Significance
Phase separation in membranes creates domains enriched in specific components. To date, the best example of micrometer-scale phase separation in the membrane of an unperturbed, living cell occurs in a yeast (Saccharomyces cerevisiae) organelle called the vacuole. Recent studies indicate that the phases are functionally important, enabling yeast survival during periods of stress. We discovered that yeast regulate this phase transition; the temperature at which membrane components mix into a single phase is ∼15 °C above the growth temperature. To maintain this offset, yeast may tune the level of ergosterol (a molecule that is structurally similar to cholesterol) in their membranes. Surprisingly, depleting sterols in vacuole membranes causes them to phase separate, in contrast to previous assumptions.
Keywords: phase separation, yeast, vacuole, membrane, raft
Abstract
Membranes of vacuoles, the lysosomal organelles of Saccharomyces cerevisiae (budding yeast), undergo extraordinary changes during the cell’s normal growth cycle. The cycle begins with a stage of rapid cell growth. Then, as glucose becomes scarce, growth slows, and vacuole membranes phase separate into micrometer-scale domains of two liquid phases. Recent studies suggest that these domains promote yeast survival by organizing membrane proteins that play key roles in a central signaling pathway conserved among eukaryotes (TORC1). An outstanding question in the field has been whether cells regulate phase transitions in response to new physical conditions and how this occurs. Here, we measure transition temperatures and find that after an increase of roughly 15 °C, vacuole membranes appear uniform, independent of growth temperature. Moreover, populations of cells grown at a single temperature regulate this transition to occur over a surprisingly narrow temperature range. Remarkably, the transition temperature scales linearly with the growth temperature, demonstrating that the cells physiologically adapt to maintain proximity to the transition. Next, we ask how yeast adjust their membranes to achieve phase separation. We isolate vacuoles from yeast during the rapid stage of growth, when their membranes do not natively exhibit domains. Ergosterol is the major sterol in yeast. We find that domains appear when ergosterol is depleted, contradicting the prevalent assumption that increases in sterol concentration generally cause membrane phase separation in vivo, but in agreement with previous studies using artificial and cell-derived membranes.
Spatial organization of cellular components is essential for their biological function. One way that cells may achieve this organization is through spontaneous demixing of components into coexisting liquid phases. For example, three-dimensional subcellular condensates or droplets contain proteins and/or RNA at concentrations that differ from the rest of the solution (reviewed in refs. 1–5). Similarly, two-dimensional, micrometer-scale domains in model membranes contain lipids in ratios that differ from the rest of the membrane, independent of whether the membranes are composed of very few lipid types or are derived directly from cells (6, 7).
To date, yeast (Saccharomyces cerevisiae) are the only unperturbed, living cell system in which reversible, micrometer-scale phase separation of a membrane has been observed. Specifically, domains disappear in individual yeast vacuoles above a characteristic temperature (Tmix) and reappear below that temperature. Moreover, domains merge with one another on time scales characteristic of liquid membranes (8). This phase separation had been hypothesized (9, 10) and appears to regulate the cell’s metabolic response to nutrient limitation through the TORC1 (Target of Rapamycin Complex 1) pathway that is a central regulator of protein synthesis, autophagy, docking of lipid droplets, and many other processes (10–14). Depletion of nutrients from the growth medium induces yeast to transition from exponential growth (called the logarithmic or “log” stage) to a stage in which cell division slows and the density of the cell culture plateaus (called the stationary stage; Fig. 1). When yeast enter the stationary stage, domains that segregate lipids and proteins appear on vacuole membranes, as observed by both freeze-fracture electron microscopy (15, 16) and fluorescence microscopy (10, 13). Immunogold labeling proves that domains seen by the two methods are the same (17).
Fig. 1.
(A) Growth curve for S. cerevisiae (adapted with permission from ref. 8), where OD600 is the optical density at λ = 600 nm plotted on a log scale. In the logarithmic stage of growth, yeast vacuole membranes appear uniform, in a single liquid phase. Late in the log stage, vacuoles fuse so that most cells contain only one large vacuole. In the stationary stage, the vacuole membrane demixes into two liquid phases with compositionally distinct domains. (B) The phase boundary between mixed (one-phase) and demixed (two-phase) states can be reversibly crossed by changes in temperature and/or membrane composition. Tmix, the temperature at which membrane domains appear or disappear, changes with membrane composition. Micrographs show representative images of membranes with and without domains (and are not all from the same vacuole).
The clear connection between membrane domains and growth stage makes yeast an ideal system to investigate in order to answer significant open questions about phase separation. Here, we focus on two outstanding questions. First, do yeast cells physiologically adapt to maintain membrane phase separation under new physical conditions? Second, is phase separation induced or eliminated through manipulation of sterol levels?
It is reasonable to expect that yeast should actively remodel their vacuole membranes to achieve phase separation because domains appear and disappear with growth stage and because yeast adjust to a wide range of environmental conditions (18, 19). More broadly, it is known that many cell types alter their lipid compositions and membrane behaviors in response to changes in cell cycle (20–25), activation (26, 27), disease (28–30), and environmental stress (31). Changes in growth temperature are particularly compelling to investigate because they are experimentally tractable and because they trigger active membrane remodeling in organisms ranging from bacteria to vertebrate animals (32–35).
If liquid–liquid membrane phase separation is a functionally relevant property, a clear prediction is that the membrane’s Tmix should be regulated by the cell in response to the ambient temperature. There is some precedent for this. Giant plasma membrane vesicles that are shed from zebrafish cells exhibit fluctuating domains indicative of a miscibility critical point, and the Tmix values of these cell-free membranes vary with the growth temperature of the cells that shed them (35). However, there are key differences between plasma membrane vesicles and yeast vacuoles, beyond the fact that one is cell-free and the other is in a living cell. To date, the Tmix of all plasma membrane vesicles has been found to be below the cells’ growth temperature (7). In these vesicles, an offset between Tmix and the growth temperature is hypothesized to set the size of submicrometer membrane fluctuations, which could, in turn, influence channel activities and cytoskeletal compartmentalization (36–38). In contrast, the Tmix in living yeast vacuoles is well above the growth temperature (8), such that vacuole membranes partition into micrometer-scale domains under normal conditions. In yeast, it is less clear why a specific offset would be worth regulating: Any Tmix above the growth temperature should produce large domains in vacuole membranes. However, by regulating an offset, yeast might avoid “burning their bridges,” facilitating a return to a uniform membrane.
Of course, yeast cells cannot regulate domain formation by controlling their own temperature. Instead, they must alter the molecules in their membranes. Asking whether yeast tightly control their membrane’s Tmix is the same as asking whether they tightly control their lipid and protein compositions in the stationary stage (Fig. 1B). The detailed mechanisms by which cells adapt their membrane compositions to invoke phase separation in the stationary phase are unknown. In model membranes, coexisting liquid phases appear at intermediate sterol levels (rather than at low or high levels) (6, 39–43). In yeast cells, there are many indications that sterol levels are important. Experiments that alter genes encoding proteins involved in sterol synthesis or transport (11–13, 17), that perturb lipid droplets (which are rich in sterol esters) (13, 14), and that manipulate sterol metabolism (10, 44) all support the hypothesis that sterols regulate the formation and maintenance of membrane domains. However, it is largely unknown in which direction sterols are being shuttled—to or from the vacuole membrane.
In order to address some of these outstanding questions, we investigated whether living yeast cells adjust the Tmix of their vacuole membranes to scale with the growth temperature of the cells, and we test whether vacuole domains appear or disappear when ergosterol levels are changed in isolated vacuole membranes.
Results
In previous experiments (8), we investigated a relatively small number of individual vacuole membranes, both within and isolated from living cells. Here, we investigate large populations of cells. Three scenarios are possible. 1) If phase separation is physiologically irrelevant, then we would predict that Tmix is not stringently regulated: Different cells within a population should exhibit Tmix values that range widely above and below the growth temperature. 2) If phase separation is functionally important, and the only constraint is that the vacuole membrane must phase separate in the stationary phase, then we might predict that membranes from different cells should have a wide range of Tmix values, as long as Tmix is usually higher than the growth temperature. 3) However, if phase separation is functionally important, and if the phase transition must be easily reversed when nutrient conditions change, then we would predict that Tmix is tightly regulated and that the distribution of Tmix values should exhibit low cell-to-cell variation across the population.
Yeast Vacuoles Exhibit a Characteristic Tmix.
Vacuoles in living yeast cells were imaged as in Fig. 2A. The bright areas of the membranes are labeled with Vph1–GFP. Vph1 localizes exclusively to the vacuole membrane and is a transmembrane subunit of the vacuolar-ATPase pump. We chose Vph1 because it preferentially partitions to liquid disordered domains in phase-separated vacuoles (10, 17, 45). The protein’s function, which is to pump protons into the vacuole lumen to generate an electrochemical gradient across the membrane, is not affected by the probe (46). At temperatures below Tmix, Vph1 is unevenly distributed in vacuole membranes (marked with arrowheads in Fig. 2A), whereas above Tmix, the membranes appear uniform. To obtain the data in each experiment, multiple fields of view, as in Fig. 2A, were analyzed with a semiautomated, blinded procedure. For a population of cells, Tmix is the temperature at which the percent of vacuoles with domains is reduced by 50%. For the single experiment in Fig. 2B, each data point represents hundreds of vacuoles in living yeast cells grown at their optimal growth temperature of 30 °C.
Fig. 2.
(A) Micrographs of vacuoles in living cells at 44 °C, 46 °C, 48 °C, and 50 °C in four different fields of view. At low temperatures, most vacuole membranes are phase-separated, whereas at high temperatures, most membranes appear uniform. Arrowheads point to vacuoles with domains, which are identified by contrast between bright and dark regions in the membrane. (B) Vacuole membranes in living cells have a characteristic miscibility transition temperature, Tmix. This plot represents a single experimental sweep with 2 °C steps for cells grown at 30 °C. The percent of vacuoles with visible domains (small circles; n = 235 to 466) was scored by using a semiautomated blind procedure, normalized to a maximum of 100%, and fit to a sigmoidal curve (Materials and Methods and SI Appendix, Fig. S5). The large black circle lies at Tmix = 46.9 °C, the temperature at which the percent of vacuoles with domains is reduced by 50%. The shaded region superimposed on the line indicates the 95% CI for the fit. (C) Increases in growth temperature (20 °C, 25 °C, and 30 °C) result in increases in Tmix (32.4 ± 1.6 °C, 40.1 ± 0.8 °C, and 47.0 ± 0.4 °C, where error bars are SDs). Each curve represents a different experimental temperature sweep. (D) The relationship between Tmix and the growth temperature is linear. The error in the slope is the 95% CI for the linear regression fit. Offsets (ΔT) between the three growth temperatures and Tmix are 12.4 ± 1.6 °C, 15.1 ± 0.8 °C, and 17.0 ± 0.4 °C. Optical densities were controlled to account for changes in growth rate at different growth temperatures (SI Appendix, Fig. S1 and Materials and Methods).
In turn, multiple experiments as in Fig. 2B were combined to generate Fig. 2C. We find that the broad population of vacuoles grown at 30 °C has a characteristic Tmix (47.0 °C) with a low variance (SD ± 0.4 °C). Because Tmix is a function of the membrane’s composition, the sharp transition implies that there is relatively little cell-to-cell variation in vacuole membrane composition with respect to molecules that control phase separation, even among different yeast cultures. The reproducibility of this result rivals those of chemically defined artificial lipid systems like giant unilamellar vesicles (43, 47). In summary, yeast regulate their vacuole membrane composition to achieve a common Tmix, which is set above the ambient growth temperature.
Growth Temperature Controls Tmix.
Next, we tested whether cells actively tune Tmix of their vacuole membranes in response to changes in ambient growth temperature. We chose the new growth temperatures to be low (20 °C and 25 °C) rather than high to avoid subjecting cells to chronic thermal stress. Yeast grew robustly at all temperatures tested (SI Appendix, Fig. S1 and Materials and Methods).
The results, shown in Fig. 2 C and D, indicate that yeast maintain a linear relationship between Tmix in vacuole membranes and the growth temperature. An increase in the ambient temperature of ∼15 °C causes membrane components to mix into a single phase. Taken together, the low cell-to-cell variation of Tmix and the linear relationship between Tmix and the growth temperature strongly support the conclusion that vacuole membrane demixing is stringently regulated and, therefore, physiologically important. Yeast would achieve a shift in Tmix through a change in the vacuole’s composition.
Membranes Require Long-Term Changes in Temperature to Remodel.
Next, we investigated the time scales over which temperature changes regulate domain formation. Previous results indicated that the relevant window falls between 5 min and 3 h. The shorter time scale derives from our previous report that domains do not reappear in vacuoles held above Tmix for 5 min (8). The longer time comes from the observation that domains eventually appear in log-stage vacuoles subjected to 3 h of acute heat stress (10). We grew cells at low temperature (20 °C) until they reached stationary stage and their vacuoles exhibited domains (Fig. 3). We then raised the temperature slightly above Tmix (35 °C). We maintained the cells at this new temperature for 1 h. Within this period, vacuole membranes did not return to a phase-separated state. Therefore, the time required for significant remodeling of the membranes is >1 h. We designed our experiment to avoid heat stress by choosing an initial low temperature (20 °C), which resulted in a low Tmix (32.4 ± 1.6 °C). At the conclusion of the experiment, cells were cooled back to 20 °C, and domains reappeared on vacuoles that originally exhibited them (SI Appendix, Fig. S2). We previously showed that miscibility transitions in vacuoles are reversible after acute changes in temperature on time scales of seconds (8). Here, we show that the transition is also reversible on a long time scale, suggesting that Tmix is regulated in response to a time-averaged growth temperature, rather than via rapid cellular responses to acute temperature fluctuations.
Fig. 3.
(A) Cells adapt Tmix of their membranes on time scales longer than 1 h in response to temperature changes. Cells were grown at low temperature (∼20 °C) until they reached the stationary stage, where vacuole membranes exhibited domains. Temperature was then quickly raised to 35 °C (slightly above Tmix), and domains disappeared. Cells were maintained at this new temperature for 1 h; domains did not reappear within this period. Images in steps 1 and 4 show the same vacuoles; SI Appendix, Fig. S2 shows a time lapse. (B) Membranes of free-floating vacuoles isolated from cells in the log stage do not phase separate, even at low temperature. Cells were grown at 30 °C to the log stage (OD600 = 1). Vacuoles were isolated from these cells and imaged. When the vacuoles were cooled from 30 °C to 5 °C, domains did not appear in the membranes. Images in steps 3 and 4 show two different vacuoles that are representative of the population.
Logarithmic-Stage Vacuoles Do Not Phase Separate, Even at Low Temperature.
As yeast progress from the log stage to the stationary stage, their vacuole membranes demix into two phases. This transition must be driven by a change in the membrane composition, but what is the magnitude of that change? If log-stage yeast require only a small change in the composition of their vacuole membranes to phase separate, then only a small drop in temperature should have the same effect. In Fig. 3B, we find that even a large drop in temperature (from 30 °C to 5 °C) does not cause log-stage vacuole membranes to phase separate, implying that the membranes undergo a large change in composition from log to stationary phase. For this experiment, we used isolated vacuoles that were fused to ∼4 µm diameter because phase separation can be difficult to identify in smaller (∼1 to 2 µm) in vivo log-stage vacuoles and because isolation does not appear to perturb phase separation (8–10). We imaged vacuoles that were free-floating, rather than resting on the coverslip, because it is known that contact between membranes and surfaces can promote membrane phase separation (48–50). Indeed, contact between isolated vacuoles and glass surfaces occasionally caused domains to appear in very cold (5 °C) membranes (SI Appendix, Fig. S3).
Depletion (Not Addition) of Ergosterol Causes Domains in Log-Stage Vacuole Membranes.
In model membranes, coexisting liquid phases form when the membranes contain moderate amounts of sterol. If the sterol content is low, solid (gel) domains appear; if the sterol content is high, the membrane is uniform (6, 39–43). Given that no domains appear in membranes of log-stage vacuoles, one reasonable hypothesis is that their sterol content is too high to support phase separation. In this scenario, a decrease in the sterol content of log-stage vacuole membranes would cause coexisting liquid phases to appear. In yeast, the predominant sterol is ergosterol; it constitutes roughly 7 to 15 mol% of lipids in mid- or late-log-stage vacuolar membranes (51, 52). In SI Appendix, Table S1, we show that depleting ergosterol in model membranes of giant unilamellar vesicles can indeed increase Tmix, whereas supplementing ergosterol can decrease Tmix.
We tested our hypothesis by decreasing or increasing the amount of ergosterol in isolated log-stage vacuoles fused to ∼4 µm diameter. To directly tune the membrane’s ergosterol content, we used methyl-β-cyclodextrin (MβCD) as a molecular shuttle to remove and add ergosterol. We found that a decrease in membrane ergosterol caused domains to appear in ∼40% of log-stage vacuoles, whereas an increase in ergosterol had no effect (Fig. 4). The result is robust across several ratios of MβCD:ergosterol, showing that both gentle and stringent methods of ergosterol depletion are effective. Contact between membranes and surfaces can promote membrane phase separation (48–50), and when vacuoles rested on glass, domains nucleated at that surface if ergosterol was depleted, but not if ergosterol was supplemented.
Fig. 4.
(A) In wild-type conditions, log-stage vacuoles do not exhibit domains (Fig. 1B). Depletion of ergosterol from vacuoles isolated from log-stage yeast triggers membrane phase separation, whereas supplementation of ergosterol has no effect. For each condition, 75 to 141 vacuoles were evaluated. (B) Micrographs show dark domains in isolated vacuoles in which ergosterol was depleted by introducing an excess of empty MβCD (as a 10:1 ratio of MβCD:ergosterol). Additional images are in SI Appendix, Fig. S4. (C) Micrographs show a lack of micrometer-scale domains in isolated vacuoles in which ergosterol was supplemented by introducing loaded MβCD (as a 1:2 ratio of MβCD:ergosterol).
Discussion
Phase Separation in Living Cells.
Cells expend energy to maintain molecular fluxes and concentration gradients far from equilibrium. A common question that arises about phase separation is how it can apply to living cells, given that it is a classic equilibrium phenomenon. The apparent contradiction is reconciled if there is a clear separation of time scales. As an analogy, consider a 1-L aqueous solution in an open beaker on a benchtop. Imagine that reactions in the aqueous solution reach equilibrium quickly (e.g., <1 min). If we make a change to the solution on a similarly short time scale (e.g., a temperature jump from 25 °C to 37 °C), then we can approximate that the solution will reach a new equilibrium position within about a minute. We can confidently apply equilibrium concepts to our system over intermediate measurement periods (e.g., 1 h), even though we are aware that if we continued to observe the solution over days, the equilibrium position would continue to very slowly change due to evaporation.
Vacuole membranes exhibit this same separation of time scales, which means that we can apply equilibrium concepts to the membranes over appropriate periods of time. Phase separation reversibly occurs on short time scales, within seconds of the temperature crossing Tmix (8). In contrast, the membrane’s Tmix (or, equivalently, its composition) remains constant over time scales exceeding an hour, within measurement uncertainty (Fig. 3A). If we continued to observe vacuole membranes over longer times, we would expect the equilibrium position to change due to membrane remodeling. Other examples in which equilibrium phase transitions are applied to living cells include subcellular condensates of proteins and/or RNA, which also exhibit a separation of time scales (1, 2, 4, 5).
Time scales are also invoked in the classification of membrane domains. “Lipid rafts” are typically described as small (nanometer-scale), short-lived, dynamic platforms in plasma membranes (53–57), unlike the large (micrometer-scale), long-lived domains seen in vacuole membranes. Of course, phase separation could underlie features attributed to rafts, such as segregating membrane components or influencing protein sorting and function (54, 58–60).
The Role of Sterols in Membrane Phase Separation.
Here, we probed membrane composition by altering levels of ergosterol, the major sterol in yeast. We changed sterol levels while keeping all other lipids constant by using MβCD and by isolating vacuoles from other types of membranes that could act as sources or sinks of sterols. We discovered that depletion of ergosterol causes log-stage vacuole membranes to phase separate.
Our experiments with vacuoles are consistent with results from artificial membranes. For many ratios of lipids in model three-component membranes, decreasing the sterol concentration is equivalent to traveling left along the horizontal arrow in Fig. 1B: Domains nucleate, and Tmix increases (e.g., refs. 6, 41, and 42). A higher Tmix implies that a broader range of lipid compositions produces coexisting liquid phases (Fig. 1B). In vitro studies with cell-derived giant plasma membrane vesicles yield similar results: Decreasing sterol levels increases Tmix (35, 61). In vitro experiments with whole-cell lysates are more challenging to interpret. For example, Toulmay and Prinz (10) reported that domains appear on log-stage vacuoles in lysates exposed to MβCD. Although their result agrees with ours, they surmised that MβCD was transferring sterols from other membranes in the lysate to vacuoles. Likewise, they found that MβCD caused domains to disappear from stationary-stage vacuoles (10), but it was not known if ergosterol was being transferred to or from the vacuoles.
Experiments that allow several lipid types to vary at once are similarly challenging to interpret. The list of lipids in yeast membranes is long and diverse, and changes in ergosterol levels could work in concert with (or against) changes in the rest of the lipidome to form membrane domains (62, 63). Most in vivo experiments imply that ergosterol levels in vacuoles increase as yeast enter the stationary stage. For example, Tsuji et al. (17) report that filipin staining of sterols in stationary-stage membranes is higher than in log stage, with the caveat that staining was relative to the plasma membrane rather than absolute. Similarly, genetic impairment of sterol synthesis and transport (11–13, 17), perturbations to lipid droplets [which are rich in sterol esters (13, 14)], and the application of drugs to manipulate sterols (10, 44) can prevent the formation or maintenance of domains. However, in many of these processes, the net direction in which sterols are being transferred is unknown. Any proof that vacuole phase separation in intact cells follows an increase in ergosterol would be consistent with the observation that maintenance of phase separation requires lipophagy, which is expected to mobilize esterified sterols stored in lipid droplets (13, 14, 17, 64). Sterol transport may also occur at sites where vacuole makes contact with the endoplasmic reticulum or other organelles (44). We are currently conducting experiments with purified vacuole membranes to learn how their lipidome remodels over the cellular growth cycle.
Regulation of Tmix.
Our finding that the Tmix of yeast vacuole membranes is tightly regulated in response to ambient growth temperature is consistent with the hypothesis that phase separation is functionally important. This leads to an important question: What downstream biological activities depend on the formation of phase-separated domains at the vacuole? Domains in vacuole membranes segregate protein complexes of the TORC1 nutrient-sensing pathway, which regulates autophagy (10–12). In addition, vacuole domains appear to be necessary for the docking and consumption of lipid droplets, a process called lipophagy (13, 14, 17, 64). Both autophagy and lipophagy are essential for helping cells survive periods of nutritional limitation. The proposed role of membrane phase separation in the TOR signaling pathway may be especially significant, as the TORC1 pathway is conserved in yeast and humans.
Moreover, our findings imply that new mechanisms of regulating the composition of yeast vacuoles may await discovery. Signaling pathways that could control phase separation in vacuole membranes in response to changes in temperature are, at best, only partially characterized. In a candidate-based screen for mutants whose membranes cannot phase separate, Toulmay and Prinz (10) identified genes in at least three signaling pathways: the Rim system, which responds to pH; the Fab1 (also called PikFYVE) phosphatidylinositol-3-phosphate 5-kinase, which responds to osmotic gradients and other stresses; and the Slt2 (Mpk1) MAP kinase, also involved in osmotic and membrane stress responses. At least two of these systems are also important for cellular responses to temperature. Mutant fab1Δ cells exhibit severe growth defects at elevated temperature, demonstrating that Fab1 activity is indispensable for cellular thermotolerance (65). Similarly, genes encoding proteins in the Slt2 pathway are mutated under selection for thermotolerance in experimental evolution studies, and this pathway becomes constitutively active during mild heat stress (66, 67). Moreover, we previously found that both phospholipid acyl chain composition and plasma membrane fluidity are regulated through the Rho1–Protein Kinase C–Slt2 signaling pathway (68).
Phase separation in the yeast vacuole, first observed half a century ago, has re-emerged as the most robust and tractable model for understanding membrane phase separation in an intact cell system. Recent results from several groups show that essential processes for domain formation include lipophagy, sterol metabolism, and probably phospholipid metabolism (10, 13, 14, 17, 44). Our results reveal an unexpectedly tight thermostatic regulation of the vacuole membrane’s biophysical properties. Going forward, major challenges include dissection of the mechanisms underlying this thermostat and tests of the downstream functional consequences of membrane phase separation. Unresolved biophysical questions include the mechanisms that facilitate or impede the merging of many small domains into a few large domains in yeast vacuoles and the roles of transmembrane osmotic gradients and membrane tension in domain formation and structure.
Materials and Methods
Yeast Cell Culture.
S. cerevisiae BY4742 (69) harboring a Vph1–GFP translational fusion was used in all experiments (MATα his3Δ1 lys2Δ0 ura3Δ0 leu2Δ0 VPH1-GFP::HIS3). The Vph1 fusion is 1 of 14 endogenous protein markers and 3 lipid probes found by Toulmay and Prinz (10) to partition to only 1 of the 2 membrane phases of vacuole membranes in the stationary stage. Cultures were grown in a shaking incubator at 225 rpm using synthetic complete medium containing 0.4% dextrose. For log-stage experiments, cultures (1 L) were grown to an optical density @ 600 nm (OD600) of 1.0 (∼17 h at 30 °C).
For stationary-stage experiments, cultures (10 mL) were incubated at 20 °C, 25 °C, or 30 °C. Yeast were harvested after 72 h of growth at similar cell densities (OD600 ∼ 6). Cultures at 20 °C grow at a slower rate and therefore were started at a higher concentration to reach the same optical density (a proxy for growth stage) in an equivalent amount of time. We prioritized cell density because it has been shown to influence transition temperatures in cell-derived membranes (25, 26). Incubator temperature was monitored with a Fisherbrand TraceableLIVE Wi-Fi Datalogging Thermometer (0.25 °C accuracy). This monitoring renders phase-transition temperatures in this work more accurate than reported previously (8).
Temperature Experiments.
Cells were diluted for imaging in an isosmotic solution of conditioned medium from the grown culture. To make conditioned medium, 1 mL of culture was centrifuged at 3,400 × g. The supernatant was collected and centrifuged again at 3,400 × g to remove remaining cells. To decrease refractive index mismatch (70), 200 µL of OptiPrep (60% OptiPrep Density Gradient Medium; Sigma catalog no. D1556) was added to 800 µL of medium and vortexed. Coverslips were coated with 3 µL of 1 mg/mL concanavilin-A (EPC Elastin Products Co. catalog no. C2131) in buffer (50 nM Hepes [pH 7.5], 20 mM calcium acetate, and 1 mM MnSO4]. Immediately prior to use, the coverslips were washed with MilliQ water and dried with air. Samples of 3 µL of cells were diluted into 3 µL of conditioned medium containing 12% OptiPrep and placed onto the concanavalin-A–coated coverslip. Cells were sandwiched with a top coverslip and allowed to adhere to the coated coverslip for 10 min before imaging.
Images were acquired on a Nikon TE2000 frame by using a Blackfly 2.3 MP Mono USB3 Vision or Teledyne Photometrics Prime 95BSI camera. Fluorophores were excited with an X-Cite 110 light-emitting diode light source filtered through an infrared cut filter to prevent aberrant heating of the sample from the optics. A temperature cuff (Harvard Biosciences Inc.) on the oil-immersion objective (100×, 1.4 numerical aperture [NA]) was used to prevent the microscope from acting as a heat sink. Thermal grease (Omega OT-201) was used to keep the sample in thermal contact with the home-built, temperature-controlled stage (Omega Engineering). The sample temperature was measured by using a thermistor probe (0.2 °C accuracy; Advanced Thermoelectric). Temperature was adjusted stepwise in 2 °C increments, starting at the growth temperature and increasing until domains were no longer observed. Temperature sweeps were done quickly, and only at high temperature for 3 to 5 min, to limit cellular thermal stress. We previously verified that yeast cells are viable following acute exposure to 50 °C (8). Micrographs were taken at each 2 °C interval and were used to quantify the fraction of vacuoles with domains at each temperature.
Image Analysis.
To preserve the fidelity of the data, image manipulation was limited to adjusting overall brightness and linear (γ = 1) contrast enhancements, which were accomplished with ImageJ (https://imagej.nih.gov/ij/). To score membranes as being either uniform or phase-separated, images were automatically cropped and displayed to the user by using original Python code that has been made available by public license at https://github.com/leveillec/demixing-yeast-vacuole. The user was blind to the growth and sample temperatures for each image (SI Appendix, Fig. S5). The percent of phase-separated vacuoles at each temperature was fit by using
Here, c is Tmix, the temperature at which the percent of vacuoles with domains is reduced by 50%, and d is the rate of the sigmoid decay.
At all temperatures, at least some vacuole membranes appeared uniform, as reported by others (9, 10, 13). Data were normalized by setting the maximum percent of phase-separated vacuoles to 100% for each experiment. The experiments systematically undercounted vacuoles with domains because micrographs captured only one plane of the vacuole, which may not intersect with a domain. Our data also undercounted vacuoles in which domains were too small to identify; excess area in the membrane can prevent domains from merging (71). During the course of an experiment, domains can coalesce (Fig. 2A), rendering them easier to identify and leading to an increase in the apparent percentage of vacuoles with domains as Tmix is approached from low temperatures.
Vacuole Isolation Experiments.
A 1-L culture was grown to OD600 = 1.0. Cells were sedimented in a swinging-bucket rotor for 3,200 × g, 10 min, room temperature; resuspended in 0.1 M Tris (pH 9.4) and 10 mM dithiothreitol; and incubated for 10 min at 30 °C. The cells were again sedimented in a swinging-bucket rotor (3,200 × g) for 5 min at room temperature and then resuspended in spheroplast buffer (600 mM sorbitol, 50 mM potassium phosphate, pH 7.5, and 8% growth medium). Lytic enzyme (Zymolyase 20T, Seikigaku; further purified in-house by cation-exchange chromatography) was added, and the cells were incubated for 25 min. The spheroplasted cells were sedimented in a swinging-bucket rotor (3,200 × g) for 5 min at 4 °C. For hypoosmotic lysis, spheroplasts were resuspended in 15% Ficoll buffer (10 mM Pipes–KOH, pH 6.8, 200 mM sorbitol, and 15% weight/volume [wt/vol] Ficoll), and diethylaminoethyl–dextran was added to a final concentration of 0.005 to 0.01% wt/vol. Spheroplasts were incubated for 2 min on ice, then 3 min at 30 °C. The resulting spheroplast lysates were added to a SW-41 ultracentrifuge tube and overlaid with a step gradient of 8%, 4% ,and 0% Ficoll in PS buffer (10 mM Pipes–KOH, pH 6.8, and 200 mM sorbitol). Ultracentrifugation in an SW-41Ti rotor (Beckman) at 30,000 × g for 90 min at 4 °C resulted in pure vacuoles at the 4 to 0% Ficoll interface.
Images of cell-free vacuoles were collected by diluting 5 µL of the isolated vacuole prep in 45 µL of low-melt 0.8% agarose prepared in PS buffer and mounted between a microscope slide and coverslip. The agarose immobilized vacuoles during imaging and prevented them from “splatting” onto the coverslip. Images were collected on an Olympus IX71 fluorescence microscope with an Andor IXON electron-multiplying charge-coupled device camera, using a 60× 1.45-NA oil immersion objective and a 1.5× tube lens.
Cyclodextrin:Ergosterol Complex.
Ergosterol was dissolved in chloroform in a glass test tube, and the solute chloroform was evaporated by using a gentle stream of dry N2 to create a thin film. The film was then rehydrated in 2.5 mM MβCD in aqueous solution. The tube was vortexed and then sonicated in a bath sonicator for 1 to 3 min. The solution was incubated in a 37 °C water bath overnight and used the next day.
Supplementary Material
Acknowledgments
We thank Rachel Plemel, Tom Duan, and Scott Rayermann for technical advice. This research was supported by NSF Grant MCB-1925731 (to S.L.K.); NIH Grants R01 GM077349 and GM130644 (to A.J.M.); and NIH Fellowship T32 GM008268 (to C.E.C.).
Footnotes
The authors declare no competing interest.
This article is a PNAS Direct Submission.
This article contains supporting information online at https://www.pnas.org/lookup/suppl/doi:10.1073/pnas.2116007119/-/DCSupplemental.
Data Availability
All data are included in the article and/or SI Appendix.
References
- 1.Brangwynne C. P., Phase transitions and size scaling of membrane-less organelles. J. Cell Biol. 203, 875–881 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Hyman A. A., Weber C. A., Jülicher F., Liquid-liquid phase separation in biology. Annu. Rev. Cell Dev. Biol. 30, 39–58 (2014). [DOI] [PubMed] [Google Scholar]
- 3.Posey A. E., Holehouse A. S., Pappu R. V., Phase separation of intrinsically disordered proteins. Methods Enzymol. 611, 1–30 (2018). [DOI] [PubMed] [Google Scholar]
- 4.Langdon E. M., Gladfelter A. S., A new lens for RNA localization: Liquid-liquid phase separation. Annu. Rev. Microbiol. 72, 255–271 (2018). [DOI] [PubMed] [Google Scholar]
- 5.Banani S. F., Lee H. O., Hyman A. A., Rosen M. K., Biomolecular condensates: Organizers of cellular biochemistry. Nat. Rev. Mol. Cell Biol. 18, 285–298 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Veatch S. L., Keller S. L., Separation of liquid phases in giant vesicles of ternary mixtures of phospholipids and cholesterol. Biophys. J. 85, 3074–3083 (2003). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Baumgart T., et al. , Large-scale fluid/fluid phase separation of proteins and lipids in giant plasma membrane vesicles. Proc. Natl. Acad. Sci. U.S.A. 104, 3165–3170 (2007). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Rayermann S. P., Rayermann G. E., Cornell C. E., Merz A. J., Keller S. L., Hallmarks of reversible separation of living, unperturbed cell membranes into two liquid phases. Biophys. J. 113, 2425–2432 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Moeller C. H., Mudd J. B., Thomson W. W., Lipid phase separations and intramembranous particle movements in the yeast tonoplast. Biochim. Biophys. Acta 643, 376–386 (1981). [DOI] [PubMed] [Google Scholar]
- 10.Toulmay A., Prinz W. A., Direct imaging reveals stable, micrometer-scale lipid domains that segregate proteins in live cells. J. Cell Biol. 202, 35–44 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Murley A., et al. , Ltc1 is an ER-localized sterol transporter and a component of ER-mitochondria and ER-vacuole contacts. J. Cell Biol. 209, 539–548 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Murley A., et al. , Sterol transporters at membrane contact sites regulate TORC1 and TORC2 signaling. J. Cell Biol. 216, 2679–2689 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Wang C.-W., Miao Y.-H., Chang Y.-S., A sterol-enriched vacuolar microdomain mediates stationary phase lipophagy in budding yeast. J. Cell Biol. 206, 357–366 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Seo A. Y., et al. , AMPK and vacuole-associated Atg14p orchestrate μ-lipophagy for energy production and long-term survival under glucose starvation. eLife 6, e21690 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Moor H., Mühlethaler K., Fine structure in frozen-etched yeast cells. J. Cell Biol. 17, 609–628 (1963). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Moeller C. H., Thomson W. W., An ultrastructural study of the yeast tomoplast during the shift from exponential to stationary phase. J. Ultrastruct. Res. 68, 28–37 (1979). [DOI] [PubMed] [Google Scholar]
- 17.Tsuji T., et al. , Niemann-Pick type C proteins promote microautophagy by expanding raft-like membrane domains in the yeast vacuole. eLife 6, e25960 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Alexandre H., Rousseaux I., Charpentier C., Relationship between ethanol tolerance, lipid composition and plasma membrane fluidity in Saccharomyces cerevisiae and Kloeckera apiculata. FEMS Microbiol. Lett. 124, 17–22 (1994). [DOI] [PubMed] [Google Scholar]
- 19.You K. M., Rosenfield C.-L., Knipple D. C., Ethanol tolerance in the yeast Saccharomyces cerevisiae is dependent on cellular oleic acid content. Appl. Environ. Microbiol. 69, 1499–1503 (2003). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Jackowski S., Cell cycle regulation of membrane phospholipid metabolism. J. Biol. Chem. 271, 20219–20222 (1996). [DOI] [PubMed] [Google Scholar]
- 21.Spiegel S., A. H. Merrill, Jr, Sphingolipid metabolism and cell growth regulation. FASEB J. 10, 1388–1397 (1996). [DOI] [PubMed] [Google Scholar]
- 22.Atilla-Gokcumen G. E., et al. , Dividing cells regulate their lipid composition and localization. Cell 156, 428–439 (2014). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Ponec M., Weerheim A., Kempenaar J., Mommaas A. M., Nugteren D. H., Lipid composition of cultured human keratinocytes in relation to their differentiation. J. Lipid Res. 29, 949–961 (1988). [PubMed] [Google Scholar]
- 24.Gulaya N. M., Volkov G. L., Klimashevsky V. M., Govseeva N. N., Melnik A. A., Changes in lipid composition of neuroblastoma C1300 N18 cell during differentiation. Neuroscience 30, 153–164 (1989). [DOI] [PubMed] [Google Scholar]
- 25.Gray E. M., Díaz-Vázquez G., Veatch S. L., Growth conditions and cell cycle phase modulate phase transition temperatures in RBL-2H3 derived plasma membrane vesicles. PLoS One 10, e0137741 (2015). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Cammarota E., et al. , Criticality of plasma membrane lipids reflects activation state of macrophage cells. J. R. Soc. Interface 17, 20190803 (2020). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Tisza M. J., et al. , Motility and stem cell properties induced by the epithelial-mesenchymal transition require destabilization of lipid rafts. Oncotarget 7, 51553–51568 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Santos C. R., Schulze A., Lipid metabolism in cancer. FEBS J. 279, 2610–2623 (2012). [DOI] [PubMed] [Google Scholar]
- 29.Cutler R. G., et al. , Involvement of oxidative stress-induced abnormalities in ceramide and cholesterol metabolism in brain aging and Alzheimer’s disease. Proc. Natl. Acad. Sci. U.S.A. 101, 2070–2075 (2004). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Maes M., et al. , Fatty acid composition in major depression: Decreased ω 3 fractions in cholesteryl esters and increased C20: 4 ω 6/C20:5 ω 3 ratio in cholesteryl esters and phospholipids. J. Affect. Disord. 38, 35–46 (1996). [DOI] [PubMed] [Google Scholar]
- 31.Ernst R., Ejsing C. S., Antonny B., Homeoviscous adaptation and the regulation of membrane lipids. J. Mol. Biol. 428 (24 Pt A), 4776–4791 (2016). [DOI] [PubMed] [Google Scholar]
- 32.Hunter K., Rose A. H., Influence of growth temperature on the composition and physiology of micro-organisms. Environmental Control of Cell Synthesis and Function, A. C. R. Dean, S. J. Pirt, D. W. Tempest, Eds. (Academic Press Inc., New York, 1972) 527–540.
- 33.Kates M., Baxter R. M., Lipid composition of mesophilic and psychrophilic yeasts (Candida species) as influenced by environmental temperature. Can. J. Biochem. Physiol. 40, 1213–1227 (1962). [PubMed] [Google Scholar]
- 34.Farrell J., Rose A., Temperature effects on microorganisms. Annu. Rev. Microbiol. 21, 101–120 (1967). [DOI] [PubMed] [Google Scholar]
- 35.Burns M., Wisser K., Wu J., Levental I., Veatch S. L., Miscibility transition temperature scales with growth temperature in a zebrafish cell line. Biophys. J. 113, 1212–1222 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Machta B. B., et al. , Conditions that stabilize membrane domains also antagonize n-alcohol anesthesia. Biophys. J. 111, 537–545 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Machta B. B., Papanikolaou S., Sethna J. P., Veatch S. L., Minimal model of plasma membrane heterogeneity requires coupling cortical actin to criticality. Biophys. J. 100, 1668–1677 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Ehrig J., Petrov E. P., Schwille P., Near-critical fluctuations and cytoskeleton-assisted phase separation lead to subdiffusion in cell membranes. Biophys. J. 100, 80–89 (2011). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Beattie M. E., Veatch S. L., Stottrup B. L., Keller S. L., Sterol structure determines miscibility versus melting transitions in lipid vesicles. Biophys. J. 89, 1760–1768 (2005). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Samsonov A. V., Mihalyov I., Cohen F. S., Characterization of cholesterol-sphingomyelin domains and their dynamics in bilayer membranes. Biophys. J. 81, 1486–1500 (2001). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Konyakhina T. M., Wu J., Mastroianni J. D., Heberle F. A., Feigenson G. W., Phase diagram of a 4-component lipid mixture: DSPC/DOPC/POPC/chol. Biochim. Biophys. Acta 1828, 2204–2214 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Veatch S. L., Gawrisch K., Keller S. L., Closed-loop miscibility gap and quantitative tie-lines in ternary membranes containing diphytanoyl PC. Biophys. J. 90, 4428–4436 (2006). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Veatch S. L., Keller S. L., Seeing spots: Complex phase behavior in simple membranes. Biochim. Biophys. Acta 1746, 172–185 (2005). [DOI] [PubMed] [Google Scholar]
- 44.Seo A. Y., et al. , Vacuole phase-partitioning boosts mitochondria activity and cell lifespan through an inter-organelle lipid pipeline. bioRxiv [Preprint] (2021). https://www.biorxiv.org/content/10.1101/2021.04.11.439383v1 (Accessed 31 December 2021).
- 45.Spira F., et al. , Patchwork organization of the yeast plasma membrane into numerous coexisting domains. Nat. Cell Biol. 14, 640–648 (2012). [DOI] [PubMed] [Google Scholar]
- 46.Wang L., Seeley E. S., Wickner W., Merz A. J., Vacuole fusion at a ring of vertex docking sites leaves membrane fragments within the organelle. Cell 108, 357–369 (2002). [DOI] [PubMed] [Google Scholar]
- 47.Cornell C. E., et al. , n-alcohol length governs shift in Lo-Ld mixing temperatures in synthetic and cell-derived membranes. Biophys. J. 113, 1200–1211 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Zhao J., Wu J., Veatch S. L., Adhesion stabilizes robust lipid heterogeneity in supercritical membranes at physiological temperature. Biophys. J. 104, 825–834 (2013). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Gordon V. D., Deserno M., Andrew C. M. J., Egelhaaf S. U., Poon W. C. K., Adhesion promotes phase separation in mixed-lipid membranes. EPL 84, 48003 (2008). [Google Scholar]
- 50.Lipowsky R., Rouhiparkouhi T., Discher D. E., Weikl T. R., Domain formation in cholesterol–phospholipid membranes exposed to adhesive surfaces or environments. Soft Matter 9, 8438 (2013). [Google Scholar]
- 51.Schneiter R., et al. , Electrospray ionization tandem mass spectrometry (ESI-MS/MS) analysis of the lipid molecular species composition of yeast subcellular membranes reveals acyl chain-based sorting/remodeling of distinct molecular species en route to the plasma membrane. J. Cell Biol. 146, 741–754 (1999). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Zinser E., Paltauf F., Daum G., Sterol composition of yeast organelle membranes and subcellular distribution of enzymes involved in sterol metabolism. J. Bacteriol. 175, 2853–2858 (1993). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Sezgin E., Levental I., Mayor S., Eggeling C., The mystery of membrane organization: Composition, regulation and roles of lipid rafts. Nat. Rev. Mol. Cell Biol. 18, 361–374 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Levental I., Veatch S., The continuing mystery of lipid rafts. J. Mol. Biol. 428 (24 Pt A), 4749–4764 (2016). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Kraft M. L., Sphingolipid organization in the plasma membrane and the mechanisms that influence it. Front. Cell Dev. Biol. 4, 154 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Munro S., Lipid rafts: Elusive or illusive? Cell 115, 377–388 (2003). [DOI] [PubMed] [Google Scholar]
- 57.Klotzsch E., Schütz G. J., A critical survey of methods to detect plasma membrane rafts. Philos. Trans. R. Soc. Lond. B Biol. Sci. 368, 20120033 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Simons K., Toomre D., Lipid rafts and signal transduction. Nat. Rev. Mol. Cell Biol. 1, 31–39 (2000). [DOI] [PubMed] [Google Scholar]
- 59.Simons K., Gerl M. J., Revitalizing membrane rafts: New tools and insights. Nat. Rev. Mol. Cell Biol. 11, 688–699 (2010). [DOI] [PubMed] [Google Scholar]
- 60.Lingwood D., Simons K., Lipid rafts as a membrane-organizing principle. Science 327, 46–50 (2010). [DOI] [PubMed] [Google Scholar]
- 61.Levental I., et al. , Cholesterol-dependent phase separation in cell-derived giant plasma-membrane vesicles. Biochem. J. 424, 163–167 (2009). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Klose C., et al. , Flexibility of a eukaryotic lipidome—Insights from yeast lipidomics. PLoS One 7, e35063 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Tsuji T., Fujimoto T., Lipids and lipid domains of the yeast vacuole. Biochem. Soc. Trans. 46, 1047–1054 (2018). [DOI] [PubMed] [Google Scholar]
- 64.Moeller C. H., Thomson W. W., Uptake of lipid bodies by the yeast vacuole involving areas of the tonoplast depleted of intramembranous particles. J. Ultrastruct. Res. 68, 38–45 (1979). [DOI] [PubMed] [Google Scholar]
- 65.Yamamoto A., et al. , Novel PI(4)P 5-kinase homologue, Fab1p, essential for normal vacuole function and morphology in yeast. Mol. Biol. Cell 6, 525–539 (1995). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Kamada Y., Jung U. S., Piotrowski J., Levin D. E., The protein kinase C-activated MAP kinase pathway of Saccharomyces cerevisiae mediates a novel aspect of the heat shock response. Genes Dev. 9, 1559–1571 (1995). [DOI] [PubMed] [Google Scholar]
- 67.Huang C.-J., Lu M.-Y., Chang Y.-W., Li W.-H., Experimental evolution of yeast for high-temperature tolerance. Mol. Biol. Evol. 35, 1823–1839 (2018). [DOI] [PubMed] [Google Scholar]
- 68.Lockshon D., et al. , Rho signaling participates in membrane fluidity homeostasis. PLoS One 7, e45049 (2012). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Brachmann C. B., et al. , Designer deletion strains derived from Saccharomyces cerevisiae S288C: A useful set of strains and plasmids for PCR-mediated gene disruption and other applications. Yeast 14, 115–132 (1998). [DOI] [PubMed] [Google Scholar]
- 70.Boothe T., et al. , A tunable refractive index matching medium for live imaging cells, tissues and model organisms. eLife 6, e27240 (2017). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Cornell C. E., et al. , Tuning length scales of small domains in cell-derived membranes and synthetic model membranes. Biophys. J. 115, 690–701 (2018). [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data are included in the article and/or SI Appendix.