Patrick S.
Schwarz‡
a,
Sudarshana
Laha‡
bc,
Jacqueline
Janssen
bc,
Tabea
Huss
a,
Job
Boekhoven
*ad and
Christoph A.
Weber
*bc
aDepartment of Chemistry, Technical University of Munich, Lichtenbergstraße 4, 85748 Garching, Germany. E-mail: job.boekhoven@tum.de
bBiological Physics, Max Planck Institute for the Physics of Complex Systems, Nöthnitzer Straße 38, 01187 Dresden, Germany. E-mail: weber@pks.mpg.de
cCenter for Systems Biology Dresden, Pfotenhauerstraße 108, 01307 Dresden, Germany
dInstitute for Advanced Study, Technical University of Munich, Lichtenbergstraße 2a, 85748 Garching, Germany
First published on 28th April 2021
Non-equilibrium, fuel-driven reaction cycles serve as model systems of the intricate reaction networks of life. Rich and dynamic behavior is observed when reaction cycles regulate assembly processes, such as phase separation. However, it remains unclear how the interplay between multiple reaction cycles affects the success of emergent assemblies. To tackle this question, we created a library of molecules that compete for a common fuel that transiently activates products. Often, the competition for fuel implies that a competitor decreases the lifetime of these products. However, in cases where the transient competitor product can phase-separate, such a competitor can increase the survival time of one product. Moreover, in the presence of oscillatory fueling, the same mechanism reduces variations in the product concentration while the concentration variations of the competitor product are enhanced. Like a parasite, the product benefits from the protection of the host against deactivation and increases its robustness against fuel variations at the expense of the robustness of the host. Such a parasitic behavior in multiple fuel-driven reaction cycles represents a lifelike trait, paving the way for the bottom-up design of synthetic life.
In this work, we show an unexpected behavior in phase-separated emulsions that are regulated by chemical reaction cycles and compete for a fuel. Counterintuitively, the lifetime of a transient product can be vastly prolonged even when resources have to be shared. The underlying mechanism is based on co-phase separation which protects products against deactivation, and it shows similarity to how a parasite benefits from the presence of a host.
In this study, we used three succinate derivatives: 2-buten-1-ylsuccinate, which we refer to as precursor, succinate (competitor 1) and 2-hexen-1-ylsuccinate (competitor 2, Fig. 1B). We observed that the addition of fuel to competitor 2 made the solution turn turbid due to the presence of oil-droplets which we verified via confocal microscopy (Fig. 1C), and is in line with previous work.53 However, the emergence of droplets could not be observed for the precursor and competitor 1.
In order to determine the kinetics of the three reaction cycles, we fueled 50 mM of each succinate derivative with 100 mM EDC and quantified the corresponding anhydride product concentration by means of high-performance liquid chromatography (HPLC). When we fueled 50 mM precursor with 100 mM EDC, we found that the precursor is immediately converted to roughly 25 mM of the product and, after the depletion of the fuel, degraded rapidly with a first-order decay within 24 minutes (Fig. 1D). Next, we fueled 50 mM of competitor 1 with 100 mM EDC and observed a similar yield and lifetime (Fig. 1E). In contrast, under the same conditions, fueling competitor 2 resulted in 45 mM anhydride product which lasted for over an hour (Fig. 1F). We explain the increased yield and lifetime of the droplet-forming anhydride product of competitor 2 by a previously described self-protection mechanism, i.e., the phase separated anhydride product is shielded from water and thus protected from hydrolysis.9,20,53 Consequently, hydrolysis occurs only on the anhydride molecules in solution which we refer to as the outside equilibrium concentration of the anhydride product (cout). The hydrolysis rate can then be calculated by r = kdcout, where kd is the hydrolysis rate constant. Since both kd and cout are constant, the effective hydrolysis rate is constant leading to a linear decay of the total anhydride product concentration when all fuel is consumed. Indeed, when using this equation in a theoretical kinetic model, we can accurately predict the concentration of fuel, succinate derivative and anhydride product for all three chemical reaction cycles (solid lines in Fig. 1D–F).
We tested how the kinetics of the reaction cycles are affected when the precursor competes with either competitor 1 or competitor 2 for fuel. We were particularly interested in how the anhydride products influence each other's activation and deactivation reactions and thereby determine their lifetimes. When we mixed equal concentrations of the precursor with competitor 1 and fueled with 100 mM EDC, we found lower yields and shorter reaction cycles for each of the anhydrides compared to their respective non-competing reaction cycles (Fig. 2AversusFig. 1D and E). In order to quantify this effect, we measured the lifetime of the product as a function of competitor 1 concentration, keeping the precursor concentration fixed at 50 mM (Fig. 2B). The lifetime is defined as the time period during which the average product concentration exceeds a chosen threshold of 2 mM (see ESI Section 4† for a discussion on the robustness of the results for different threshold values). Briefly, the threshold concentration of 2 mM was chosen as it is equal to the cout of competitor 2 which means that droplets dissolve below this threshold. Moreover, the threshold value is not in the tailing regime of the exponential decay of the anhydrides allowing to capture the effects of phase separation on product lifetime (ESI Fig. 11†). We find that the lifetime decreases with increasing the concentration of competitor 1, given the fact that the precursor and competitor 1 now have less fuel at their disposal compared to their corresponding non-competing reaction cycles (ESI Fig. 7†). The anhydrides of both reaction cycles are present side by side and hydrolyze in the aqueous media (Fig. 2C). In summary, both reaction cycles suffer from the competition for fuel.
The relation between the lifetime and amount of competitor was very different when the precursor competed with competitor 2, which can phase-separate. Despite the competition for fuel, the lifetime of the product increased with increasing competitor 2 concentration (Fig. 2D and E). When 50 mM of competitor 2 was added, the lifetime of the product increased to 43 minutes and the decay suddenly differed from the previously observed first-order decay (Fig. 2D). The increased lifetime is particularly surprising considering that the maximum yield of the product decreased from roughly 25 mM to 10 mM when competitor 2 was added (Fig. 1DversusFig. 2D). In contrast, the lifetime of the product of competitor 2 decreased from 77 minutes when on its own to 43 minutes when competing with the precursor for fuel (Fig. 1FversusFig. 2D). Moreover, we found that the maximum yield of the product of competitor 2 decreased from roughly 45 mM to 35 mM when competing with the precursor for fuel. In summary, the product of competitor 2 suffers whilst the product benefits from the competition for fuel between the reaction cycles. Interestingly, both anhydrides had the same lifetime indicating a coupling between the two reaction cycles. When we further increased the concentration of competitor 2 while fixing the precursor concentration, thelifetime of the product increased even further (Fig. 2E and ESI Fig. 9†). We hypothesize that the counterintuitive behavior is related to the ability of the product to co-phase separate with the product of competitor 2. Thus, the product benefits from the self-protection mechanism of the droplets formed by the product of competitor 2 (Fig. 2F). In other words, co-phase separation decreases the concentration of the product in the aqueous phase and thereby its deactivation rate.
We investigated the composition of the oil phase during the reaction cycle by centrifugation and HPLC. We found that the product is indeed part of the oil phase (ESI Fig. 13A–C†). Moreover, when we increased the concentration of competitor 2, we found that the composition of the oil phase changed, which suggests that the composition of the oil phase is dictated by the two reaction cycles. We also measured the composition of the aqueous phase after 16 minutes in the reaction for various competitor 2 concentrations (ESI Fig. 2A and B†). Assuming that the system is close to local phase separation equilibrium (see ESI Section 2† for an estimate supporting this assumption), the concentrations of the anhydrides in the aqueous phase are approximately equal to their outside equilibrium concentration cout. We found an almost constant cout of roughly 2 mM for the anhydride product of competitor 2 in the presence or absence of the precursor (ESI Fig. 2A†). In other words, the cout of the product of competitor 2 was hardly affected by the presence of the product. In contrast, we found that the cout of the product decreased drastically, ranging from roughly 28 mM without competition to 0.6 mM with 125 mM concentration of competitor 2 (ESI Fig. 2B†).
The results described above suggest that co-phase separation takes place and that co-phase separation protects both anhydride products from hydrolysis. Thus, the product of competitor 2 serves as a host for the product and protects it from hydrolysis-driven deactivation. We assumed that competition affects the co-phase separation as it results in an increased total droplet volume and a decreased hydrolysis rate of the product (Fig. 3A). To understand the full implications of this relation, we derived a model that accounts for the interplay between the chemical reaction kinetics and the physics of phase separation. The latter is determined by the phase diagram of the co-phase separating anhydride components (Fig. 3B and C). Since diffusion is fast compared to the hydrolysis of both anhydrides, changes in their total concentrations due to chemical reactions are slow enough such that phase separation can equilibrate quasi-instantaneously (see ESI Section 2†). Thus, the non-equilibrium chemical kinetics changes the average product concentrations leading to an orbit in the equilibrium phase diagram.
To determine the phase diagram in the experimental system, we measured the total anhydride concentrations at 16 minutes into the cycle and subtracted the previously determined concentrations in the aqueous phase to find the amount of each anhydride in the oil droplets (Fig. 3B and ESI Fig. 2A–C, see ESI Tables 4 and 5† and Methods). Together with the molecular volumes, we can thus calculate the concentrations of both anhydrides in the oil phase. In other words, for each set of total anhydride concentrations in the system corresponding to different initial competitor 2 concentrations, we calculated the anhydride concentrations in the aqueous phase and the oil phase (Fig. 3B, markers on the orange and dark red line, respectively). The measured concentrations which correspond to the coexisting phases in the phase diagram can be connected by tie lines (Fig. 3B, dashed lines between the orange and dark red line). We fitted the ternary Flory–Huggins model to the experimentally determined values.54 We found good agreement between the experimentally measured tie lines and the theoretically calculated ones (Fig. 3B). The theoretical phase diagram also interpolated between the experimentally measured data points. With this interpolation, we could determine the anhydride concentrations inside and outside of the droplets (oil phase) for any total concentration of anhydrides. As an example, when the total concentrations in the system were measured to be 1 mM product and 10 mM product of competitor 2, the tie line connects to concentrations of the anhydrides in the aqueous phase of 0.5 mM of product and 2 mM of the product of competitor 2 (Fig. 3B, red marker). In other words, under these conditions, roughly half of the product was protected. The phase diagram also showed that if the total concentration of product of competitor 2 increased (total concentration of product remaining constant at 1 mM), the system shifted to another tie line, and the cout of the product decreased further (Fig. 3B, blue marker).
In the following, we extend the previously described kinetic model for two competing reaction cycles53 and account for the physics of co-phase separation characterized by the phase diagram. The kinetic model determines the time-dependent concentrations of fuel, succinate derivatives and anhydride products at each second of the reaction cycle via a set of five differential equations. The extended kinetic model in addition takes into account the concentrations in the aqueous phase and the oil phase and considers that activation and deactivation only take place in the aqueous phase. Solving the underlying kinetic equations of the extended model, we found that the calculated data was in good agreement with the concentrations measured by HPLC (Fig. 2D and ESI Fig. 2†). The model also allowed to represent the theoretical data and the HPLC data as points along orbits in the phase diagram (Fig. 3C). Each data point on such an orbit can be decomposed into concentrations of the anhydrides in the aqueous and in the oil phase. If an orbit lies parallel to a tie line, the anhydride concentrations in the aqueous phase remain almost constant over time. This implies that both anhydrides hydrolyze via kinetics close to zeroth-order as long as droplets are present. However, if the orbit evolves through several tie lines, the product concentration in the aqueous phase changes with time. In other words, the cout of the product of competitor 2 in the aqueous phase barely changes and is independent of the shape of the orbit, i.e., hydrolysis occurs via zeroth-order kinetics with or without the product.
In contrast, the cout of the product changed drastically with the amount of competitor 2, and its time-dependent evolution depends on the shape of the orbit through the phase diagram. The extended kinetic model allowed us to calculate the outside equilibrium concentration cout of the product as a function of time for different competitor 2 concentrations (Fig. 3D). For low concentration of competitor 2, the cout of the product varied drastically from roughly 5 mM to 0.7 mM over the course of the reaction cycle. In contrast, for high concentration of competitor 2, the cout varied only from roughly 2 mM to 0.5 mM. In summary, we showed that the shape of the orbit is influenced by the amount of competitor 2, i.e., the more competitor is present, the more parallel the orbits are oriented with respect to the tie lines (ESI Fig. 14A–F†). However, due to adding fuel only at the beginning of the kinetics, all systems show a single orbit that enters and leaves the domain of co-phase separation in the phase diagram.
We tested how co-phase separation is affected when the system is subject to periodic fueling and starvation periods. We chose the amount of fuel and fueling frequency such that the product is depleted during each starvation period (Fig. 4A). We hypothesize that competition with competitor 2 under the exact same conditions let the product survive starvation (Fig. 4B). Indeed, when we periodically fueled 50 mM precursor every 30 minutes with 60 mM of fuel, we found that the corresponding product completely hydrolyzed after each starvation period (Fig. 4C). In contrast, when we periodically fueled 50 mM precursor and 100 mM competitor 2 with the same amplitude and frequency, we observed that co-phase separation protected the product from hydrolysis and thereby helped it to survive starvation (Fig. 4D and ESI Fig. 15A†). Despite the competition and lower anhydride yield, the survival of the product during the starvation period resulted in a drastically increased yield over fueling and starvation periods compared to a system without competitor 2 which did not show an increased yield. We used our theoretical kinetic model to calculate the response of the system to hundreds of cycles (Fig. 4E and ESI Fig. 15B–D†). We found that co-phase separation of the product with the anhydride product of competitor 2 resulted in a pseudo-steady state of the product in which the concentration oscillated around roughly 27 mM (red dashed line in Fig. 4E). In contrast, in the absence of competitor 2, the product oscillated around a mean concentration of roughly 6 mM and did not show any increase in concentration over time (gray solid line in Fig. 4E). These observations support the idea that the product of competitor 2 acts as a host and that the product of the precursor thus survives longer, benefitting like a parasite.
Besides the anticipated result of survival in the presence of a host, we found a surprising new behavior, i.e., we observed that the oscillation in the concentrations in pseudo steady state due to fueling and starvation was dependent on the amount of competitor in the system (Fig. 4E). Specifically, in the first experiment, the concentration oscillated between a maximum of 18 mM and a minimum of 0 mM, i.e., the concentration variation is Δ = 18 mM (Fig. 4C and gray solid line in Fig. 4E). In the experiment with competitor 2, this Δ had drastically decreased to just 3 mM when pseudo steady state was reached (red solid line in Fig. 4E). The concentration variation Δ was quantified by the theoretical kinetic model for increasing competitor 2 concentrations and tended to decrease (Fig. 4E and ESI Fig. 16†). In other words, co-phase separation protects the products from hydrolysis and buffers against fuel-driven oscillations. A reminiscent observation was recently reported in a population of Hela cells where phase separation was shown to buffer different expression levels.55
Footnotes |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/d1sc01106e |
‡ P. S. S. and S. L contributed equally. |
This journal is © The Royal Society of Chemistry 2021 |