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     <title>Team:XJTU-China/Project</title>
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     <title>Team:XJTU-China/Model</title>
 
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         Trp,Biosynthesis,E.coli">
 
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     <meta name="description"
 
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        content="Welcome to 2021 XJTU-China. Please check our recent work on tryptophan biosynthesis via E.coli">
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<body>
    <!--banner-->
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<!--banner-->
    <section>
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<section>
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        <div class="fixedBackgroundImg" style="background-image: url(https://static.igem.org/mediawiki/2021/d/da/T--XJTU-China--protein-modelling-bg.jpeg);
                style="background-image: url(https://static.igem.org/mediawiki/2021/f/fd/T--XJTU-China--bg.jpg);">
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                background-position: center;background-size: 70%;background-repeat: no-repeat;">
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        </div>
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        <div class="pageHeadline"><span>Protein Modelling</span></div>
 +
    </div>
 +
</section>
 +
<section class="main">
 +
    <div class="container mainBox bg-white" id="mainBox">
 +
        <div class="row" id="container">
 +
            <div class="side col-lg-3">
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                <nav class="dr-menu">
 +
                    <h3>Protein Modelling</h3>
 +
                    <ul>
 +
                        <li><a class="fa fa-plug" href="#nav-fundamental-assumptions">&nbsp;1. Fundamental
 +
                            assumptions</a></li>
 +
                        <li><a class="fa fa-plug"
 +
                              href="#nav-acquisition-of-protein-and-small-molecule-structures">&nbsp;2.
 +
                            Acquisition of protein and small-molecule structures</a></li>
 +
                        <li><a class="fa fa-plug" href="#nav-autodock-molecular-docking">&nbsp;3. AutoDock molecular
 +
                            docking </a>
 +
                        </li>
 +
                        <li><a class="fa fa-plug" href="#nav-results-and-discussion">&nbsp;4. Results and
 +
                            Discussion</a>
 +
                            <ul>
 +
                                <li><a href="#nav-binding-energy">4.1 Binding energy</a>
 +
                                </li>
 +
                                <li><a href="#nav-protein-pocket-structure">4.2 Protein pocket structure</a></li>
 +
                            </ul>
 +
                        </li>
 +
                        <li><a class="fa fa-plug" href="#nav-results-and-discussion">&nbsp;5. Advantages and
 +
                            disadvantages of the model</a>
 +
                            <ul>
 +
                                <li><a href="#nav-advantages-of-the-model">5.1 Advantages of the model</a>
 +
                                </li>
 +
                                <li><a href="#nav-disadvantages-of-the-model">5.2 Disadvantages of the model</a>
 +
                                </li>
 +
                            </ul>
 +
                        </li>
 +
                        <li><a class="fa fa-plug" href="#reference">&nbsp;Reference</a></li>
 +
                    </ul>
 +
                </nav>
 
             </div>
 
             </div>
             <div class="pageHeadline"><span>Protein Model</span></div>
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             <div class="col-lg-8 col-12 justify-content-center">
        </div>
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                <div id='write' class=''>
    </section>
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                     <a class="anchor" id="nav-protein-model"></a>
    <!--main-->
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                     <h1 id='proteinModel'><span>Protein Modelling</span></h1>
    <section class="main">
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                    <blockquote>
        <div class="container mainBox" id="mainBox">
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                        <p><span>Phospho-2-dehydro-3-deoxyheptonate aldolase (AroG) is an important enzyme for the
            <div class="row" id="container">
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                                     phosphoenolpyruvate (PEP) catalytic reaction and has an important role in the
                <div class="side col-lg-3">
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                                    metabolic
                     <nav class="dr-menu">
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                                     pathways, </span><em><span>i.e.</span></em><span> tryptophan biosynthesis, in this
                        <h3>Description</h3>
+
                                    project.
                        <ul>
+
                                     Literature review shows that Phenylalanine binds to AroG to allosterically inhibit
                            <li><a class="dr-icon dr-icon-user" href="#projectDescription">Project Description </a></li>
+
                                    the
                            <li><a class="dr-icon dr-icon-download" href="#ref">References</a></li>
+
                                     condensation of phosphoenolpyruvate (PEP) and D-erythrose-4-phosphate(E4P), thus
                        </ul>
+
                                    subsequently
                     </nav>
+
                                     lower the level of the product 3-deoxy-D-arabino-heptulosonate-7-phosphate (DAHP),
                </div>
+
                                    the first
                <div class="col-lg-8 col-12 justify-content-center">
+
                                     step to synthesize chorismite which is the precursor of tryptophan. When the Ser at
                    <div id='write' class=''>
+
                                    AroG 211 is
                        <h1 id='proteinModel'><span>Protein Model</span></h1>
+
                                     mutated to Phe, allosteric inhibition produced by Phe is alleviated. To investigate
                        <blockquote>
+
                                    the
                            <p><span>Phospho-2-dehydro-3-deoxyheptonate aldolase (AroG) is an important enzyme for the
+
                                     structural mechanism of allosteric inhibition on AroG by Phe and the alleviation in
                                     phosphoenolpyruvate (PEP) catalytic reaction and has an important role in the metabolic
+
                                    S211F
                                     pathways, </span><em><span>i.e.</span></em><span> tryptophan biosynthesis, in this project.
+
                                     mutant, it is proposed to be quantified and visualized using PyMOL, Gaussian16.0W,
                                     Literature review shows that Phenylalanine binds to AroG to allosterically inhibit the
+
                                    GaussView6.0,
                                     condensation of phosphoenolpyruvate (PEP) and D-erythrose-4-phosphate(E4P), thus subsequently
+
                                     lower the level of the product 3-deoxy-D-arabino-heptulosonate-7-phosphate (DAHP), the first
+
                                     step to synthesize chorismite which is the precursor of tryptophan. When the Ser at AroG 211 is
+
                                     mutated to Phe, allosteric inhibition produced by Phe is alleviated. To investigate the
+
                                     structural mechanism of allosteric inhibition on AroG by Phe and the alleviation in S211F
+
                                     mutant, it is proposed to be quantified and visualized using PyMOL, Gaussian16.0W, GaussView6.0,
+
 
                                     Swiss, AutoDockTools software.</span></p>
 
                                     Swiss, AutoDockTools software.</span></p>
                        </blockquote>
+
                    </blockquote>
                        <h2 id='1-fundamental-assumptions'><span>1. Fundamental assumptions</span></h2>
+
                    <a class="anchor" id="nav-fundamental-assumptions"></a>
                        <ol>
+
                    <h2 id='1-fundamental-assumptions'><span>1. Fundamental assumptions</span></h2>
                            <li><span>The ligand receptor docking results predicted by AutoDockTools in a semi-flexible docking mode
+
                    <ol>
                                     are bassically correct within the range that the conformation allows to change.</span></li>
+
                        <li><span>The ligand receptor docking results predicted by AutoDockTools in a semi-flexible
                            <li><span>The mutant AroG tetrameric protein structure predicted by amino acid sequence on the Swiss
+
                                    docking mode
                                     website is bassically correct within the range that the conformation allows to change.</span>
+
                                     are bassically correct within the range that the conformation allows to
                            </li>
+
                                    change.</span></li>
                            <li><span>The relative position of the wild-type and point-mutation mutant AroG to the protein pocket
+
                        <li><span>The mutant AroG tetrameric protein structure predicted by amino acid sequence on
 +
                                    the Swiss
 +
                                     website is bassically correct within the range that the conformation allows to
 +
                                    change.</span>
 +
                        </li>
 +
                        <li><span>The relative position of the wild-type and point-mutation mutant AroG to the
 +
                                    protein pocket
 
                                     bound to Phe and PEP does not change.</span></li>
 
                                     bound to Phe and PEP does not change.</span></li>
                            <li><span>The catalytic activity of the AroG with PEP can be characterized by the binding energy of the
+
                        <li><span>The catalytic activity of the AroG with PEP can be characterized by the binding
 +
                                    energy of the
 
                                     two.</span></li>
 
                                     two.</span></li>
                        </ol>
+
                    </ol>
                        <h2 id='2-acquisition-of-protein-and-small-molecule-structures'><span>2. Acquisition of protein and
+
                    <a class="anchor" id="nav-acquisition-of-protein-and-small-molecule-structures"></a>
                                 small-molecule structures</span></h2>
+
                    <h2 id='2-acquisition-of-protein-and-small-molecule-structures'><span>2. Acquisition of protein
                        <figure>
+
                                and
                            <table>
+
                                 small-molecule structures<sup><a href="#reference">[1]</a></sup></span></h2>
                                <thead>
+
                    <figure>
                                    <tr>
+
                        <table style="width:90%;">
                                        <th><span> Required structure </span></th>
+
                            <thead>
                                        <th><span> Method of obtaining </span></th>
+
                            <tr>
                                    </tr>
+
                                <th><span> Required structure </span></th>
                                </thead>
+
                                <th><span> Method of obtaining </span></th>
                                <tbody>
+
                            </tr>
                                    <tr>
+
                            </thead>
                                        <td><span> Wild-type AroG tetrameric protein structure </span></td>
+
                            <tbody>
                                        <td><span> UniProt+</span><a
+
                            <tr>
                                                href='https://www.uniprot.org/uniprot/P0AB91'><span>P0AB91</span></a><span> </span>
+
                                <td><span> Wild-type AroG tetrameric protein structure </span></td>
                                        </td>
+
                                <td><span> UniProt: </span><a
                                    </tr>
+
                                        href='https://www.uniprot.org/uniprot/P0AB91'><span>P0AB91</span></a><span>
                                    <tr>
+
                                            </span>
                                        <td><span> AroG-S211F tetramer protein structure </span></td>
+
                                </td>
                                        <td><span> Predicted by Swiss AutoDockTools </span></td>
+
                            </tr>
                                    </tr>
+
                            <tr>
                                    <tr>
+
                                <td><span> AroG-S211F tetramer protein structure </span></td>
                                        <td><span> Phe and PEP small-molecule structures </span></td>
+
                                <td><span> Predicted by Swiss AutoDockTools </span></td>
                                        <td><span> Gaussian16.0W, GaussView6.0 </span></td>
+
                            </tr>
                                    </tr>
+
                            <tr>
                                    <tr>
+
                                <td><span> Phe and PEP small-molecule structures </span></td>
                                        <td><span> Crystal structure of Phe, PEP binding to AroG </span></td>
+
                                <td><span> Gaussian16.0W, GaussView6.0 </span></td>
                                        <td><span> UniProt+序号 </span></td>
+
                            </tr>
                                    </tr>
+
                            <tr>
                                </tbody>
+
                                <td><span> Crystal structure of Phe, PEP binding to AroG </span></td>
                            </table>
+
                                <td><span> PDBe: </span><a
                        </figure>
+
                                        href="https://www.ebi.ac.uk/pdbe/entry/pdb/1kfl"><span>1kfl</span></a>
                        <h2 id='3-autodock-molecular-docking'><span>3. AutoDock molecular docking</span></h2>
+
                                </td>
                        <p><span>In order to quantify the allosteric inhibition of Phe on AroG and the mechanism of AroG-S211F
+
                            </tr>
                                 alleviating the inhibition, this paper uses AutoDockTools software to get results. Firstly, dock Phe
+
                            </tbody>
                                 molecules in the wild type and mutant AroG respectively. Then, dock PEP molecules to the protein
+
                        </table>
                                 active center one by one. During this process, record the ligand-receptor binding energy , and
+
                    </figure>
                                 visualized the corresponding protein structure with PyMol software to further explore the
+
                    <a class="anchor" id="nav-autodock-molecular-docking"></a>
 +
                    <h2 id='3-autodock-molecular-docking'><span>3. AutoDock molecular docking<sup><a href="#reference">[2]</a></sup></span></h2>
 +
                    <p><span>In order to quantify the allosteric inhibition of Phe on AroG and the mechanism of
 +
                                AroG-S211F
 +
                                 alleviating the inhibition, this paper uses AutoDockTools software to get results.
 +
                                Firstly, dock Phe
 +
                                 molecules in the wild type and mutant AroG respectively. Then, dock PEP molecules to the
 +
                                protein
 +
                                 active center one by one. During this process, record the ligand-receptor binding energy
 +
                                , and
 +
                                 visualized the corresponding protein structure with PyMol software to further explore
 +
                                the
 
                                 relationship between protein structure and the corresponding docking results.</span></p>
 
                                 relationship between protein structure and the corresponding docking results.</span></p>
                        <p><span>The workflow is as follows: </span></p>
+
                    <p><span>The workflow is as follows: </span></p>
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020140727559.png" /></p>
+
                    <p><img src="https://static.igem.org/mediawiki/2021/4/41/T--XJTU-China--Fig.1.png" width="50%" />
                        <h2 id='4-results-and-discussion'><span>4. Results and Discussion</span></h2>
+
                    </p>
                        <h3 id='41bingding-energy'><span>4.1Bingding energy</span></h3>
+
                    <a class="anchor" id="nav-results-and-discussion"></a>
                        <p><strong><span>1. Allosteric inhibition effect of Phe</span></strong></p>
+
                    <h2 id='4-results-and-discussion'><span>4. Results and Discussion</span></h2>
                        <p><span>The average value of the binding energy is obtained by repeating the docking several times. When
+
                    <a class="anchor" id="nav-binding-energy"></a>
                                 the Phe ligand is not bound, the binding energy of aroG and PEP is -5.5kcal; and when the Phe is
+
                    <h3 id='41binding-energy'><span>4.1 Binding energy</span></h3>
                                 bound to aroG tetramer at the corresponding site, the binding energy becomes -5.2kcal.</span></p>
+
                    <p><strong><span>1. Allosteric inhibition effect of Phe</span></strong></p>
                        <p><span>Conclusively, the binding of Phe to AroG has an inhibitory effect of PEP binding to AroG.</span>
+
                    <p><span>The average value of the binding energy is obtained by repeating the docking several
                        </p>
+
                                times. When
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020140918205.png"
+
                                 the Phe ligand is not bound, the binding energy of aroG and PEP is -5.5 kcal/mol; and when
                                referrerpolicy="no-referrer" alt="image-20211020140918205"></p>
+
                                the Phe is
                        <p><strong><span>2. Effect of point mutations on the catalytic activity of AroG</span></strong></p>
+
                                 bound to aroG tetramer at the corresponding site, the binding energy becomes
                        <figure>
+
                                -5.2 kcal/mol.</span></p>
                            <table>
+
                    <p><span>Conclusively, the binding of Phe to AroG has an inhibitory effect of PEP binding to
                                <thead>
+
                                AroG.</span>
                                    <tr>
+
                    </p>
                                        <th><span> Number of Phe bound to AroG </span></th>
+
                    <p><img src="https://static.igem.org/mediawiki/2021/2/2b/T--XJTU-China--AIEP.png"
                                        <th><span> Ligand receptor binding energy / kcal </span></th>
+
                            referrerpolicy="no-referrer" alt="image-20211020140918205"></p>
                                    </tr>
+
                    <p><strong><span>2. Effect of point mutations on the catalytic activity of AroG</span></strong>
                                </thead>
+
                    </p>
                                <tbody>
+
                    <figure>
                                    <tr>
+
                        <table style="width:90%;">
                                        <td><span> 1 </span></td>
+
                            <thead>
                                        <td><span> -5.9 </span></td>
+
                            <tr>
                                    </tr>
+
                                <th><span> Number of Phe bound to AroG </span></th>
                                    <tr>
+
                                <th><span> Ligand receptor binding energy / kcal·mol<sup>-1</sup> </span></th>
                                        <td><span> 2 </span></td>
+
                            </tr>
                                        <td><span> -5.5 </span></td>
+
                            </thead>
                                    </tr>
+
                            <tbody>
                                    <tr>
+
                            <tr>
                                        <td><span> 3 </span></td>
+
                                <td><span> 1 </span></td>
                                        <td><span> -5.7 </span></td>
+
                                <td><span> -5.9 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> 4 </span></td>
+
                                <td><span> 2 </span></td>
                                        <td><span> -5.5 </span></td>
+
                                <td><span> -5.5 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> Combined energy sum </span></td>
+
                                <td><span> 3 </span></td>
                                        <td><span> -22.6 </span></td>
+
                                <td><span> -5.7 </span></td>
                                    </tr>
+
                            </tr>
                                </tbody>
+
                            <tr>
                            </table>
+
                                <td><span> 4 </span></td>
                        </figure>
+
                                <td><span> -5.5 </span></td>
                        <figure>
+
                            </tr>
                            <table>
+
                            <tr>
                                <thead>
+
                                <td><span> Combined energy sum </span></td>
                                    <tr>
+
                                <td><span> -22.6 </span></td>
                                        <th><span> Number of PEP bound to AroG-4Phe </span></th>
+
                            </tr>
                                        <th><span> Ligand receptor binding energy / kcal </span></th>
+
                            </tbody>
                                    </tr>
+
                        </table>
                                </thead>
+
                    </figure>
                                <tbody>
+
                    <figure>
                                    <tr>
+
                        <table style="width:90%;">
                                        <td><span> 1 </span></td>
+
                            <thead>
                                        <td><span> -5.2 </span></td>
+
                            <tr>
                                    </tr>
+
                                <th><span> Number of PEP bound to AroG-4Phe </span></th>
                                    <tr>
+
                                <th><span> Ligand receptor binding energy / kcal·mol<sup>-1</sup> </span></th>
                                        <td><span> 2 </span></td>
+
                            </tr>
                                        <td><span> -5.4 </span></td>
+
                            </thead>
                                    </tr>
+
                            <tbody>
                                    <tr>
+
                            <tr>
                                        <td><span> 3 </span></td>
+
                                <td><span> 1 </span></td>
                                        <td><span> -5.3 </span></td>
+
                                <td><span> -5.2 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> 4 </span></td>
+
                                <td><span> 2 </span></td>
                                        <td><span> -5.3 </span></td>
+
                                <td><span> -5.4 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> Combined energy sum </span></td>
+
                                <td><span> 3 </span></td>
                                        <td><span> -21.2 </span></td>
+
                                <td><span> -5.3 </span></td>
                                    </tr>
+
                            </tr>
                                </tbody>
+
                            <tr>
                            </table>
+
                                <td><span> 4 </span></td>
                        </figure>
+
                                <td><span> -5.3 </span></td>
                        <figure>
+
                            </tr>
                            <table>
+
                            <tr>
                                <thead>
+
                                <td><span> Combined energy sum </span></td>
                                    <tr>
+
                                <td><span> -21.2 </span></td>
                                        <th><span> Number of Phe bound to MutAroG </span></th>
+
                            </tr>
                                        <th><span> Ligand receptor binding energy / kcal </span></th>
+
                            </tbody>
                                    </tr>
+
                        </table>
                                </thead>
+
                    </figure>
                                <tbody>
+
                    <figure>
                                    <tr>
+
                        <table style="width:90%;">
                                        <td><span> 1 </span></td>
+
                            <thead>
                                        <td><span> -5.2 </span></td>
+
                            <tr>
                                    </tr>
+
                                <th><span> Number of Phe bound to MutAroG </span></th>
                                    <tr>
+
                                <th><span> Ligand receptor binding energy / kcal·mol<sup>-1</sup> </span></th>
                                        <td><span> 2 </span></td>
+
                            </tr>
                                        <td><span> -5.2 </span></td>
+
                            </thead>
                                    </tr>
+
                            <tbody>
                                    <tr>
+
                            <tr>
                                        <td><span> 3 </span></td>
+
                                <td><span> 1 </span></td>
                                        <td><span> -5.0 </span></td>
+
                                <td><span> -5.2 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> 4 </span></td>
+
                                <td><span> 2 </span></td>
                                        <td><span> -4.6 </span></td>
+
                                <td><span> -5.2 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> Combined energy sum </span></td>
+
                                <td><span> 3 </span></td>
                                        <td><span> -20.0 </span></td>
+
                                <td><span> -5.0 </span></td>
                                    </tr>
+
                            </tr>
                                </tbody>
+
                            <tr>
                            </table>
+
                                <td><span> 4 </span></td>
                        </figure>
+
                                <td><span> -4.6 </span></td>
                        <figure>
+
                            </tr>
                            <table>
+
                            <tr>
                                <thead>
+
                                <td><span> Combined energy sum </span></td>
                                    <tr>
+
                                <td><span> -20.0 </span></td>
                                        <th><span> Number of PEP bound to MutAroG-4Phe </span></th>
+
                            </tr>
                                        <th><span> Ligand receptor binding energy / kcal </span></th>
+
                            </tbody>
                                    </tr>
+
                        </table>
                                </thead>
+
                    </figure>
                                <tbody>
+
                    <figure>
                                    <tr>
+
                        <table style="width:90%;">
                                        <td><span> 1 </span></td>
+
                            <thead>
                                        <td><span> -6.2 </span></td>
+
                            <tr>
                                    </tr>
+
                                <th><span> Number of PEP bound to MutAroG-4Phe </span></th>
                                    <tr>
+
                                <th><span> Ligand receptor binding energy / kcal·mol<sup>-1</sup> </span></th>
                                        <td><span> 2 </span></td>
+
                            </tr>
                                        <td><span> -6.2 </span></td>
+
                            </thead>
                                    </tr>
+
                            <tbody>
                                    <tr>
+
                            <tr>
                                        <td><span> 3 </span></td>
+
                                <td><span> 1 </span></td>
                                        <td><span> -6.4 </span></td>
+
                                <td><span> -6.2 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> 4 </span></td>
+
                                <td><span> 2 </span></td>
                                        <td><span> -6.3 </span></td>
+
                                <td><span> -6.2 </span></td>
                                    </tr>
+
                            </tr>
                                    <tr>
+
                            <tr>
                                        <td><span> Combined energy sum </span></td>
+
                                <td><span> 3 </span></td>
                                        <td><span> -25.1 </span></td>
+
                                <td><span> -6.4 </span></td>
                                    </tr>
+
                            </tr>
                                </tbody>
+
                            <tr>
                            </table>
+
                                <td><span> 4 </span></td>
                        </figure>
+
                                <td><span> -6.3 </span></td>
                        <p><span>From the comparison of the table data, the binding ability of the mutant aroG and Phe is weaker
+
                            </tr>
                                 than that of the wild-type aroG, and the binding ability of the mutant aroG to PEP, in the case that
+
                            <tr>
                                 the corresponding site has been combined with Phe, is greatly improved compared to the wild-type
+
                                <td><span> Combined energy sum </span></td>
 +
                                <td><span> -25.1 </span></td>
 +
                            </tr>
 +
                            </tbody>
 +
                        </table>
 +
                    </figure>
 +
                    <p><img src="https://static.igem.org/mediawiki/2021/f/f6/T--XJTU-China--bindingenergy.png"
 +
                            referrerpolicy="no-referrer" alt="binding-energy" width="70%"></p>
 +
                    <p><span>From the comparison of the table data, the binding ability of the mutant aroG and Phe
 +
                                is weaker
 +
                                 than that of the wild-type aroG, and the binding ability of the mutant aroG to PEP, in
 +
                                the case that
 +
                                 the corresponding site has been combined with Phe, is greatly improved compared to the
 +
                                wild-type
 
                                 aroG. </span></p>
 
                                 aroG. </span></p>
                        <p><span>Therefore, without considering the software simulation docking error, it can be concluded that the
+
                    <p><span>Therefore, without considering the software simulation docking error, it can be
 +
                                concluded that the
 
                                 Phe allosteric inhibitory effect of mutant aroG is weakened. </span></p>
 
                                 Phe allosteric inhibitory effect of mutant aroG is weakened. </span></p>
                        <h3 id='42-protein-pocket-structure'><span>4.2 Protein pocket structure</span></h3>
+
                    <a class="anchor" id="nav-protein-pocket-structure"></a>
                        <p><strong><span>1. The docking results of AroG with Phe and PEP</span></strong></p>
+
                    <h3 id='42-protein-pocket-structure'><span>4.2 Protein pocket structure</span></h3>
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141051205.png"
+
                    <p><strong><span>1. The docking results of AroG with Phe and PEP</span></strong></p>
                                referrerpolicy="no-referrer" alt="image-20211020141051205"></p>
+
                    <p><img src="https://static.igem.org/mediawiki/2021/f/f9/T--XJTU-China--Fig.3.png"
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141056684.png"
+
                            referrerpolicy="no-referrer" alt="image-20211020141051205" width="60%"></p>
                                referrerpolicy="no-referrer" alt="image-20211020141056684"></p>
+
                    <p><img src="https://static.igem.org/mediawiki/2021/4/4f/T--XJTU-China--Fig.4.png"
                        <p><span>In the figure, the yellow is the experimentally measured conformation of Phe in the crystal protein
+
                            referrerpolicy="no-referrer" alt="image-20211020141056684" width="60%"></p>
                                 bound by aroG and Phe, and the green is the docking site and the conformation of Phe predicted by
+
                    <p><span>In the figure, the yellow is the experimentally measured conformation of Phe in the
                                 AutoDockTools software. Obviously, the ligand receptor docking site predicted by the AutoDockTools
+
                                crystal protein
                                 software is completely consistent with the actual site, but there is a slight difference in the
+
                                 bound by aroG and Phe, and the green is the docking site and the conformation of Phe
                                 conformation of Phe. Therefore, the prediction of binding energy can be more credible. </span></p>
+
                                predicted by
                        <p><span>The following figure shows the docking visualization results of PEP and AroG:</span></p>
+
                                 AutoDockTools software. Obviously, the ligand receptor docking site predicted by the
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141105271.png"
+
                                AutoDockTools
                                referrerpolicy="no-referrer" alt="image-20211020141105271"></p>
+
                                 software is completely consistent with the actual site, but there is a slight difference
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141117269.png"
+
                                in the
                                referrerpolicy="no-referrer"></p>
+
                                 conformation of Phe. Therefore, the prediction of binding energy can be more credible.
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141113358.png"
+
                            </span></p>
                                referrerpolicy="no-referrer" alt="image-20211020141113358"></p>
+
                    <p><span>The following figure shows the docking visualization results of PEP and AroG:</span>
                        <p><strong><span>2. Comparison of the wild-type and mutant AroG</span></strong></p>
+
                    </p>
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141205740.png"
+
                    <p><img src="https://static.igem.org/mediawiki/2021/0/0b/T--XJTU-China--Fig.5.png"
                                referrerpolicy="no-referrer" alt="image-20211020141205740"></p>
+
                            referrerpolicy="no-referrer" alt="image-20211020141105271" width="60%"></p>
                        <p><span>According to the docking results, the protein pocket conformation of wild-type and mutant AroG
+
                    <p><img src="https://static.igem.org/mediawiki/2021/2/2f/T--XJTU-China--Fig.6.png"
                                 bound to PEP has not changed significantly. The Red is the experimentally measured conformation of
+
                            referrerpolicy="no-referrer" width="60%"></p>
                                 Phe in the crystal protein bound by aroG and Phe, and the pink is the docking site and the
+
                    <p><img src="https://static.igem.org/mediawiki/2021/f/f5/T--XJTU-China--Fig.7.png"
                                 conformation of Phe predicted by AutoDockTools software. In general, the changes in binding PEP
+
                            referrerpolicy="no-referrer" alt="image-20211020141113358" width="60%"></p>
 +
                    <p><strong><span>2. Comparison of the wild-type and mutant AroG</span></strong></p>
 +
                    <p><img src="https://static.igem.org/mediawiki/2021/5/5e/T--XJTU-China--Fig.8.png"
 +
                            referrerpolicy="no-referrer" alt="image-20211020141205740" width="60%"></p>
 +
                    <p><span>According to the docking results, the protein pocket conformation of wild-type and
 +
                                mutant AroG
 +
                                 bound to PEP has not changed significantly. The Red is the experimentally measured
 +
                                conformation of
 +
                                 Phe in the crystal protein bound by aroG and Phe, and the pink is the docking site and
 +
                                the
 +
                                 conformation of Phe predicted by AutoDockTools software. In general, the changes in
 +
                                binding PEP
 
                                 sites are not very significant.</span></p>
 
                                 sites are not very significant.</span></p>
                        <p><span>Phe site:</span></p>
+
                    <p><span>Phe site:</span></p>
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141214932.png"
+
                    <p><img src="https://static.igem.org/mediawiki/2021/0/03/T--XJTU-China--Fig.9.png"
                                referrerpolicy="no-referrer" alt="image-20211020141214932"></p>
+
                            referrerpolicy="no-referrer" alt="image-20211020141214932" width="60%"></p>
                        <p><img src="C:\Users\Ms_00\AppData\Roaming\Typora\typora-user-images\image-20211020141224863.png"
+
                    <p><img src="https://static.igem.org/mediawiki/2021/8/85/T--XJTU-China--Fig.10.png"
                                referrerpolicy="no-referrer" alt="image-20211020141224863"></p>
+
                            referrerpolicy="no-referrer" alt="image-20211020141224863" width="60%"></p>
                        <p><span>It can be seen from the docking results that the Ser at AroG 211 mutating to Phe changes the
+
                    <p><span>It can be seen from the docking results that the Ser at AroG 211 mutating to Phe
                                 conformation of the protein pocket which originally binds to Phe, and the binding site of Phe
+
                                changes the
                                 changes accordingly. The binding energy calculated by AutoDockTools software shows that the binding
+
                                 conformation of the protein pocket which originally binds to Phe, and the binding site
                                 ability of mutant aroG and Phe becomes weaker. Therefore, it can be concluded that the conformation
+
                                of Phe
                                 of the mutant aroG and Phe binding protein pocket changes, so that the binding ability of Phe to it
+
                                 changes accordingly. The binding energy calculated by AutoDockTools software shows that
                                 becomes smaller, and the allosteric inhibition effect of Phe is reduced, finally the catalytic
+
                                the binding
 +
                                 ability of mutant aroG and Phe becomes weaker. Therefore, it can be concluded that the
 +
                                conformation
 +
                                 of the mutant aroG and Phe binding protein pocket changes, so that the binding ability
 +
                                of Phe to it
 +
                                 becomes smaller, and the allosteric inhibition effect of Phe is reduced, finally the
 +
                                catalytic
 
                                 efficiency of aroG on PEP increases. </span></p>
 
                                 efficiency of aroG on PEP increases. </span></p>
                        <h2 id='5-advantages-and-disadvantages-of-the-model'><span>5. Advantages and disadvantages of the
+
                    <a class="anchor" id="nav-advantages-and-disadvantages-of-the-model"></a>
 +
                    <h2 id='5-advantages-and-disadvantages-of-the-model'><span>5. Advantages and disadvantages of
 +
                                the
 
                                 model</span></h2>
 
                                 model</span></h2>
                        <h3 id='51-advantages-of-the-model'><span>5.1 Advantages of the model</span></h3>
+
                    <a class="anchor" id="nav-advantages-of-the-model"></a>
                        <ol>
+
                    <h3 id='51-advantages-of-the-model'><span>5.1 Advantages of the model</span></h3>
                            <li><span>The results of the experiments can be quickly obtained by analysis using available software
+
                    <ol>
 +
                        <li><span>The results of the experiments can be quickly obtained by analysis using available
 +
                                    software
 
                                     tools</span></li>
 
                                     tools</span></li>
                            <li><span>The accidental deviation caused by experiments is avoided</span></li>
+
                        <li><span>The accidental deviation caused by experiments is avoided</span></li>
                            <li><span>Lower cost, less time consuming and easier to study</span></li>
+
                        <li><span>Lower cost, less time consuming and easier to study</span></li>
                        </ol>
+
                    </ol>
                        <h3 id='52-disadvantages-of-the-model'><span>5.2 Disadvantages of the model</span></h3>
+
                    <a class="anchor" id="nav-disadvantages-of-the-model"></a>
                        <p><span>The prediction results of existing software tools have limitations:</span></p>
+
                    <h3 id='52-disadvantages-of-the-model'><span>5.2 Disadvantages of the model</span></h3>
                        <ol>
+
                    <p><span>The prediction results of existing software tools have limitations:</span></p>
                            <li><span>The Gauss software utilizes a semi-empirical molecular orbital theory algorithm when computing
+
                    <ol>
                                     the steady-state conformation of the Phe and PEP small molecules, which reduces the accuracy of
+
                        <li><span>The Gauss software utilizes a semi-empirical molecular orbital theory algorithm
 +
                                    when computing
 +
                                     the steady-state conformation of the Phe and PEP small molecules, which reduces the
 +
                                    accuracy of
 
                                     the calculation results</span></li>
 
                                     the calculation results</span></li>
                            <li><span>When the AutoDockTools calculates the docking of large-mass proteins and ligands, it is
+
                        <li><span>When the AutoDockTools calculates the docking of large-mass proteins and ligands,
                                     limited by the computing power; the receptor can not select too many flexible chains, and the
+
                                    it is
                                     accuracy of the flexible docking prediction algorithm is not very high; if the initial value of
+
                                     limited by the computing power; the receptor can not select too many flexible
                                     the docking is not set properly, the prediction results will fall in the local optimal solution
+
                                    chains, and the
 +
                                     accuracy of the flexible docking prediction algorithm is not very high; if the
 +
                                    initial value of
 +
                                     the docking is not set properly, the prediction results will fall in the local
 +
                                    optimal solution
 
                                     to reach the global optimal solution.</span></li>
 
                                     to reach the global optimal solution.</span></li>
                        </ol>
+
                    </ol>
 +
                    <hr>
 +
                    <a class="anchor" id="reference"></a>
 +
                    <h2 id='reference-1'><span>Reference</span></h2>
 +
                    <p><span>[1] Biasini M, Bienert S, Waterhouse A, Arnold K, Studer G, Schmidt T, Kiefer F, Gallo
 +
                        Cassarino T, Bertoni M, Bordoli L, Schwede T. SWISS-MODEL: modelling protein tertiary and
 +
                        quaternary structure using evolutionary information. <i>Nucleic Acids Res</i>. 2014 Jul;
 +
                        42(Web Server issue):W252-8. doi: 10.1093/nar/gku340. Epub 2014 Apr 29. PMID: 24782522;
 +
                        PMCID: PMC4086089.</span></p>
 +
                    <p><span>[2] Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a
 +
                        new scoring function, efficient optimization, and multithreading. <i>J Comput Chem</i>. 2010 Jan
 +
                        30;31(2):455-61. doi: 10.1002/jcc.21334. PMID: 19499576; PMCID: PMC3041641.</span></p><hr />
 +
                    <div class="row mt-5 mb-5">
 +
                        <div class="col-12">
 +
                            <p class="float-right mt-3" style="font-size: 1.5em !important;"><b>For the mathematical
 +
                                modelling, please
 +
                                check: <a href="https://2021.igem.org/Team:XJTU-China/Model">
 +
                                    &nbsp;Modelling&nbsp;&nbsp;<span class="fa fa-flask"></span></a></b></p>
 +
                        </div>
 
                     </div>
 
                     </div>
 
                 </div>
 
                 </div>
                <div class="col-lg-1"></div>
 
 
             </div>
 
             </div>
 +
            <div class="col-lg-1"></div>
 
         </div>
 
         </div>
     </section>
+
     </div>
 
+
</section>
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Latest revision as of 03:30, 22 October 2021

Team:XJTU-China/Model

Protein Modelling

Protein Modelling

Phospho-2-dehydro-3-deoxyheptonate aldolase (AroG) is an important enzyme for the phosphoenolpyruvate (PEP) catalytic reaction and has an important role in the metabolic pathways, i.e. tryptophan biosynthesis, in this project. Literature review shows that Phenylalanine binds to AroG to allosterically inhibit the condensation of phosphoenolpyruvate (PEP) and D-erythrose-4-phosphate(E4P), thus subsequently lower the level of the product 3-deoxy-D-arabino-heptulosonate-7-phosphate (DAHP), the first step to synthesize chorismite which is the precursor of tryptophan. When the Ser at AroG 211 is mutated to Phe, allosteric inhibition produced by Phe is alleviated. To investigate the structural mechanism of allosteric inhibition on AroG by Phe and the alleviation in S211F mutant, it is proposed to be quantified and visualized using PyMOL, Gaussian16.0W, GaussView6.0, Swiss, AutoDockTools software.

1. Fundamental assumptions

  1. The ligand receptor docking results predicted by AutoDockTools in a semi-flexible docking mode are bassically correct within the range that the conformation allows to change.
  2. The mutant AroG tetrameric protein structure predicted by amino acid sequence on the Swiss website is bassically correct within the range that the conformation allows to change.
  3. The relative position of the wild-type and point-mutation mutant AroG to the protein pocket bound to Phe and PEP does not change.
  4. The catalytic activity of the AroG with PEP can be characterized by the binding energy of the two.

2. Acquisition of protein and small-molecule structures[1]

Required structure Method of obtaining
Wild-type AroG tetrameric protein structure UniProt: P0AB91
AroG-S211F tetramer protein structure Predicted by Swiss AutoDockTools
Phe and PEP small-molecule structures Gaussian16.0W, GaussView6.0
Crystal structure of Phe, PEP binding to AroG PDBe: 1kfl

3. AutoDock molecular docking[2]

In order to quantify the allosteric inhibition of Phe on AroG and the mechanism of AroG-S211F alleviating the inhibition, this paper uses AutoDockTools software to get results. Firstly, dock Phe molecules in the wild type and mutant AroG respectively. Then, dock PEP molecules to the protein active center one by one. During this process, record the ligand-receptor binding energy , and visualized the corresponding protein structure with PyMol software to further explore the relationship between protein structure and the corresponding docking results.

The workflow is as follows:

4. Results and Discussion

4.1 Binding energy

1. Allosteric inhibition effect of Phe

The average value of the binding energy is obtained by repeating the docking several times. When the Phe ligand is not bound, the binding energy of aroG and PEP is -5.5 kcal/mol; and when the Phe is bound to aroG tetramer at the corresponding site, the binding energy becomes -5.2 kcal/mol.

Conclusively, the binding of Phe to AroG has an inhibitory effect of PEP binding to AroG.

image-20211020140918205

2. Effect of point mutations on the catalytic activity of AroG

Number of Phe bound to AroG Ligand receptor binding energy / kcal·mol-1
1 -5.9
2 -5.5
3 -5.7
4 -5.5
Combined energy sum -22.6
Number of PEP bound to AroG-4Phe Ligand receptor binding energy / kcal·mol-1
1 -5.2
2 -5.4
3 -5.3
4 -5.3
Combined energy sum -21.2
Number of Phe bound to MutAroG Ligand receptor binding energy / kcal·mol-1
1 -5.2
2 -5.2
3 -5.0
4 -4.6
Combined energy sum -20.0
Number of PEP bound to MutAroG-4Phe Ligand receptor binding energy / kcal·mol-1
1 -6.2
2 -6.2
3 -6.4
4 -6.3
Combined energy sum -25.1

binding-energy

From the comparison of the table data, the binding ability of the mutant aroG and Phe is weaker than that of the wild-type aroG, and the binding ability of the mutant aroG to PEP, in the case that the corresponding site has been combined with Phe, is greatly improved compared to the wild-type aroG.

Therefore, without considering the software simulation docking error, it can be concluded that the Phe allosteric inhibitory effect of mutant aroG is weakened.

4.2 Protein pocket structure

1. The docking results of AroG with Phe and PEP

image-20211020141051205

image-20211020141056684

In the figure, the yellow is the experimentally measured conformation of Phe in the crystal protein bound by aroG and Phe, and the green is the docking site and the conformation of Phe predicted by AutoDockTools software. Obviously, the ligand receptor docking site predicted by the AutoDockTools software is completely consistent with the actual site, but there is a slight difference in the conformation of Phe. Therefore, the prediction of binding energy can be more credible.

The following figure shows the docking visualization results of PEP and AroG:

image-20211020141105271

image-20211020141113358

2. Comparison of the wild-type and mutant AroG

image-20211020141205740

According to the docking results, the protein pocket conformation of wild-type and mutant AroG bound to PEP has not changed significantly. The Red is the experimentally measured conformation of Phe in the crystal protein bound by aroG and Phe, and the pink is the docking site and the conformation of Phe predicted by AutoDockTools software. In general, the changes in binding PEP sites are not very significant.

Phe site:

image-20211020141214932

image-20211020141224863

It can be seen from the docking results that the Ser at AroG 211 mutating to Phe changes the conformation of the protein pocket which originally binds to Phe, and the binding site of Phe changes accordingly. The binding energy calculated by AutoDockTools software shows that the binding ability of mutant aroG and Phe becomes weaker. Therefore, it can be concluded that the conformation of the mutant aroG and Phe binding protein pocket changes, so that the binding ability of Phe to it becomes smaller, and the allosteric inhibition effect of Phe is reduced, finally the catalytic efficiency of aroG on PEP increases.

5. Advantages and disadvantages of the model

5.1 Advantages of the model

  1. The results of the experiments can be quickly obtained by analysis using available software tools
  2. The accidental deviation caused by experiments is avoided
  3. Lower cost, less time consuming and easier to study

5.2 Disadvantages of the model

The prediction results of existing software tools have limitations:

  1. The Gauss software utilizes a semi-empirical molecular orbital theory algorithm when computing the steady-state conformation of the Phe and PEP small molecules, which reduces the accuracy of the calculation results
  2. When the AutoDockTools calculates the docking of large-mass proteins and ligands, it is limited by the computing power; the receptor can not select too many flexible chains, and the accuracy of the flexible docking prediction algorithm is not very high; if the initial value of the docking is not set properly, the prediction results will fall in the local optimal solution to reach the global optimal solution.

Reference

[1] Biasini M, Bienert S, Waterhouse A, Arnold K, Studer G, Schmidt T, Kiefer F, Gallo Cassarino T, Bertoni M, Bordoli L, Schwede T. SWISS-MODEL: modelling protein tertiary and quaternary structure using evolutionary information. Nucleic Acids Res. 2014 Jul; 42(Web Server issue):W252-8. doi: 10.1093/nar/gku340. Epub 2014 Apr 29. PMID: 24782522; PMCID: PMC4086089.

[2] Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J Comput Chem. 2010 Jan 30;31(2):455-61. doi: 10.1002/jcc.21334. PMID: 19499576; PMCID: PMC3041641.


For the mathematical modelling, please check:  Modelling  

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