Difference between revisions of "Team:Peking/Design"

 
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         <meta name="author" content="Li Jiamian & Wang Yuqing"/>
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                                     <li><a href="https://2018.igem.org/Team:Peking/Design" class="barfont1">Design</a></li>
 
                                     <li><a href="https://2018.igem.org/Team:Peking/Design" class="barfont1">Design</a></li>
 
                                     <li><a href="https://2018.igem.org/Team:Peking/Demonstrate" class="barfont1">Demonstration</a></li>
 
                                     <li><a href="https://2018.igem.org/Team:Peking/Demonstrate" class="barfont1">Demonstration</a></li>
                                     <li><a href="https://2018.igem.org/Team:Peking/Prospective" class="barfont1">Prospective</a></li>
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                                     <li><a href="https://2018.igem.org/Team:Peking/Perspective" class="barfont1">Perspective</a></li>
 
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                             <li class="dropdown menu-3"><a class="dropdown-toggle" data-toggle="dropdown" href="#" >Modeling</a>
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                             <li class="menu-3"><a class="colapse-menu1" href="https://2018.igem.org/Team:Peking/Model">Modeling</a>
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                                    <li><a href="https://2018.igem.org/Team:Peking/Projevt_overview">Overview</a></li>
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                                    <li><a href="https://2018.igem.org/Team:Peking/SPOT_Formation" class="barfont1">SPOT Formation</a></li>
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                                    <li><a href="https://2018.igem.org/Team:Peking/Application" class="barfont1">Application</a></li>
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                                </ul>
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                             <li class="menu-4"><a class="colapse-menu1" href="https://2018.igem.org/Team:Peking/Software">Software</a>
 
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                                <li class="dropdown menu-6"><a class="dropdown-toggle" data-toggle="dropdown" href="#">Human Practices</a>
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                            <li class="menu-6"><a class="colapse-menu1" href="https://2018.igem.org/Team:Peking/Human_Practices">Human Practices</a>
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                            </li>
                                        <li><a href="https://2018.igem.org/Team:Peking/Human_Practices" class="barfont1">Overview</a></li>
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                                 <li class="dropdown menu-7"><a class="dropdown-toggle" data-toggle="dropdown" href="#" >Achievement</a>
                                        <li><a href="https://2018.igem.org/Team:Peking/Statistics" class="barfont1">Statistics</a></li>
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                                        <li><a href="https://2018.igem.org/Team:Peking/Public_Engagement" class="barfont1">Public Engagement</a></li>
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                                        <li><a href="https://2018.igem.org/Team:Peking/Other" class="barfont1">Other</a></li>
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                                    </ul>
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                                </li>
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                                 <li class="dropdown menu-7"><a class="dropdown-toggle" data-toggle="dropdown" href="#" >Achevement</a>
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                                         <li><a href="https://2018.igem.org/Team:Peking/Judging_Form" class="barfont1">Judging Form</a></li>
 
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                                         <li><a href="https://2018.igem.org/Team:Peking/Collaborations" class="barfont1">Collaborations</a></li>
 
                                         <li><a href="https://2018.igem.org/Team:Peking/Collaborations" class="barfont1">Collaborations</a></li>
 
                                         <li><a href="https://2018.igem.org/Team:Peking/Safety" class="barfont1">Safety</a></li>
 
                                         <li><a href="https://2018.igem.org/Team:Peking/Safety" class="barfont1">Safety</a></li>
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                                        <li><a href="https://2018.igem.org/Team:Peking/Acknowledgement" class="barfont1">Acknowledgement</a></li>
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                                     </ul>
 
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                     <h1>Design</h1>
 
                     <h1>Design</h1>
                     <p class="title1" style="text-align:justify; text-justify:inter-ideograph;">While people are constantly exploring the world, the greatest pursuit is to remould the world. While the ‘phase separation’ in cells is under investigation and in a research boom, the scientific community hopes that the the phenomenon ‘worth of millions of dollars’ can to be artificially designed to enhance original functions and even acquire new functions. Our team, Peking iGEM 2018 go all out to overcome the challenge: artificially designfulfill phase separation in cells and synthesize membraneless organelles.</p>
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                     <p class="title1" style="text-align:justify; text-justify:inter-ideograph;">
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                      <!--During humanity’s constant exploration of the world, the greatest pursuit is to remodel it to improve human life. While ‘phase separation’ in cells is under intense investigation, experiencing a research boom, the scientific community hopes that this phenomenon ‘worth millions of dollars’ can be artificially designed to enhance native functions and even acquire new ones. Our team, Peking iGEM 2018, went all out to overcome the challenge: artificially design Synthetic Phase separation-based Organelle Platform (SPOT).-->
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                                     <h4><a href="https://2018.igem.org/Team:Peking/Project">Overview</a></h4>
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                                     <h4><a href="https://2018.igem.org/Team:Peking/Project">&bull;Description</a></h4>
                                     <h4><a href="https://2018.igem.org/Team:Peking/Design">Design</a></h4>
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                                     <h4><a href="https://2018.igem.org/Team:Peking/Design">&bull;Design</a></h4>
                                     <h4><a href="jhttps://2018.igem.org/Team:Peking/Demonstration">Demonstration</a></h4>
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                                     <h4><a href="https://2018.igem.org/Team:Peking/Demonstration">&bull;Demonstration</a></h4>
                                     <h4><a href="jhttps://2018.igem.org/Team:Peking/Perspective">Perspective</a></h4>
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                                     <h4><a href="https://2018.igem.org/Team:Peking/Perspective">&bull;Perspective</a></h4>
  
 
                                    
 
                                    
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                                     <p>Then we put forward two questions: Why phase separation in cells can produce membraneless organelles? And how can we design our system to fulfill its intended functions?
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                                     <p>During humanity’s constant exploration of the world, the greatest pursuit is to remodel it to improve human life. While ‘phase separation’ in cells is under intense investigation, experiencing a research boom, the scientific community hopes that this phenomenon ‘worth millions of dollars’ can be artificially designed to enhance native functions and even acquire new ones. Our team, Peking iGEM 2018, went all out to overcome the challenge: artificially design <b>Synthetic Phase separation-based Organelle Platform (SPOT)</b>.<br/><br/>
Like oil in water, the contents of cells can separate into droplets. According to physical principles, the process where material self-assemble into organelles is described as ‘phase separation’, which is the conversion of a single-phase system into a multiphase system. In general, materials flow to regions with low chemical potential instead of low concentration. Finally, the components no longer distribute uniformly but form granules locally which are organelles in the cell.  
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Then we put forward two questions: Why can phase separation in cells produce membrane-less organelles? And how can we design our system to implement its intended functions?<br/><br/>
That is to say, the main work to synthesize an organelle is to fulfill phase separation in a cell. Then, how can we do it? Composition can switch rapidly through changes in scaffold concentration or multivalency. And our design was inspired by recent works showing that multivalency drives protein phase separation and formation of synthetic organelles. What’s more, we take our inspiration from existing life systems and previous works. For example, Intrinsic Disordered Regions are the symbol of massive phase separation in the cell. They interact with each other through the van der Waals force, hydrophobic effect and electrostatic attraction. And there are many interactions like this in nature, such as FKBP and FRB, SUMO and SIM, SH3 and PRM, phyB and PIF6. Thus, we can make good use of them to induce our designed organelles and regulate them variously.!
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Like oil in water, the contents of cells can separate into droplets. According to physical principles, the process where materials self-assemble into organelles is described as ‘phase separation’, which is the conversion of a single-phase system into a multiphase system. In general, materials flow to regions with low chemical potential instead of low concentration. Finally, the components are no longer distributed uniformly but form granules locally, which can act as organelles in the cell. <br/><br/>
In a conclusion,multivalency drives protein’s -self-assemblyies and interaction binds the parts together. It means, interaction can induce phase separation and multivalency can make larger assemblies, which are two essential elementmodules in our design and ensure the formation of synthetic organelles.
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Thus, the main work to synthesize an organelle is to implement phase separation in a cell. Then, how can we do it? Composition can switch rapidly through multivalence. Our design was inspired by recent studies showing that multivalence drives protein phase separation and formation of synthetic organelles. What’s more, we take our inspiration from existing living systems and previous work. For example, intrinsic disordered regions are an indicator of large-scale phase separation in the cell. They interact with each other through van der Waals forces, hydrophobic effects and electrostatic attraction. There are many interactions like this in nature, such as FKBP and Frb, SUMO and SIM, SH3 and PRM, phyB and PIF6. Thus, we can make good use of them to induce the self-assembly of our designed organelles and regulate them in various ways.<br/><br/>
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In conclusion, multivalence drives the self-assembly of proteins and interaction binds the parts together. Therefore, interaction can induce phase separation and multivalence can make larger assemblies, which are two essential elements in our design that ensure the formation of synthetic organelles.<br/><br/>
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<div align="center"><img src="https://static.igem.org/mediawiki/2018/f/f1/T--Peking--project_design1.jpeg" width="300px" height="100 px" ></div>
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        <figcaption style="text-align:center;">
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                                  Figure. 1 Overall design
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                                    <p>We have built spontaneous and induced synthetic organelles by specific interaction modules, so that we can control the formation process by different ways for demands in biological engineering. Then we characterized the kinetics and properties of synthetic organelles theoretically and experimentally. These results confirm the potential of synthetic organelles in synthetic biology.</p>
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                                    <p>It inspired us to propose some specific applications of our synthetic organelles, including organization hub, sensor, and metabolism regulator. We have verified the feasibility of them by loading GFP-nanobody module, NAD+ sensor module and carotene production module to the whole system.</p>
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                            <div class="texttitle">Multivalence
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                                    <p>To design multivalent modules, it is not ideal to use multiple repeat domains, which not only makes the protein extremely large but also brings difficulties to DNA recombination. Thus, instead of using multiple repeats, we turned to de novo-designed homo-oligomeric coiled coils, namely HOTags (homo-oligomeric tags), designed by Prof. Shu Xiaokun<sup>[1]</sup>. They are short peptides with approximately 30 amino acids, therefore are ideal to introduce multivalence. There are seven coiled coils previously characterized in protein de novo design studies, among which HOTag3 and HOTag6 are the most robust in driving protein droplet formation over a wide range of protein concentrations, so we utilize them to design our SPOT.
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                                  Figure. 2 Coiled-coil assemblies and helical bundles<sup>[2]</sup>.
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                                    <p>We believe that our work has reached the medal requirements of demonstration as we have confirmed that our synthetic organelles can be formed in vivo and deliver a range of functions both for engineering and research due to their amazing properties. The concrete demonstration of the whole platform is shown below. You can see more details of experiments and modeling in our <a href="https://2018.igem.org/Team:Peking/Results"/>Data Page</a> and <a href="https://2018.igem.org/Team:Peking/Model"/>Modeling</a></p><br/><br/><br/>     
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                                    <p>To design interaction modules, we tested many components and fused them to the N-termini of HOTag3 or HOTag6. Some of them spontaneously self-assemble and some are inducible. Moreover, we can regulate them using various different inducers and promoters with different intensities. </p>
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                                     <h3>Spontaneous and induced synthetic organelles can be formed by phase separation</h3>
+
                                     <h3>SUMO and SIM</h3>
 
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                                     <p>Our basic system consists of two components of synthetic organelles. Either of them has a specific HOtag to form homo-oligomers. We expect that they are able to form synthetic organelles due to the principles of phase separation. To verify the feasibility of the design, we fused two fluorescence proteins with the two components of synthetic organelles (Figure1.a) so that we can observe the self-organization of components and the formation of granules under fluorescence microscope.</p>
+
                                     <p>Post-translational modifications by the small ubiquitin-like modifier (SUMO) are crucial events in cellular response to radiation and a wide range of DNA-damaging agents. Previous studies have shown that SUMO mediates protein-protein interactions by binding to a SUMO-interacting motif (SIM) on receptor proteins. Furthermore, recent studies have shown that a protein with ten repeats of human SUMO3 (polySUMO) and a protein with ten repeats of SIM (polySIM) can phase separate in vitro<sup>[3]</sup>. Therefore, we chose SUMO3 and SIM as a pair of interaction modules that can drive the formation of synthetic organelles spontaneously. For plasmid construction, in order to make synthetic organelles visible, we chose mCherry (red fluorescent protein) and yEGFP (yeast-enhanced green fluorescent protein) as reporters. Then, we fused mCherry between the C-terminus of SIM and the N-terminus of HOTag6. Similarly, we fused yEGFP between the C-terminus of SUMO and the N-terminus of HOTag3. We used the resulting constructs to transform yeast and proved that they can be stably co-expressed. If the system works, we will find red granules co-localized with green granules in cells under a fluorescence microscope. </p>
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<div align="center"><img src="https://static.igem.org/mediawiki/2018/b/b0/T--Peking--project_design4.jpeg"  ></div>
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                          <figcaption style="text-align:justify; text-justify:inter-ideograph;">
 +
                                    Figure. 3A Structure of SUMO3 and SIM. Modification of proteins by SUMO are recognized by SUMO-interacting motifs termed SIMs. In natural process, polySUMOylation recruits distinct interaction partners, such as E3 ubiquitin ligases, that bind to polySUMO chains through tandem SIMs. SIMs bind to a surface patch between the α-helix and a β-sheet of the SUMO protein and extend the β-sheet of SUMO by one additional strand. the SIM either attaches as a parallel or an antiparallel strand to the SUMO β-sheet. Binding is primarily mediated by a stretch of four residues containing 3–4 hydrophobic amino acids (I, V, or L). This core interaction motif is a common property of all SIMs<sup>[4]</sup>.
 +
Figure. 3B Pattern diagram of SUMO-yeGFP and SIM-mCherry. YeGFP is fused to the C-terminus of SUMO and to the N-terminus of HOTag3, mCherry is fused to the C-terminus of SIM and to the N-terminus of HOTag6.  
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                                     <p>We used SUMO-SIM interaction module to build a spontaneous organelle. When two components are expressed in yeasts, granules with the two fluorescence proteins can be observed in vivo (Figure1.b). </p>
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                                     <h3>FKBP and Frb</h3>
 
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                                     <p>Meanwhile, by rapamycin induced interaction module, FKBP-Frb, we have built an inducible organelle. We can see granules occurs in yeasts within minutes after adding the inducer.</a> </p>
+
                                     <p>The interaction between FKBP and Frb can be robustly induced by rapamycin. Rapamycin is a 31-membered macrolide antifungal antibiotic. It binds with high affinity (Kd=0.2 nM) to the 12-kDa FK506 binding protein (FKBP), as well as to a 100-amino acid domain of the mammalian target of rapamycin (mTOR), known as FKBP-rapamycin binding domain (Frb)<sup>[5]</sup>. Thus, we chose these two proteins as a pair of interaction modules and assembled them onto a yeast plasmid the same as in the construction of SUMO and SIM and introduced them into yeast. If we add rapamycin to the yeast, we will see red granules co-localized with green granules in cells under a fluorescence microscope. Synthetic organelles become real! </p>
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<div align="center"><img src="https://static.igem.org/mediawiki/2018/6/6c/T--Peking--project_design3.jpeg" ></div>
Figure1.a The basic design of synthetic organelles with florescence reporters. <img src="https://static.igem.org/mediawiki/2018/3/36/T--Peking--Logo.png" style="width:100%;" alt="">(这里可能需要一张cartoon的设计图)
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                            <figcaption style="p style="text-align:justify; text-justify:inter-ideograph;">
            b, c fluorescence images of spontaneous organelles (SUMO-SIM based) and inducible synthetic organelles (FKBP-Frb based, after adding 10000 nM rapamycin)<br/><br/>
+
                                    Chemical-induced SPOT can be formed by using rapamycin to induce FKBP-Frb interacitons
 +
Figure. 4A The sturcture of FKBP and Frb. Rapamycin can induce the interaction between them.
 +
Figure. 4B Design of RapaSPOT. FKBP is fused with mCherry and HOTag3 while Frb is fused with yEGFP and HOTag6. After adding rapamycin, they are expected to self-organize to form large assemblys, which will be an organelle in cells.
  
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                                     <h3>The formation of organelles has flexible but predictable properties and kinetics in different conditions</h3>
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                                     <h3>Phytohormone</h3>
 
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                                     <p>Then we combined <a href="https://2018.igem.org/Team:Peking/Phase_Separation_M"/>modeling of phase separation</a> and experiment to research the kinetics of the organelles formation process expecting that a well-characterized system can reach its whole potential in complex applications. </p>
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                                     <p>As the model predicts, the concentration of components and the interaction strength affect the kinetics of phase separation. First we controlled the expression levels of components by using several stable or inducible promoters and observe the system's behavior. We found that the formation of organelles happened in specific promoter combinations and can be controlled by inducible promoters. The analysis result does not only fit well with the simulation, but provides potential methods to control the organelles in applications. </p>
+
                                     <p>As mentioned above, interactions can be formed not only by inducers such as rapamycin, but also spontaneously, just as SUMO and SIM. So can we combine these two ways of interactions? To solve this problem, we did further studies about phytohormone and found ABA. Abscisic acid (ABA) is an important phytohormone that regulates plant stress responses. Proteins from the PYR-PYL-PCAR family were identified as ABA receptors[6]. Upon binding to ABA, a PYL protein associates with type 2C protein phosphatases (PP2Cs) such as ABI1 and ABI2, inhibiting their activity<sup>[7]</sup>. Previous structural and biochemical observations have provided insight into PYL-mediated ABA signaling and given rise to a working model. In the absence of ABA signaling, PP2Cs are fully active and PYLs exist as inactive homodimers in cells, unable to bind or inhibit PP2Cs, mainly due to the incompatible conformation of CL2loop<sup>[7]</sup>. In response to ABA binding, the CL2 loop undergoes a conformational rearrangement to close onto the ABA-bound pocket, then, the interaction between PYLs and PP2Cs can be formed. Here we chose PYL1 and ABI1 as a pair of interaction modules. Then, we assembled them onto yeast plasmid as the same as the construction of FKBP and Frb and transformed them into yeast. Based on the interaction of PYL1 and ABI1, we can get a wonderful scene: In the absence of ABA, the synthetic organelles composed only of PYL1 appear, because of the homodimers of PYL1. And after we add ABA into yeast, ABI1 can enter the organelles with the interaction of ABI1 and PYL1, and we can see red droplets colocalize with green droplets in cells through fluorescence microscope. In this way, new components can enter the original organelles and the time of occurrence can be regulated as it is inducer-mediated regulation. So it give our designs and functions more possibilities. 
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                              <figcaption style="text-align:center;">
 +
                                  Figure. 5 Interaction of PYL and PP2C<sup>[7]</sup>
 +
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Figure2 (a) Phase diagram of a phase separation system with three components(simulation). To fit our system, the x-axis and the y-axis stands for the two components in the granules. The asymmetry comes from the assumption that the two components have different interactions with water.
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<a id="B2"></a>
(b) Fluorescence movies of different promoter combinations of FKBP-Frb mediated system after adding rapamycin. Only in specific combinations, synthetic organelles can be formed by phase separation.
+
                                   
(c) The formation process of SUMO-SIM mediated synthetic organelles can be controlled by inducible promoters. While the expression of Tet07-SIM-mCherry-HoTag6 is induced by dox gradually, the granules will occur abruptly in some time.<br/><br/>
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                                     <p>The strength of interaction modules can be also controlled. In the rapamycin-induced organelle system, changing the concentration of rapamycin will affect the apparent value of K, a parameter reflecting the interaction strength in our model. In a gradient rapamycin-inducing experiment, the delay time from adding inducer to granules formation was found to be shorter when concentration of rapamycin increases. So we have confirmed the influence of two parameters in models and increased the flexibility of our synthetic organelles.</p>
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<div class="texttitle">Two function sites
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                                     <p>Now, we have artificially designed phase separation in cells and synthesized membraneless organelles. But how can we fulfill intended functions with synthetic organelles? Here, we propose two ideas. We reserve two sites to implement functions, which means function modules, such as enzymes in metabolism, proteins in signaling pathway, transcription factors in transcription and so on, have two sites in our designs.</p>
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                                    <h3> Direct integration into the skeleton</h3>
 
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Figure3 (a) A simulation of organelle formation process in different interaction strength of components.
 
(b) The speed of FKBP-Frb mediated organelle formation increases with the increasing concentration of rapamycin.
 
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                                    <p>Just as we characterized synthetic organelles with fluorescent proteins, we can fuse function modules between the C-termini of the interaction modules and the N-termini of HOTags. Then, the function modules can be fused into S to implement intended functions.</p>
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<div align="center"><img src="https://static.igem.org/mediawiki/2018/4/43/T--Peking--project_design8.jpeg" width="300px" height="100 px" ><div>
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                                <figcaption style="text-align:center;">
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                                  Figure. 6 Integrate function modules to the skeleton
 +
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                                    <h3> Targeting GFP with nanobody</h3>
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                                     <p>We also tried to characterized other properties, like the liquid-like property of the synthetic organelles, as they may affect the functions. See more details about our characterizations in <a href="https://2018.igem.org/Team:Peking/Phase_Separation_D"/>DataPage Phase separation</a>.</p><br/><br/><br/>
+
                                     <p>We introduced a specific protein, an anti-GFP nanobody, which is very small (only 13 kDa, 1.5nm-2.5nm) and has a high affinity (0.59 nM). It is a camelid antibody against GFP<sup>[8]</sup>. We can fuse GFP between the C-termini of the interaction modules and the N-termini of HOTags, and fuse function modules to the C-terminus of the anti-GFP nanobody. Then, with the help of the interaction between the anti-GFP nanobody and GFP, SPOT can load function modules, and targeted functions can be realized. You may ask: How does an anti-GFP nanobody improve the design? Firstly, it will not make the protein very large and will reduce its effect on the structure of the function modules, which can ensure the quality of the designed functions. Secondly, it can bring components not belonging to the original structure to synthetic organelles, which can extend their function. Thirdly, it is easy to regulate the expression of target proteins. Thus, nanobodies may have a surprise in store!</p>
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<div align="center"><img src="https://static.igem.org/mediawiki/2018/e/e5/T--Peking--project_design9.jpeg" width="400px" height="175 px" ></div>
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<figcaption style="text-align:center;">
 +
                                  Figure. 7 Interaction of anti-GFP nanobody and GFP
 +
                              </figcaption>
 
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                             <div class="texttitle">Functional Organelles
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                             <div class="texttitle">Conclusion
 
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                                     <p>Since SPOT can form in the cell and be controlled, we go further to consider the functions of SPOT. The functions of SPOT can be descripted in three catalogs: Spatial segmentation, Sensor and metabolic regulation. We verified the spatial segmentation with the condensation of substrates, also we can load the protein we want by fusing it with nanobody. We then verified the sensor with detecting rapamycin and ABA, which shows strong relativity between the concentration and the proportion of yeasts with SPOT. To find the law behind metabolism in the SPOT, we fuse the enzymes that can produce β-carotene into SPOT and measure the difference between with or without SPOT in produce of β-carotene.</p>
+
                                     <p>We implemented phase separation in vivo and synthesized artificial membrane-less organelles. The main challenge in synthesizing an organelle is to implement phase separation in a cell, so we stress the importance of interactions and multivalence. For these two aspects, we offered our ideas and their feasibility was analyzed. Finally, we proposed two approaches to implement that target functions. We believe that in the near future, making “millions of dollars” by harnessing phase separation in cells will no longer be a dream!</p>
 
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+
                         
Figure4 (organization hub)
+
Design of GFP-nanobody based system
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fluorescence images of GFP-nanobody based system
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Figure5 (sensor)
+
(a)~(?) fluorescence images of sensor based system
+
Figure6 (metabolism)
+
Characterization of carotene production system
+
(phase内和phase外的胡萝卜素生产实验)<br/><br/><br/><br/><br/>
+
 
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                             <div class="texttitle">Perspective
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                             <div class="texttitle">References
 
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                                     <p>SPOT has been well verified and has various functions. And in the future, this modular system will have great potential in science and practice using. SPOT can change the modules to gain more different properties like diverse inducing method, we can also use it as a platform and then load other protein with some interactions like the interaction between nanobody and GFP. What’s more, we might have the ability to form differernt SPOTs in the cell and regulate them respectively. The functions of SPOT can also diverse. We can build a real time sensor for molecule in living cells to monitoring the concentration changing in environment or in cells. More metabolism pathway can be test in SPOT and we will find some laws of the function of regulate the metabolism. To be summary, more achievement is coming true with SPOT.</p>
+
                                     <p>
 +
[1] Zhang, Q., Huang, H., Zhang, L., Wu, R., Chung, C. I., Zhang, S. Q., ... & Shu, X. (2018). Visualizing Dynamics of Cell Signaling In Vivo with a Phase Separation-Based Kinase Reporter. Molecular cell, 69(2), 334-346.<br/>
 +
[2] Woolfson, D. N., Bartlett, G. J., Burton, A. J., Heal, J. W., Niitsu, A., Thomson, A. R., & Wood, C. W. (2015). De novo protein design: how do we expand into the universe of possible protein structures?. Current opinion in structural biology, 33, 16-26.<br/>
 +
[3] Banani, S. F., Rice, A. M., Peeples, W. B., Lin, Y., Jain, S., Parker, R., & Rosen, M. K. (2016). Compositional control of phase-separated cellular bodies. Cell, 166(3), 651-663.<br/>
 +
[4] Husnjak, K., Keiten-Schmitz, J., & Müller, S. (2016). Identification and characterization of SUMO-SIM interactions. In SUMO (pp. 79-98). Humana Press, New York, NY.<br/>
 +
[5] Banaszynski, L. A., Liu, C. W., & Wandless, T. J. (2005). Characterization of the FKBP Rapamycin FrB Ternary Complex. Journal of the American Chemical Society, 127(13), 4715-4721.<br/>
 +
[6] Park, S. Y., Fung, P., Nishimura, N., Jensen, D. R., Fujii, H., Zhao, Y., ... & Alfred, S. E. (2009). Abscisic acid inhibits type 2C protein phosphatases via the PYR/PYL family of START proteins. science, 324(5930), 1068-1071.<br/>
 +
[7] Yin, P., Fan, H., Hao, Q., Yuan, X., Wu, D., Pang, Y., ... & Yan, N. (2009). Structural insights into the mechanism of abscisic acid signaling by PYL proteins. Nature structural & molecular biology, 16(12), 1230.<br/>
 +
[8] Ries, J., Kaplan, C., Platonova, E., Eghlidi, H., & Ewers, H. (2012). A simple, versatile method for GFP-based super-resolution microscopy via nanobodies. Nature methods, 9(6), 582.<br/>
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Latest revision as of 00:16, 18 October 2018

Design

Overall design

During humanity’s constant exploration of the world, the greatest pursuit is to remodel it to improve human life. While ‘phase separation’ in cells is under intense investigation, experiencing a research boom, the scientific community hopes that this phenomenon ‘worth millions of dollars’ can be artificially designed to enhance native functions and even acquire new ones. Our team, Peking iGEM 2018, went all out to overcome the challenge: artificially design Synthetic Phase separation-based Organelle Platform (SPOT).

Then we put forward two questions: Why can phase separation in cells produce membrane-less organelles? And how can we design our system to implement its intended functions?

Like oil in water, the contents of cells can separate into droplets. According to physical principles, the process where materials self-assemble into organelles is described as ‘phase separation’, which is the conversion of a single-phase system into a multiphase system. In general, materials flow to regions with low chemical potential instead of low concentration. Finally, the components are no longer distributed uniformly but form granules locally, which can act as organelles in the cell.

Thus, the main work to synthesize an organelle is to implement phase separation in a cell. Then, how can we do it? Composition can switch rapidly through multivalence. Our design was inspired by recent studies showing that multivalence drives protein phase separation and formation of synthetic organelles. What’s more, we take our inspiration from existing living systems and previous work. For example, intrinsic disordered regions are an indicator of large-scale phase separation in the cell. They interact with each other through van der Waals forces, hydrophobic effects and electrostatic attraction. There are many interactions like this in nature, such as FKBP and Frb, SUMO and SIM, SH3 and PRM, phyB and PIF6. Thus, we can make good use of them to induce the self-assembly of our designed organelles and regulate them in various ways.

In conclusion, multivalence drives the self-assembly of proteins and interaction binds the parts together. Therefore, interaction can induce phase separation and multivalence can make larger assemblies, which are two essential elements in our design that ensure the formation of synthetic organelles.

Figure. 1 Overall design


Multivalence

To design multivalent modules, it is not ideal to use multiple repeat domains, which not only makes the protein extremely large but also brings difficulties to DNA recombination. Thus, instead of using multiple repeats, we turned to de novo-designed homo-oligomeric coiled coils, namely HOTags (homo-oligomeric tags), designed by Prof. Shu Xiaokun[1]. They are short peptides with approximately 30 amino acids, therefore are ideal to introduce multivalence. There are seven coiled coils previously characterized in protein de novo design studies, among which HOTag3 and HOTag6 are the most robust in driving protein droplet formation over a wide range of protein concentrations, so we utilize them to design our SPOT.

Figure. 2 Coiled-coil assemblies and helical bundles[2].


Interaction

To design interaction modules, we tested many components and fused them to the N-termini of HOTag3 or HOTag6. Some of them spontaneously self-assemble and some are inducible. Moreover, we can regulate them using various different inducers and promoters with different intensities.

1.

SUMO and SIM

Post-translational modifications by the small ubiquitin-like modifier (SUMO) are crucial events in cellular response to radiation and a wide range of DNA-damaging agents. Previous studies have shown that SUMO mediates protein-protein interactions by binding to a SUMO-interacting motif (SIM) on receptor proteins. Furthermore, recent studies have shown that a protein with ten repeats of human SUMO3 (polySUMO) and a protein with ten repeats of SIM (polySIM) can phase separate in vitro[3]. Therefore, we chose SUMO3 and SIM as a pair of interaction modules that can drive the formation of synthetic organelles spontaneously. For plasmid construction, in order to make synthetic organelles visible, we chose mCherry (red fluorescent protein) and yEGFP (yeast-enhanced green fluorescent protein) as reporters. Then, we fused mCherry between the C-terminus of SIM and the N-terminus of HOTag6. Similarly, we fused yEGFP between the C-terminus of SUMO and the N-terminus of HOTag3. We used the resulting constructs to transform yeast and proved that they can be stably co-expressed. If the system works, we will find red granules co-localized with green granules in cells under a fluorescence microscope.

Figure. 3A Structure of SUMO3 and SIM. Modification of proteins by SUMO are recognized by SUMO-interacting motifs termed SIMs. In natural process, polySUMOylation recruits distinct interaction partners, such as E3 ubiquitin ligases, that bind to polySUMO chains through tandem SIMs. SIMs bind to a surface patch between the α-helix and a β-sheet of the SUMO protein and extend the β-sheet of SUMO by one additional strand. the SIM either attaches as a parallel or an antiparallel strand to the SUMO β-sheet. Binding is primarily mediated by a stretch of four residues containing 3–4 hydrophobic amino acids (I, V, or L). This core interaction motif is a common property of all SIMs[4]. Figure. 3B Pattern diagram of SUMO-yeGFP and SIM-mCherry. YeGFP is fused to the C-terminus of SUMO and to the N-terminus of HOTag3, mCherry is fused to the C-terminus of SIM and to the N-terminus of HOTag6.
2.

FKBP and Frb

The interaction between FKBP and Frb can be robustly induced by rapamycin. Rapamycin is a 31-membered macrolide antifungal antibiotic. It binds with high affinity (Kd=0.2 nM) to the 12-kDa FK506 binding protein (FKBP), as well as to a 100-amino acid domain of the mammalian target of rapamycin (mTOR), known as FKBP-rapamycin binding domain (Frb)[5]. Thus, we chose these two proteins as a pair of interaction modules and assembled them onto a yeast plasmid the same as in the construction of SUMO and SIM and introduced them into yeast. If we add rapamycin to the yeast, we will see red granules co-localized with green granules in cells under a fluorescence microscope. Synthetic organelles become real!

Chemical-induced SPOT can be formed by using rapamycin to induce FKBP-Frb interacitons Figure. 4A The sturcture of FKBP and Frb. Rapamycin can induce the interaction between them. Figure. 4B Design of RapaSPOT. FKBP is fused with mCherry and HOTag3 while Frb is fused with yEGFP and HOTag6. After adding rapamycin, they are expected to self-organize to form large assemblys, which will be an organelle in cells.
3.

Phytohormone

As mentioned above, interactions can be formed not only by inducers such as rapamycin, but also spontaneously, just as SUMO and SIM. So can we combine these two ways of interactions? To solve this problem, we did further studies about phytohormone and found ABA. Abscisic acid (ABA) is an important phytohormone that regulates plant stress responses. Proteins from the PYR-PYL-PCAR family were identified as ABA receptors[6]. Upon binding to ABA, a PYL protein associates with type 2C protein phosphatases (PP2Cs) such as ABI1 and ABI2, inhibiting their activity[7]. Previous structural and biochemical observations have provided insight into PYL-mediated ABA signaling and given rise to a working model. In the absence of ABA signaling, PP2Cs are fully active and PYLs exist as inactive homodimers in cells, unable to bind or inhibit PP2Cs, mainly due to the incompatible conformation of CL2loop[7]. In response to ABA binding, the CL2 loop undergoes a conformational rearrangement to close onto the ABA-bound pocket, then, the interaction between PYLs and PP2Cs can be formed. Here we chose PYL1 and ABI1 as a pair of interaction modules. Then, we assembled them onto yeast plasmid as the same as the construction of FKBP and Frb and transformed them into yeast. Based on the interaction of PYL1 and ABI1, we can get a wonderful scene: In the absence of ABA, the synthetic organelles composed only of PYL1 appear, because of the homodimers of PYL1. And after we add ABA into yeast, ABI1 can enter the organelles with the interaction of ABI1 and PYL1, and we can see red droplets colocalize with green droplets in cells through fluorescence microscope. In this way, new components can enter the original organelles and the time of occurrence can be regulated as it is inducer-mediated regulation. So it give our designs and functions more possibilities.

Figure. 5 Interaction of PYL and PP2C[7]
Two function sites

Now, we have artificially designed phase separation in cells and synthesized membraneless organelles. But how can we fulfill intended functions with synthetic organelles? Here, we propose two ideas. We reserve two sites to implement functions, which means function modules, such as enzymes in metabolism, proteins in signaling pathway, transcription factors in transcription and so on, have two sites in our designs.

1.

Direct integration into the skeleton

Just as we characterized synthetic organelles with fluorescent proteins, we can fuse function modules between the C-termini of the interaction modules and the N-termini of HOTags. Then, the function modules can be fused into S to implement intended functions.

Figure. 6 Integrate function modules to the skeleton
2.

Targeting GFP with nanobody

We introduced a specific protein, an anti-GFP nanobody, which is very small (only 13 kDa, 1.5nm-2.5nm) and has a high affinity (0.59 nM). It is a camelid antibody against GFP[8]. We can fuse GFP between the C-termini of the interaction modules and the N-termini of HOTags, and fuse function modules to the C-terminus of the anti-GFP nanobody. Then, with the help of the interaction between the anti-GFP nanobody and GFP, SPOT can load function modules, and targeted functions can be realized. You may ask: How does an anti-GFP nanobody improve the design? Firstly, it will not make the protein very large and will reduce its effect on the structure of the function modules, which can ensure the quality of the designed functions. Secondly, it can bring components not belonging to the original structure to synthetic organelles, which can extend their function. Thirdly, it is easy to regulate the expression of target proteins. Thus, nanobodies may have a surprise in store!

Figure. 7 Interaction of anti-GFP nanobody and GFP
Conclusion

We implemented phase separation in vivo and synthesized artificial membrane-less organelles. The main challenge in synthesizing an organelle is to implement phase separation in a cell, so we stress the importance of interactions and multivalence. For these two aspects, we offered our ideas and their feasibility was analyzed. Finally, we proposed two approaches to implement that target functions. We believe that in the near future, making “millions of dollars” by harnessing phase separation in cells will no longer be a dream!

References

[1] Zhang, Q., Huang, H., Zhang, L., Wu, R., Chung, C. I., Zhang, S. Q., ... & Shu, X. (2018). Visualizing Dynamics of Cell Signaling In Vivo with a Phase Separation-Based Kinase Reporter. Molecular cell, 69(2), 334-346.
[2] Woolfson, D. N., Bartlett, G. J., Burton, A. J., Heal, J. W., Niitsu, A., Thomson, A. R., & Wood, C. W. (2015). De novo protein design: how do we expand into the universe of possible protein structures?. Current opinion in structural biology, 33, 16-26.
[3] Banani, S. F., Rice, A. M., Peeples, W. B., Lin, Y., Jain, S., Parker, R., & Rosen, M. K. (2016). Compositional control of phase-separated cellular bodies. Cell, 166(3), 651-663.
[4] Husnjak, K., Keiten-Schmitz, J., & Müller, S. (2016). Identification and characterization of SUMO-SIM interactions. In SUMO (pp. 79-98). Humana Press, New York, NY.
[5] Banaszynski, L. A., Liu, C. W., & Wandless, T. J. (2005). Characterization of the FKBP Rapamycin FrB Ternary Complex. Journal of the American Chemical Society, 127(13), 4715-4721.
[6] Park, S. Y., Fung, P., Nishimura, N., Jensen, D. R., Fujii, H., Zhao, Y., ... & Alfred, S. E. (2009). Abscisic acid inhibits type 2C protein phosphatases via the PYR/PYL family of START proteins. science, 324(5930), 1068-1071.
[7] Yin, P., Fan, H., Hao, Q., Yuan, X., Wu, D., Pang, Y., ... & Yan, N. (2009). Structural insights into the mechanism of abscisic acid signaling by PYL proteins. Nature structural & molecular biology, 16(12), 1230.
[8] Ries, J., Kaplan, C., Platonova, E., Eghlidi, H., & Ewers, H. (2012). A simple, versatile method for GFP-based super-resolution microscopy via nanobodies. Nature methods, 9(6), 582.