CLN3, was overexpressed (red bars, Figure 1D). These results strongly suggest that the observed effect on population fitness takes place through the CLN3/WHI5 G1/S transition regulatory pathway. Together our results reveal a robust phenotypic interaction between the G1/S transition major players, CLN3 and WHI5, and the ace2 snowflakes.
Competition experiments.
(A) Experimental set-up of the co-culture competition experiments between ace2/ace2 and ACE2/ACE2 strains. A 50/50 mix of the two strains based either on phenotype (snowflake vs planktonic, microscopy) or on genotype (ace2 vs ACE2, qPCR) was inoculated in SDcasaWAU liquid medium. The resulting co-culture was grown for 2 days until stationary phase was reached and then diluted in new SDcasaWAU medium. For each dilution step, the proportion of the snowflake phenotype or ace2 genotype was determined (by microscopy or qPCR, respectively). (B) Evolution of the percentage of snowflake entities during independent co-culture competitions between ace2/ace2 and ACE2/ACE2 strains, either cln3/cln3 (red bars) or CLN3/CLN3 (black bars) (N=4, n>250, mean ± SD, ns p>0.05, *p<0.05, ***p<0.001). The percentage of snowflakes is statistically compared between CLN3/CLN3 and cln3/cln3 co-cultures at each dilution round, using a Fisher’s exact test. (C) The proportion of ace2/ace2 genotype was monitored by qPCR in independent competitions in cln3/cln3 (red bars) and CLN3/CLN3 (black bars) backgrounds. The ACT1 locus, amplified in all the cells of the population, was used to normalize the proportion of ace2 cells in the co-culture cell population (N=3, mean ± SD, unpaired t-test, Welch correction, ns p>0.05, ***p<0.001). (D) Evolution of the percentage of snowflake entities during independent co-culture competitions between ace2/ace2 and ACE2/ACE2 strains overexpressing WHI5 (orange bars) or not (black bars) (N=3, n>235, mean ± SD, Fisher’s exact test, ns p>0.05, *p<0.05, **p<0.005, ***p<0.001).
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Figure 1—source data 1
Competition experiments.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig1-data1-v1.xlsx
ace2 cln3 cells exit faster from quiescence than ACE2 cln3
In our competition experimental setup (Figure 1A), cultures alternate phases of active cell division with stationary phases during which cells are in a quiescent state (Figure 2—figure supplement 1A). Theoretically, the fitness advantage of the ace2 cln3 strain over its ACE2 cln3 isogenic counterpart could be due to a faster doubling time during exponential growth, to a higher biomass yield of the population, to better survival in stationary phase or to a faster exit from stationary phase, each of these possibilities (schematized Figure 2—figure supplement 1A) acting either alone or in combination. We tested these four possibilities separately. First, we found that the population doubling times of the two sets of strains were not significantly different (Figure 2—figure supplement 1B). In addition, ace2 and ACE2 cell populations led to similar biomass accumulation indicating that the yield of carbon utilization was not significantly modified by the ace2 and/or the CLN3 mutation (Figure 2—figure supplement 1C). We then estimated cell survival in stationary phase by staining 2-day-old cells with methylene blue, a dye that specifically accumulates in dead cells. No significant differences in dead cell percentages were observed between ace2 and ACE2 cells (should they be cln3 or CLN3) (Figure 2—figure supplement 1D). From these experiments, we conclude that neither the doubling time, nor the biomass yield, or the cell death rate could explain the selective advantage of the ace2 cln3 cells over their ACE2 cln3 counterpart.
We then compared the time required for ace2 cln3 and ACE2 cln3 quiescent-cell populations to exit stationary phase. We found that the time required for population to resume proliferation after refeeding, referred to as lag-time, was not significantly different between ace2 CLN3 and ACE2 CLN3 cells (gray and black dots, Figure 2A). In addition, we confirmed that the lag-time was significantly longer for the ACE2 cln3 (light red dots) than for ACE2 CLN3 cell population (black dots) (Figure 2A), as previously described (Newcomb et al., 2003; Wu et al., 1999). Indeed, after refeeding of stationary phase cultures, CLN3 transcription is increased by 5- to 10-fold within 5 min (Wu et al., 1999). Cln3 is hence likely to play an important role for quiescent cells to move out from G1 and reenter proliferation. Importantly, this difference was partially but significantly suppressed in ace2 cln3 (red dots) cell populations (Figure 2A) suggesting that the ace2 mutation genetically suppresses the cln3 strain lag-time defect. We then re-fed quiescent cells on microscope agarose pads containing new medium and addressed cell ability to emit a new bud i.e., to exit quiescence. While the time required by cells to exit quiescence was not significantly different between ace2 CLN3 and ACE2 CLN3 strains (Figure 2—figure supplement 1E), it was significantly lower for the ace2 cln3 cells than for the ACE2 cln3 cells (Figure 2C). Importantly, similar observations were made with haploid ace2 cln3 cells (Figure 2D) for which snowflakes are much smaller (Figure 2—figure supplement 1G–K). Indeed, not only haploid cells display a smaller cell volume than diploid cells, but their proximal budding pattern makes haploid snowflakes much more globular than diploid snowflakes that are rather elongated (Fang et al., 2018). This observation confirmed the robustness of the cln3 phenotype and its suppression by ace2. It also suggests that this phenotype is not dependent on the size of the snowflake entity. Altogether these results point to quiescence exit as the key step accounting for the competition outcomes.
Quiescence exit efficiency explains the results of competition experiments.
(A) Lag phase duration after cell 2-day-old population refeeding with SDcasaWAU medium. The optical density at 600 nm was followed after population refeeding for 4 independent experiments. The mean and the SD are indicated together with an unpaired t-test, Welch correction, ns p>0.05, ***p<0.001. (B) Representative image series of cln3/cln3 cells either ace2/ace2 or ACE2/ACE2 after refeeding of 2 days cultures on a SDcasaWAU medium containing microscope pad. Arrows point to emerging buds. Bars are 10 µm. (C) Proportion of cln3/cln3 cells that have formed a new bud after refeeding on a SDcasaWAU medium containing microscope pad of either ace2/ace2 or ACE2/ACE2 2 days cultures (N=3, n>101, Fisher’s exact test, mean ± SD, ns p>0.05, *p<0.05, **p<0.005, ***p<0.001). (D) Same as C in a cln3 haploid background (N=3, n>100, mean ± SD, Fisher’s exact test, **p<0.005, ***p<0.001). (E) Percentage of snowflake entities observed in independent co-cultures of ace2/ace2 and ACE2/ACE2 strains. Cultures either went through cycles of proliferation and stationary phase as described in Figure 1A (right panel), or maintained in constant exponential phase (left panel) (N>3, n>208, mean ± SD, Fisher’s exact test, ns p>0.05). (F) Same as A except that the refeeding was done after a culture of 5 days (N=3, mean ± SD, unpaired t-test, Welch correction, **p<0.005). (G) Percentage of snowflake entities observed in independent co-cultures of ace2/ace2 and ACE2/ACE2 strains diluted every two days (red and black bars) or every five days (gray and pink bars) (N≥3, n>700, mean ± SD, Fisher’s exact test, ns p>0.05, **p<0.005, ***p<0.001).
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Figure 2—source data 1
Quiescence exit efficiency.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig2-data1-v1.xlsx
A simple prediction from these results is that a competition experiment in co-culture run under conditions where the cells are always maintained in proliferation should not result in any fitness difference between for ace2 cln3 and ACE2 cln3 cells. This is what was observed when maintaining these two strains in proliferation for 94 hr (corresponding to at least 70 generations, Figure 2E, left panel), by contrast to an equivalent number of generations obtained by alternating proliferation and stationary phases (Figure 2E, right panel). Reciprocally, as described previously (Laporte et al., 2017), increasing the duration of stationary phase caused an increase in the lag phase length at the population level (Figure 2F). Importantly, it also increased the fitness advantage of ace2 cln3 over ACE2 cln3 cells (red and pink bars Figure 2G), while there was still no difference between ace2 CLN3 and ACE2 CLN3 cells (black and gray bars Figure 2G). Altogether, our results pinpoint exit from quiescence as the critical stage in which the ace2 cln3 snowflakes are positively selected.
The advantage of ace2 cln3 during quiescence exit is independent of the snowflake phenotype
Why do ace2 cln3 cells exit quiescence faster than ACE2 cln3 cells? This could be due to some specificity associated with cln3 mutation that would modify the snowflake properties. Alternatively, it could be dependent on the specific ace2 cln3 mutation combination independently of the snowflake phenotype. To answer this question, we dissociated the snowflake phenotype from the ace2 mutation and vice versa.
First, we asked whether the snowflake phenotype was sufficient, independently of the ace2 mutation, to rescue the quiescence-exit default associated with cln3. Ace2 is a transcription factor that induces the expression of several chitinases and endoglucanases necessary for the septum digestion and cell separation. To mimic the ace2 snowflake phenotype, we constructed a quintuple chitinase and endoglucanase mutant (cts1, dse2, dse4, egt2, and scw11), hereafter ‘quintuple mutant,’ that results in a snowflake phenotype comparable to that of the ace2 mutant (Figure 3—figure supplement 1) while carrying the wild-type ACE2 allele. When combined with the cln3 mutation, the five deletions have no effect on quiescence exit efficiency (Figure 3A). Accordingly, the cln3 ace2 strain exited quiescence much more efficiently than the cln3 quintuple mutant (Figure 3B). This indicates that the ace2 mutation itself, and not multicellularity, suppresses the quiescence exit defect of the cln3 mutant. Finally, competition experiments in co-cultures initially containing an equal proportion of quintuple mutant and WT cells confirmed that the snowflake phenotype is not sufficient to give the cln3 mutant a phenotypical advantage (Figure 3C).
Quintuple cts1, dse2, dse4, egt2, and scw11 mutant strain does not rescue the quiescence-exit default associated with cln3 and are not selected in competition experiments.
(A) Proportion of cln3/cln3 cells, either quintuple mutant or WT, that formed a new bud after refeeding of 2 days cultures on a SDcasaWAU medium containing microscope pad (N=3, n>102, mean ± SD, Fisher’s exact test, ns p>0.05, *p<0.05). (B) Proportion of cln3/cln3 cells, either quintuple mutant or ace2/ace2, that formed a new bud after refeeding of 2 days cultures on a SDcasaWAU medium containing microscope pad (N=3, n>75, mean ± SD, Fisher’s exact test, ns p>0.05, *p<0.05, **p<0.005, ***p<0.001). (C) Evolution of the percentage of snowflake entities during independent co-culture competitions between quintuple mutant and WT strains either cln3/cln3 (red bars) or CLN3/CLN3 (black bars) (N=3, n>250, mean ± SD, Fisher’s exact test).
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Figure 3—source data 1
Quintuple mutant strains.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig3-data1-v1.xlsx
Reciprocally, we asked whether the ace2 mutation itself, independently of the snowflake phenotype, could be sufficient to rescue the quiescence-exit default associated with cln3. We thus examined whether planktonic cells obtained in an ace2 mutant background would still behave as their snowflake counterparts. To obtain planktonic ace2 cells, we used sonication to physically break the snowflakes, before triggering quiescence exit. Mild sonication resulted in an increased proportion of planktonic cells in the ace2 cln3 cell population (up to 50%, Figure 4—figure supplement 1A) with no defect in cell survival (Figure 4—figure supplement 1B). After sonication, isolated cells, small, and large cell clusters displayed a similar quiescence exit efficiency (Figure 4A). Furthermore, the sonicated and non-sonicated cells had the same quiescence exit efficiency, indicating that sonication per se had no significant impact (Figure 4—figure supplement 1C). Still, after sonication, cln3 ace2 isolated cells exited quiescence faster than their cln3 ACE2 counterpart (Figure 4B). These results show that the snowflake phenotype is not necessary for the ability of the ace2 cln3 mutant to exit quiescence faster than ACE2 cln3 cells.
Rescue of the quiescence-exit default associated with cln3 depends on the ace2 mutation and not on the snowflake phenotype.
(A) A 2 day ace2/ace2 cln3/cln3 culture was sonicated and refed onto a fresh SDcasaWAU microscope pad. The proportion of cells that formed a new bud after refeeding on a SDcasaWAU medium containing microscope pad was assessed within different multicellular size ranges (N=3, n>184, mean ± SD, Fisher’s exact test). (B) 2 day cln3 cultures, either ace2 or ACE2, were sonicated and refed onto a fresh SDcasaWAU microscope pad. Within entities formed of 1–3 cells, the proportion of cells that formed a new bud after refeeding on a SDcasaWAU medium containing microscope pad was assessed (N=3, n>63, mean ± SD, Fisher’s exact test, ns p>0.05, *p<0.05, **p<0.005, ***p<0.001).
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Figure 4—source data 1
Rescue of the quiescent exit default depends on ace2 mutation.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig4-data1-v1.xlsx
Together, our results with the haploid strains, the quintuple mutant, and sonication experiments establish that the ace2 mutation, but not the snowflake phenotype, is responsible for the cln3 fast quiescence exit phenotype.
The ace2 cln3 fast quiescence exit phenotype is dependent on the Kss1 MAP kinase
As previously mentioned, a delay of cln3 mutants to exit quiescence was already documented (Wu et al., 1999). Why is this phenotype suppressed by the ace2 deletion? Among Ace2 well-established targets, AMN1, BUD9, CHS7, CTS1, DSE2, DSE4, and SCW11 are activated, while KSS1 is down regulated by Ace2 (Mostovoy et al., 2016). Four of those, namely CTS1, DSE2, DSE4, and SCW11, are not involved in suppressing the delay phenotype since they are mutated in the quintuple mutant that, in combination with cln3, has the same delay as a single cln3 mutant (Figure 3D). We focused on Kss1, a MAP kinase involved in filamentous growth and mating (Courchesne et al., 1989; Madhani et al., 1997), because the Kss1 pathway was previously found to positively regulate CLN1, a G1 cyclin encoding gene that is partially redundant to CLN3 (Madhani et al., 1999). We hypothesize that deletion of ACE2 would result in higher KSS1 expression (Mostovoy et al., 2016) that, in turn, could lead to higher CLN1 expression and thereby be responsible for the cln3 mutation suppression. We hence tested whether suppression of cln3 by ace2 was dependent on KSS1 by comparing quiescence exit efficiency of ace2 cln3 KSS1 and ace2 cln3 kss1 cells. Clearly, the knock-out of KSS1 totally abolished the phenotypic suppression of cln3 by ace2 (Figure 5A). Furthermore, CLN1 expression upon quiescence exit was significantly higher in the ace2 cln3 than in the ACE2 cln3 strain (Figure 5B), this difference of expression being entirely abolished in the absence of KSS1 (Figure 5C). We conclude that the competitive advantage of the ace2 mutant over its ACE2 wild-type counterpart is most likely due to higher expression of CLN1 that, at least partially, compensates for the absence of CLN3. Importantly, this transcriptional effect of Ace2 on CLN1, via Kss1, is independent of the role of Ace2 on multicellularity.
Rescue of the quiescence-exit default associated with cln3 is dependent on the Kss1 MAP kinase, which favors transcription of the CLN1 cyclin gene.
(A) Proportion of cln3 kss1 cells, either ace2 or ACE2, that formed a new bud after refeeding of 2 day cultures on a fresh SDcasaWAU medium containing microscope pad (N=3, n>86, mean ± SD, Fisher’s exact test, ns p>0.05). (B) Ratio of CLN1 mRNA level and ACT1 mRNA level, determined by RT-qPCR, 15 min after refeeding of 2 days cln3 cultures, either ace2 or ACE2 (N=3, mean ± SD, unpaired t-test, Welch correction, **p<0.005). (C) Ratio of CLN1 mRNA level and ACT1 mRNA level, determined by RT-qPCR, 15 min after refeeding of 2 day kss1 cln3 cultures, either ace2 or ACE2 (N=3, mean ± SD, unpaired t-test, Welch correction, ns p>0.05).
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Figure 5—source data 1
Rescue of the quiescent exit default depends on Kss1 MAP kinase.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig5-data1-v1.xlsx
The AMN1368D allelic-form found in the wild, phenocopies the ace2 deletion
In laboratory strains, the Ace2 protein level is constant throughout the cell cycle, while it is not always the case in non-laboratory strains (Fang et al., 2018). This is due to the presence of the recessive amn1368V allelic form in laboratory strains (hereafter amn1-368V), which was probably initially selected to avoid ‘unwanted’ cell clusters. In non-laboratory strains, the Amn1-368D protein induces the proteolysis of Ace2 through the ubiquitin proteasome pathway (Fang et al., 2018). It thus appears that the Amn1/Ace2 tandem has an important physiological role associated with optional post-mitotic cell separation. We first observed that expression of AMN1368D in the BY background resulted in a snowflake phenotype comparable to that of ace2 mutant strains (Figure 6—figure supplement 1). We then asked whether AMN1368D allelic form could suppress the quiescence exit delay of the cln3 mutant. Indeed, the cln3 AMN1368D strain exited quiescence much more rapidly than the cln3 amn1-368V strain (Figure 6A). Finally, we found that the AMN1368D strain was strongly enriched in competition experiments when associated with a cln3 mutation (Figure 6B) or with WHI5 overexpression (Figure 6C). We conclude that, in haploid yeast, the AMN1368D allelic-form phenocopies both the multicellularity and the suppression phenotypes of the ace2 mutant.
Quiescence exit efficiency and selection in competition experiments of snowflake AMN1368D strains.
(A) Proportion of cln3 cells, either AMN1368D or amn1-368V, that formed a new bud after refeeding of 2 days cultures on a fresh SDcasaWAU medium containing microscope pad (N=3, n>77, mean ± SD, Fisher’s exact test, ns p>0.05, *p<0.05, **p<0.005, ***p<0.001). (B) Evolution of the percentage of snowflake entities during independent co-culture competitions between AMN1368D and amn1-368V strains, either cln3/cln3 (red bars) or CLN3/CLN3 (black bars) (N=3, n>252, mean ± SD, Fisher’s exact test, ns p>0.05, **p<0.005, ***p<0.001). (C) Evolution of the percentage of snowflake entities during independent co-culture competitions between AMN1368D and amn1-368V strains overexpressing WHI5 (orange bars) or not (black bars) (N=3, n>302, Fisher’s exact test, ns p>0.05, **p<0.005, ***p<0.001).
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Figure 6—source data 1
AMN1368D strain.
- https://cdn.elifesciences.org/articles/109833/elife-109833-fig6-data1-v1.xlsx
Discussion
In this work, we took advantage of the snowflake model of multicellularity that is genetically determined, by ace2 or AMN1 and is hence not triggered by external cues, as it is often the case for facultative multicellularity. This experimental design allows direct fitness measurements between uni- and multicellular entities. Importantly, in a wild-type background, multicellularity was neither selected nor counter-selected, even following a substantial period of co-culture. This establishes that simple multicellular cluster formation should not always come at a cost, contrary to the general assumption in the literature (Bozdag et al., 2021; Kapsetaki and West, 2019). Such a neutral effect of multicellularity on fitness could easily result in phenotypical aller-retours between unicellularity and multicellularity during evolution. In fact, such aller-retours are observed during the life cycle of non-laboratory strains in which diploids are planktonic while haploid strains form clusters (Barrere et al., 2023). Here, we show that the evolution of the cell cycle regulation may interact with the multicellular phenotype. We revealed a genetic connection between major G1/S regulators and AMN1 and ACE2, key actors modulating cell cohesion at the end of mitosis (Figure 7). Interestingly, this connection operates differently in laboratory strains carrying the amn1-368V allele (Figure 7A) and strains carrying the AMN1368D allele (Figure 7B). We established that this genetic interaction is due to the pleiotropy of the ace2 mutation, affecting not only the chitinases and endoglucanases that are critical for septum digestion and cell separation, but also the Kss1 MAP kinase which contributes to the activation of Cln1, one of the G1 cyclins. This phenotypical link between CLN1 expression and multicellularity, achieved by Ace2 function, is particularly important during quiescence exit, a situation that is likely to happen very often under ecological conditions, such as boom and bust cycles when moving from rotting fruit to rotting fruit. We propose that in some instances, multicellularity may have evolved as a side effect, named here ‘passenger phenotype,’ of another phenotype that was the one selected (Figure 7B). Since transcription factors often have multiple targets, an alteration in their expression or function leading to the selection of a phenotype due to one of the targets could easily lead to the selection of additional phenotypes due to other targets. This could be a common feature involved in evolutionary processes.
Model explaining the selection of the Snowflake phenotype as a passenger phenotype.
In strains expressing the non-functional amn1-368V allele (A), a default in quiescence exit after refeeding was observed in a cln3 mutant. In non-laboratory strains (B), the functional AMN1368D allele leads to degradation of Ace2p, which can no longer repress the expression of the Kss1 Map kinase. Kss1p favors the transcription of CLN1, which would favor progression to S phase and partially suppress the default in quiescence exit associated with the cln3 mutation. This observed selective advantage (a) leads to the selection of AMN1368D genotype (b), and because of the pleiotropy of Ace2p transcription factor, to the selection of the Snowflake multicellular phenotype as a passenger phenotype (c).
Connections between G1/S regulators and multicellularity have been repeatedly observed in phylogenetically distant species (see introduction section), suggesting a propitious genetic interplay for co-evolution. Olson and co-workers have shown that RB could have played a role in early steps of multicellularity evolution via a co-option mechanism favoring the appearance of simple multicellular entities (Hanschen et al., 2016). Our work further supports a role for G1/S regulators in evolution of multicellularity, but the mechanism appears different and affects the selection of multicellularity rather than its initial appearance. We show that the ace2 or AMN1368D allelic forms are sufficient to counteract a negative fitness effect of the overexpression of the RB functional ortholog Whi5 (Figures 1 and 6). Importantly, we have shown that this phenotypic suppression is independent of the multicellular phenotype associated with the ace2 or AMN1368D allelic forms. This observation led us to propose that some regulatory effects on the G1/S transition could be alleviated by Amn1 degradation of Ace2 and thereby connected to multicellularity. In this hypothesis, the selective pressure applies on G1/S transition efficiency and not on multicellularity itself. It is hence different from the cooption hypothesis in which the RB protein acquired new functionalities leading to multicellularity that would result in some directly selectable fitness advantage. Both scenarios imply co-evolution of cell cycle regulation and multicellularity, which could, therefore, be a much more general feature than first thought. It could indeed be a case of convergent evolution, as suggested by the fact that it may involve distinct mechanisms.
More generally, our results prompted us to reconsider whether simple multicellularity, which appeared multiple times in evolution, was always selected for the new physical and physiological properties it provides (Tong et al., 2022). Alternatively, it is possible that multicellularity was initially selected as a byproduct, allowing it to be maintained although not necessarily increasing fitness as such. This would contribute to disconnect the initial selection of simple multicellularity from the selection of further associated advantages, such as division of labor, that would require time and necessitate that the multicellularity phenotype would not be counter-selected in the first place. Such a passenger selection of multicellularity would make it independent of physical constraints, such as size or shape that could restrain its further evolution. The work presented here provides a proof of concept that such a scenario is plausible and may have contributed to the multiple appearances of multicellularity in the tree of life.
Materials and methods
Yeast media and strains, plasmids, and oligonucleotides
Request a detailed protocolYeast cells were grown in liquid or solid media at 30 °C. SD is a synthetic minimal medium containing 0.5% ammonium sulfate, 0.67% yeast nitrogen base (Difco), 2% glucose. SDcasaWAU is an SD medium supplemented with 0.2% casamino acids (Difco), tryptophan (0.2 mM), adenine (0.3 mM), and uracil (0.3 mM). Unless specified, cells were grown in SDcasaWAU medium. When indicated, medium was depleted in uracil, resulting in a medium named SDcasaWA, allowing the selection of cells expressing a vector carrying URA3 marker. SC medium was prepared as described by Sherman, 1991 and was supplemented by histidine (0.06 mM), leucine (0.5 mM), lysine (0.07 mM), tryptophan (0.2 mM), adenine (0.3 mM), and uracil (0.3 mM). The medium obtained by the depletion of both uracil and leucine, called SC-U-L medium, allows the selection of cells expressing both URA3 and LEU2 markers. The YPD medium contained 1% yeast extract, 2% peptone, and 2% glucose.
Yeast strains (listed in Table 1) are derived from both FY4 and FY5 prototrophic strains and from disrupted strains isogenic to BY4741 or BY4742 purchased from Euroscarf (Frankfurt, Germany). Strains described in Table 1 were either obtained by crossing, sporulation, and micromanipulation of meiosis progeny or by transformation of cells with a DNA fragment of interest (plasmid, PCR product). Yeast strains were transformed using the lithium acetate method (Gietz et al., 1992).
Strains.
| Strain name | Genotype |
|---|---|
| FY4 | |
| Y12580, Y12581, Y12582 | cln3::URA3/cln3::URA3 ura3∆0/ura3∆0 leu2∆0/leu2∆0 |
| Y12584, Y12585, Y12586 | ace2::KanMX4/ace2::KanMX4 cln3::URA3/cln3::URA3 ura3∆0/ura3∆0 leu2∆0/leu2∆0 |
| Y12606, Y12607, Y12608 | leu2∆0/leu2∆0 |
| Y12973, Y12974, Y12975 | ace2::KanMX4/ace2::KanMX4 leu2∆0/leu2∆0 |
| Y12575 +p5314 | ace2::KanMX4/ace2::KanMX4 ura3∆0/ura3∆0 carrying empty plasmid 2µ |
| (Y11418xY12599)+p5314 | ura3∆0/ura3∆0 carrying empty plasmid 2µ |
| Y12575 +p4726 | ace2::KanMX4/ace2::KanMX4 ura3∆0/ura3∆0 carrying plasmid 2µ WHI5 |
| (Y11418xY12599)+p4726 | ura3∆0/ura3∆0 carrying plasmid 2µ WHI5 |
| Y12512 | ace2::KanMX4/ace2::KanMX4 HTB1-3xCFP-LEU2/HTB1-3xCFP-LEU2 ura3∆0/ura3∆0 his3∆1/HIS3 |
| Y12565, Y12566, Y12958 | ace2::KanMX4 cln3::URA3 ura3∆0 leu2∆0 |
| Y12567, Y12568, Y12959 | cln3::URA3 ura3∆0 leu2∆0 |
| Y12408, Y12595, Y12596 | ace2::KanMX4 leu2∆0 |
| Y11417, Y12571 | leu2∆0 |
| Y12709, Y12710, Y12711 | cln3::URA3/cln3::URA3 ura3∆0/ura3∆0 leu2∆0/leu2∆0 |
| Y12716, Y12717, Y12718 | dse2::KanMX4/dse2::KanMX4 cts1::KanMX4/cts1::KanMX4 scw11::KanMX4/scw11::KanMX4 egt2::KanMX4/egt2::KanMX4 dse4::KanMX4/dse4::KanMX4 cln3::URA3/cln3::URA3 ura3∆0/ura3∆0 leu2∆0/leu2∆0 |
| Y12976, Y12977, Y12978 | dse2::KanMX4/dse2::KanMX4 cts1::KanMX4/cts1::KanMX4 scw11::KanMX4/scw11::KanMX4 egt2::KanMX4/egt2::KanMX4 dse4::KanMX4/dse4::KanMX4 leu2∆0/leu2∆0 |
| Y12967, Y12968 | kss1::KanMX4 ace2::KanMX4 cln3::URA3 ura3∆0 leu2∆0 |
| Y12969, Y12970 | kss1::KanMX4 cln3::URA3 ura3∆0 leu2∆0 |
| Y12838, Y12839, Y12840 | AMN1368D-URA3-AMN1368V ura3∆0 leu2∆0 |
| Y12935, Y12936, Y12937 | AMN1368V-URA3-AMN1368V ura3∆0 leu2∆0 |
| Y12942, Y12943, Y12944 | AMN1368D-URA3-AMN1368V cln3::KanR ura3∆0 leu2∆0 his3∆1 |
| Y12946, Y12947, Y12949 | AMN1368V-URA3-AMN1368V cln3::KanR ura3∆0 leu2∆0 his3∆1 |
| Y12838 +p338 | AMN1368D-URA3-AMN1368V ura3∆0 leu2∆0 carrying empty plasmid 2µ |
| Y12935 +p6053 | AMN1368D-URA3-AMN1368V ura3∆0 leu2∆0 carrying plasmid 2µ WHI5 |
| Y12838 +p338 | AMN1368D-URA3-AMN1368V ura3∆0 leu2∆0 carrying empty plasmid 2µ |
| Y12935 +p6053 | AMN1368D-URA3-AMN1368V ura3∆0 leu2∆0 carrying plasmid 2µ WHI5 |
| GN-1C | HO:NatR AMN1368D FLO8+ |
All plasmids and oligonucleotides are listed in Table 2 and Table 3, respectively. To construct the plasmids allowing the overexpression of WHI5 in yeast strains, the open reading frame of the WHI5 gene, driven by its own promoter, was amplified using the genomic DNA of the FY4 strain as a template. The PCR product was then cloned into two 2µ vectors, YEpLac195 and YEpLac181, carrying, respectively, URA3 and LEU2 markers. Two plasmids carrying, respectively, two different alleles of the AMN1 gene were also constructed. The open reading frame of the AMN1 gene was amplified using either the FY4 strain genomic DNA (amn1368V PCR product) or the GN-1C strain genomic DNA (AMN1368D PCR product). The GN-1C strain was a generous gift from Pr. Marullo. The PCR products were cloned into YIpLac211, that allowed integration of the cloned AMN1 allele at the yeast AMN1 locus.
Plasmids.
| Plasmid name | Description | |
|---|---|---|
| p5314 | YEpLac195: 2μ URA3 AmpR | Gietz and Sugino, 1988 |
| p4726 | WHI5 in YEpLac195 | Lab collection |
| p338 | YEpLac181 : 2μ LEU2 AmpR | Gietz and Sugino, 1988 |
| p6053 | WHI5 in YEpLac181 | This study |
| p6164 | YIpLac211: integrative plasmid URA3 AmpR | Gietz and Sugino, 1988 |
| p6165 | AMN1-368D in YIpLac211 | This study |
| p6167 | AMN1-368V in YIpLac211 | This study |
Oligonucleotides.
| Oligonucleotide name | Sequence 5’–3’ |
|---|---|
| qPCR locus ACE2 –26 forward | GGACCAAAAACGGTGTTAATACAATC |
| qPCR KanMX4-specific reverse | CTGGCGCGCCTTAATTAACC |
| qPCR ACT1 forward (coding) | CCCCAGAAGAACACCCTGTTC |
| qPCR ACT1 reverse (coding) | CGTAGAAGGCTGGAACGTTG |
| qPCR CLN1 coding forward | ATCGATCAGCAACCGGAGAT |
| qPCR CLN1 coding reverse | AACCTGACAGCGTGGAAGAA |
| KanB reverse | CTGCAGCGAGGAGCCGTAAT |
| ACE2 promoter forward | CGTCACTCCATTAGAATCCC |
| CLN3 promoter forward | TCCTCATTCGGTTTAACTCC |
| CLN3 terminator reverse | TGACTAGAGGAAGTAAGGAG |
| DSE2 promoter forward | CAGTAGAGCTAACCACAGTC |
| CTS1 promoter forward | ACTGTCGCTCGTTTCACAAC |
| SCW11 promoter forward | CAGTTACGCAACAAAGACAG |
| DSE4 promoter forward | ACTACAAGCGAGGGTAAAGG |
| EGT2 promoter forward | GATGCTGGTTTGATGCTAAG |
| CLN3 promoter –500 forward | TGAGGAAAGAGGACTATACC |
| CLN3 terminator +500 reverse | TAGGTAGCGATGAAGATTGG |
| URA3 promoter –500 forward | TCATCATCTCATGGATCTGC |
| URA3 terminator +500 reverse | TACGCCAGTACACCTTATCG |
| CLN1 promoter –200 forward | CCAAGGAGTTCTTCGTTCGC |
| CLN1 terminator +200 reverse | TCGCGTCATCTTTTCCGTTC |
| AMN1 promoter –75 forward | GTTTAATATCCATCCATTCC |
| AMN1 +459 forward | CCTTTGACTGCTCAACATCAG |
| AMN1 +882 forward | CATCAAGTAACACAACCAG |
| AMN1 +1269 forward | GGTTGTGATGTTGATGATG |
| AMN1 terminator +169 reverse | GTTTCTTCGGCCCTTCTGGA |
| AMN1 +1269 reverse | CATCATCAACATCACAACC |
| AMN1 +882 reverse | CTGGTTGTGTTACTTGATG |
| AMN1 +376 reverse | GAAAGACTGGATGCAGAAAC |
| Mat a and alpha forward | AGTCACATCAAGATCGTTTATGG |
| Mat a specific reverse | CTCCACTTCAAGTAAGAGTTTG |
| Mat alpha specific reverse | GCACGGAATATGGGACTACTTCG |
| WHI5 BamHI forward | CGCGGATCCCAAATCGGATATGAGCAGCTG |
| WHI5 PstI reverse | ACGTCTGCAGGCTCGAGGCGATCTGTCGC |
| M13 reverse | CAGGAAACAGCTATGACC |
| AMN1 BamHI forward | GTTGGATCCATGAAACTAGAACGCG |
| AMN1 PstI reverse | AACCTGCAGCTAGTCCACATTATTCTCTATTTCG |
Description of a snowflake population
Request a detailed protocolSnowflake populations or co-culture between Snowflake and Planktonic strains were observed in a Kova Glasstic slide (Kova International, 87,144 F). The proportion of the Snowflake phenotype in these populations was determined by counting entities formed by four or more cells. To characterize the size of Snowflakes within a population, the population was observed between slide and coverslip separated by a layer of double-sided adhesive tape. The longest segment of the Snowflake entity was measured, as well as the longest segment perpendicular to the first segment and lying in the same Z plane.
Competitions experiment in co-culture
Request a detailed protocolSnowflake strains (either ace2 or quintuple mutant or AMN1368D) and planktonic strains were grown in monocultures to stationary phase, for 2 days unless specified. Snowflake and planktonic strains were then mixed in the indicated proportion and co-cultured. Unless specified, every 2 days, co-cultures, after they reached stationary phase, were diluted by a factor of 1000 into fresh liquid medium (10 μl in 10 ml).
To set up the co-cultures for which the proportion of Snowflake phenotype was monitored, the entity (Snowflake entity or single-cell entity) concentrations in each of the monocultures were determined. The volumes of the two monocultures in the mix were accordingly determined and then adjusted to obtain 50% of snowflake entity in the mix. The proportion of Snowflakes in the co-culture was determined every two days before dilution in fresh medium.
To set up the co-cultures for which the proportion of ace2 genotype was monitored, the two strains were mixed to obtain a 50/50 cell ratio. Every 2 days, the genomic DNA of the stationary phase co-cultures was extracted by phenol-chloroform protocol. Quantitative PCR amplifications were then performed with GoTaq qPCR Master Mix (Promega, A6001), using 50 ng of DNA extracted from co-cultures. The first set of primers was designed to amplify the ace2::KanMX4 locus with the first primer targeting the region directly upstream of the ATG of the ACE2 gene, and the second primer targeting a region specific to the KanMX4 marker (Table 3). The second set of primers targeted a region of ACT1 gene (Table 3).
For competitions in which the co-cultures were maintained in the proliferation phase for 94 hr, the co-cultures were diluted every 8 hr to ensure that the OD600 nm was always maintained below 0.5.
Population measurement
Request a detailed protocolTo determine the population doubling time of yeast strains, cells were kept in exponential proliferation phase (OD600 nm ≤1.0) for at least 24 hr by successive dilutions before any measurement. Population doubling time was then determined by following the optical density at 600 nm during 5 hr in at least three independent exponential growth cultures. Population doubling time was then determined by exponential growth regression of the proliferation curves using GraphPad Prism 8 (GraphPad Software, Inc, La Jolla, USA).
To determine cell viability, the cells were stained with a solution containing 0.2% of methylene blue (Sigma-Aldrich, Saint Louis, MI, USA) and 2% sodium citrate pH 7. After 5 min of incubation, the proportion of blue-stained dead cells was scored manually.
The biomass yield of cultures was determined by filtration of 2 day stationary phase cultures on 0.45 µm polyamide pre-weighted filters (25006–47 N; Sartorius). The filter was washed twice with 10 mL of miliQ water and then dried with successive 30 s cycles in a microwave oven at 800 W until the mass of the filter and cells was constant.
Cell volume was measured by microscopy using the spheroid formula: , where a and c are the equatorial and polar radius, respectively.
Refeeding of stationary phase cultures
Request a detailed protocolUnless the age of cultures is otherwise specified, 2 day stationary phase liquid monocultures were refed either on liquid or solid fresh SDcasaWAU medium.
Stationary phase cultures were refed by dilution into liquid fresh SDcasaWAU medium at approximately 0.05 OD600 nm. The OD600 nm was monitored upon refeeding for at least 7 hr covering both ‘lag’ and exponential phases (until at least a fivefold increase of the OD600 nm compared to the initial point). To quantify the duration of the ‘lag’ phase, we normalized all the OD600 nm values of each individual growth curve to their respective initial OD600 nm value and then applied the logarithmic function to all the normalized OD600 nm values of the growth curve. We next performed a linear regression on the points corresponding to the proliferation phase of the growth curve using GraphPad Prism 8 (GraphPad Software, Inc, La Jolla, USA). The time value for which the linear regression intersects the Time-X axis corresponds to the end of the ‘lag’ phase and the beginning of the proliferation phase, and is referred to as ‘the duration of lag phase’.
Quiescent cells from stationary phase cultures were also refed onto solid medium. Cells were spread onto half a 3% agarose microscope pad made of fresh SDcasaWAU. Bright-field images of individual cells were then captured every 15 min for up to 4 hr. The cells forming an unequivocal new bud upon refeeding were scored.
When indicated, an aliquot of stationary phase culture can be sonicated before a refeeding experiment on microscope agarose pad. Cycles of 30 s in a sonication bath were carried out until the proportion of single-cell entities in the ace2 SF culture increased to a desired proportion (approximately 40%).
Determination of CLN1 mRNA level upon refeeding by reverse transcriptase-PCR
Request a detailed protocolTo determine the level of CLN1 mRNA upon refeeding of 2 day stationary phase cultures, 15 ml of a 2 day culture was diluted in 85 ml of fresh medium. Fifteen minutes upon refeeding, 25 ml of culture was sampled and centrifuged at 4000 rpm at 4 °C for 3 min. The pellet was washed in 1 ml of RNase-free H2O, and centrifuged at 12,000 g at 4 °C for 30 s. A Tri-Reagent (Sigma, T9424) protocol was then performed to extract total RNA. A reverse-transcription of 200 ng of total RNA using the ‘High-Capacity cDNA Reverse Transcription’ Kit (Thermo Fisher, 4368813) was then performed. The cDNA was diluted to 1/25 and amplified with a Quantitative-PCR protocol, using the GoTaq qPCR Master Mix (Promega, A6001) and primers specific to the coding region of CLN1 or the coding region of ACT1 (Table 3).
Microscopy
Request a detailed protocolThe refeeding experiments on microscope pad, as well as the Snowflake size-measurement experiments were carried out using a Zeiss 200 M inverted microscope (Carl Zeiss, Thornwood, NY, USA) with the additional equipment: a MS-2000 stage (Applied Scientific Instrumentation, Eugene, OR, USA), a Lambda LS 300 W xenon light source (Sutter, Novato, CA, USA), a 5 positions filter turret, a 100×1.4 NA Plan-Apochromat objective and a CoolSnap HQ camera (Roper Scientific, Tucson, AZ, USA). The filters are from Chroma Technology Corp. The microscope and additional equipment were controlled by SlideBook software 5.0. (Intelligent Imaging Innovations, Denver, CO, USA). The images were analyzed with Image J. All other microscopy experiments were carried out using Zeiss Primo Star microscope, equipped with a 40 X/0.65 Plan-Achromat objective.
Statistical analysis
Request a detailed protocolAll experiments were carried out at least three times on independent biological samples. The exact number of independent samples is indicated in the figure legends. Data are presented as mean ± SD. All the statistical analyses were done using GraphPad Prism 8 (GraphPad Software, Inc La Jolla, USA). The proportion of SF in competition experiments, the refeeding experiments on microscope pad and the proportion of dead cells were analyzed by Fisher’s exact test on a contingency table. Other experiments are analyzed by Welch’s unpaired t-test. p-values below 0.05 are represented by *; p-values inferior to 0.005 are represented by **; and p-values inferior to 0.001 are represented by ***. p-values superior to 0.05 were considered non-significant and are represented by ‘ns’.
Material availability
Request a detailed protocolYeast strains constructed for the work will be made available.
Data availability
All data relevant to the study are included in the manuscript or accessible as online supplemental information.
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Article and author information
Author details
Funding
Ligue Contre le Cancer (Dordogne 2022)
- Bertrand Daignan-Fornier
Université de Bordeaux (RRI NewMoon)
- Tom Louis Ducrocq
The funders had no role in study design, data collection and interpretation, or the decision to submit the work for publication.
Acknowledgements
The authors thank Benoît Pinson for technical advice, the members of the Sagot lab for discussions on the project and Isabelle Sagot for critical reading of the manuscript. The authors also thank Sabine Vaur for her help with the qPCR method. This work was supported by a grant from Ligue Régionale Contre le Cancer (2022 Dordogne) to BD-F. TD was supported by a grant from the University of Bordeaux, NewMoon RRI Program on Cancer in Evolution.
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