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	<id>http://Opengenome.net/index.php?action=history&amp;feed=atom&amp;title=Protein_engineering</id>
	<title>Protein engineering - Revision history</title>
	<link rel="self" type="application/atom+xml" href="http://Opengenome.net/index.php?action=history&amp;feed=atom&amp;title=Protein_engineering"/>
	<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;action=history"/>
	<updated>2026-05-12T23:43:19Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
	<generator>MediaWiki 1.31.3</generator>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28183&amp;oldid=prev</id>
		<title>J: Protected &quot;Protein engineering&quot; [edit=autoconfirmed:move=autoconfirmed]</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28183&amp;oldid=prev"/>
		<updated>2007-09-27T14:28:14Z</updated>

		<summary type="html">&lt;p&gt;Protected &amp;quot;&lt;a href=&quot;/Protein_engineering&quot; title=&quot;Protein engineering&quot;&gt;Protein engineering&lt;/a&gt;&amp;quot; [edit=autoconfirmed:move=autoconfirmed]&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;1&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;1&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 14:28, 27 September 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-notice&quot; lang=&quot;en&quot;&gt;&lt;div class=&quot;mw-diff-empty&quot;&gt;(No difference)&lt;/div&gt;
&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;</summary>
		<author><name>J</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28182&amp;oldid=prev</id>
		<title>J at 14:28, 27 September 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28182&amp;oldid=prev"/>
		<updated>2007-09-27T14:28:10Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
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				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 14:28, 27 September 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;sitracd&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;zelacc&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;p&amp;gt;&lt;/del&gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/p&amp;gt;&lt;/del&gt;&lt;/div&gt;&lt;/td&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational protein design algorithms seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational protein design algorithms seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;The second strategy is known as directed evolution. This is where random mutagenesis is applied to a protein, and a selection regime is used to pick out variants that have the desired qualities. Further rounds of mutation and selection are then applied. This method mimics natural evolution and generally produces superior results to rational design. An additional technique known as DNA shuffling mixes and matches pieces of successful variants in order to produce better results. This process mimics recombination that occurs naturally during sexual reproduction. The great advantage of directed evolution techniques is that they require no prior structural knowledge of a protein, nor it is necessary to be able to predict what effect a given mutation will have. Indeed, the results of directed evolution experiments are often surprising in that desired changes are often caused by mutations that no one would have expected. The drawback is that they require high-throughput, which is not feasible for all proteins. Large amounts of recombinant DNA must be mutated and the products screened for desired qualities. The sheer number of variants often requires expensive robotic equipment to automate the process. Furthermore, not all desired activities can be easily screened for.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;The second strategy is known as directed evolution. This is where random mutagenesis is applied to a protein, and a selection regime is used to pick out variants that have the desired qualities. Further rounds of mutation and selection are then applied. This method mimics natural evolution and generally produces superior results to rational design. An additional technique known as DNA shuffling mixes and matches pieces of successful variants in order to produce better results. This process mimics recombination that occurs naturally during sexual reproduction. The great advantage of directed evolution techniques is that they require no prior structural knowledge of a protein, nor it is necessary to be able to predict what effect a given mutation will have. Indeed, the results of directed evolution experiments are often surprising in that desired changes are often caused by mutations that no one would have expected. The drawback is that they require high-throughput, which is not feasible for all proteins. Large amounts of recombinant DNA must be mutated and the products screened for desired qualities. The sheer number of variants often requires expensive robotic equipment to automate the process. Furthermore, not all desired activities can be easily screened for.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Rational design and directed evolution techniques are not mutally exclusive; good researchers will often apply both. In the future, more detailed knowledge of protein structure and function, as well as advancements in high-throughput technology, will greatly expand the capabilities of protein engineering.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Rational design and directed evolution techniques are not mutally exclusive; good researchers will often apply both. In the future, more detailed knowledge of protein structure and function, as well as advancements in high-throughput technology, will greatly expand the capabilities of protein engineering.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;id&lt;/del&gt;=&amp;quot;See_also&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;name&lt;/del&gt;=&amp;quot;See_also&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;name&lt;/ins&gt;=&amp;quot;See_also&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;id&lt;/ins&gt;=&amp;quot;See_also&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;See also&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;See also&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l27&quot; &gt;Line 27:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 25:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structome&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structome&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;id&lt;/del&gt;=&amp;quot;External_links&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;name&lt;/del&gt;=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;name&lt;/ins&gt;=&amp;quot;External_links&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;id&lt;/ins&gt;=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;External links&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;External links&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class=&amp;quot;external text&amp;quot; title&lt;/del&gt;=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/del&gt;=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot;&amp;gt;Site-Directed Mutagenesis Protocol&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/ins&gt;=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;title&lt;/ins&gt;=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; class=&amp;quot;external text&lt;/ins&gt;&amp;quot;&amp;gt;Site-Directed Mutagenesis Protocol&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class=&amp;quot;external text&amp;quot; title&lt;/del&gt;=&amp;quot;http://mrc-cpe.cam.ac.uk&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/del&gt;=&amp;quot;http://mrc-cpe.cam.ac.uk&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;/&lt;/del&gt;&amp;quot;&amp;gt;Centre for Protein Engineering&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/ins&gt;=&amp;quot;http://mrc-cpe.cam.ac.uk&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;/&lt;/ins&gt;&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;title&lt;/ins&gt;=&amp;quot;http://mrc-cpe.cam.ac.uk&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; class=&amp;quot;external text&lt;/ins&gt;&amp;quot;&amp;gt;Centre for Protein Engineering&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class=&amp;quot;external text&amp;quot; title&lt;/del&gt;=&amp;quot;http://peds.oupjournals.org/&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/del&gt;=&amp;quot;http://peds.oupjournals.org/&amp;quot;&amp;gt;Protein Engineering Design and Selection&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/ins&gt;=&amp;quot;http://peds.oupjournals.org/&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;title&lt;/ins&gt;=&amp;quot;http://peds.oupjournals.org/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; class=&amp;quot;external text&lt;/ins&gt;&amp;quot;&amp;gt;Protein Engineering Design and Selection&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class=&amp;quot;external text&amp;quot; title&lt;/del&gt;=&amp;quot;http://www.structure.org/&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/del&gt;=&amp;quot;http://www.structure.org/&amp;quot;&amp;gt;Structure with Folding &amp;amp;amp; Design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/ins&gt;=&amp;quot;http://www.structure.org/&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;title&lt;/ins&gt;=&amp;quot;http://www.structure.org/&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; class=&amp;quot;external text&lt;/ins&gt;&amp;quot;&amp;gt;Structure with Folding &amp;amp;amp; Design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class=&amp;quot;external text&amp;quot; title&lt;/del&gt;=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/del&gt;=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot;&amp;gt;EGAD; a free and open-source program for automated protein design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;href&lt;/ins&gt;=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot; rel=&amp;quot;nofollow&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;title&lt;/ins&gt;=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; class=&amp;quot;external text&lt;/ins&gt;&amp;quot;&amp;gt;EGAD; a free and open-source program for automated protein design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>J</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28134&amp;oldid=prev</id>
		<title>141.104.22.222 at 00:22, 27 September 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28134&amp;oldid=prev"/>
		<updated>2007-09-27T00:22:46Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 00:22, 27 September 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;sitracd&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;zelacc&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;zelacc&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>141.104.22.222</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28132&amp;oldid=prev</id>
		<title>195.55.130.44 at 00:19, 27 September 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=28132&amp;oldid=prev"/>
		<updated>2007-09-27T00:19:38Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 00:19, 27 September 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;zelacc&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and bioinformatics to the process of developing&amp;amp;nbsp;valuable proteins. It has been an old&amp;amp;nbsp;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>195.55.130.44</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27666&amp;oldid=prev</id>
		<title>59.27.17.166 at 13:50, 30 May 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27666&amp;oldid=prev"/>
		<updated>2007-05-30T13:50:05Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 13:50, 30 May 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;economics &lt;/del&gt;to the process of developing &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;useful or &lt;/del&gt;valuable proteins. It &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;is a young &lt;/del&gt;discipline, with much research &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;currently &lt;/del&gt;taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;bioinformatics &lt;/ins&gt;to the process of developing&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;&amp;amp;nbsp;&lt;/ins&gt;valuable proteins. It &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;has been an old&amp;amp;nbsp;&lt;/ins&gt;discipline, with much research taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational protein design algorithms seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational protein design algorithms seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l19&quot; &gt;Line 19:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 19:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein folding &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein folding &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein design &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein design &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteinengineering.org&amp;lt;/li&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteinomics &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteinomics &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteome &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteome &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structural biology &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structural biology &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot;&gt;&amp;#160;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structome&amp;lt;/li&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;External_links&amp;quot; name=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;External_links&amp;quot; name=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>59.27.17.166</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27665&amp;oldid=prev</id>
		<title>59.27.17.166 at 13:17, 30 May 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27665&amp;oldid=prev"/>
		<updated>2007-05-30T13:17:44Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #222; text-align: center;&quot;&gt;Revision as of 13:17, 30 May 2007&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Science&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Science&amp;quot;&amp;gt;&lt;/del&gt;science&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;, &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Mathematics&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Mathematics&amp;quot;&amp;gt;&lt;/del&gt;mathematics&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;, and &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Economics&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Economics&amp;quot;&amp;gt;&lt;/del&gt;economics&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;to the process of developing useful or valuable &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Protein&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein&amp;quot;&amp;gt;&lt;/del&gt;proteins&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;. It is a young discipline, with much research currently taking place into the understanding of &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Protein folding&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_folding&amp;quot;&amp;gt;&lt;/del&gt;protein folding&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;and &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Protein recognition&amp;quot; class=&amp;quot;new&amp;quot; href=&amp;quot;http://en.wikipedia.org/w/index.php?title=Protein_recognition&amp;amp;amp;action=edit&amp;quot;&amp;gt;&lt;/del&gt;protein recognition&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;for &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&amp;gt;&lt;/del&gt;protein design&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of science, mathematics, and economics to the process of developing useful or valuable proteins. It is a young discipline, with much research currently taking place into the understanding of protein folding and protein recognition for protein design principles.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&amp;gt;&lt;/del&gt;protein design&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &amp;lt;a title=&amp;quot;Algorithms&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Algorithms&amp;quot;&amp;gt;&lt;/del&gt;algorithms&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Computational protein design algorithms seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;The second strategy is known as &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Directed evolution&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Directed_evolution&amp;quot;&amp;gt;&lt;/del&gt;directed evolution&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;. This is where random mutagenesis is applied to a protein, and a selection regime is used to pick out variants that have the desired qualities. Further rounds of mutation and selection are then applied. This method mimics natural &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Evolution&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Evolution&amp;quot;&amp;gt;&lt;/del&gt;evolution&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;and generally produces superior results to rational design. An additional technique known as &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;DNA shuffling&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/DNA_shuffling&amp;quot;&amp;gt;&lt;/del&gt;DNA shuffling&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;mixes and matches pieces of successful variants in order to produce better results. This process mimics &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Recombination&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Recombination&amp;quot;&amp;gt;&lt;/del&gt;recombination&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt; &lt;/del&gt;that occurs naturally during &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Sexual reproduction&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Sexual_reproduction&amp;quot;&amp;gt;&lt;/del&gt;sexual reproduction&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;. The great advantage of directed evolution techniques is that they require no prior structural knowledge of a protein, nor it is necessary to be able to predict what effect a given mutation will have. Indeed, the results of directed evolution experiments are often surprising in that desired changes are often caused by mutations that no one would have expected. The drawback is that they require high-throughput, which is not feasible for all proteins. Large amounts of recombinant DNA must be mutated and the products screened for desired qualities. The sheer number of variants often requires expensive robotic equipment to automate the process. Furthermore, not all desired activities can be easily screened for.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;The second strategy is known as directed evolution. This is where random mutagenesis is applied to a protein, and a selection regime is used to pick out variants that have the desired qualities. Further rounds of mutation and selection are then applied. This method mimics natural evolution and generally produces superior results to rational design. An additional technique known as DNA shuffling mixes and matches pieces of successful variants in order to produce better results. This process mimics recombination that occurs naturally during sexual reproduction. The great advantage of directed evolution techniques is that they require no prior structural knowledge of a protein, nor it is necessary to be able to predict what effect a given mutation will have. Indeed, the results of directed evolution experiments are often surprising in that desired changes are often caused by mutations that no one would have expected. The drawback is that they require high-throughput, which is not feasible for all proteins. Large amounts of recombinant DNA must be mutated and the products screened for desired qualities. The sheer number of variants often requires expensive robotic equipment to automate the process. Furthermore, not all desired activities can be easily screened for.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Rational design and directed evolution techniques are not mutally exclusive; good researchers will often apply both. In the future, more detailed knowledge of protein structure and function, as well as advancements in high-throughput technology, will greatly expand the capabilities of protein engineering.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;Rational design and directed evolution techniques are not mutally exclusive; good researchers will often apply both. In the future, more detailed knowledge of protein structure and function, as well as advancements in high-throughput technology, will greatly expand the capabilities of protein engineering.&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;See_also&amp;quot; name=&amp;quot;See_also&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;See_also&amp;quot; name=&amp;quot;See_also&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l9&quot; &gt;Line 9:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 9:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Display:&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Display:&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Bacterial display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Bacterial_display&amp;quot;&lt;/del&gt;&amp;gt;Bacterial display&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;Bacterial display &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Phage display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Phage_display&amp;quot;&lt;/del&gt;&amp;gt;Phage display&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;Phage display &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;MRNA display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/MRNA_display&amp;quot;&lt;/del&gt;&amp;gt;mRNA display&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;mRNA display &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Ribosome display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Ribosome_display&amp;quot;&lt;/del&gt;&amp;gt;Ribosome display&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;Ribosome display &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;&lt;/del&gt;Yeast display&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Yeast_display&amp;quot;&amp;gt;Yeast display&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;#160; &amp;#160; &amp;lt;li&amp;gt;Yeast display &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Enzymology&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Enzymology&amp;quot;&lt;/del&gt;&amp;gt;Enzymology&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Enzymology &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;&lt;/del&gt;Protein folding&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_folding&amp;quot;&amp;gt;Protein folding&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein folding &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&lt;/del&gt;&amp;gt;Protein design&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Protein design &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Proteinomics&amp;quot; class=&amp;quot;new&amp;quot; href=&amp;quot;http://en.wikipedia.org/w/index.php?title=Proteinomics&amp;amp;amp;action=edit&amp;quot;&lt;/del&gt;&amp;gt;Proteinomics&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteinomics &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;a title=&amp;quot;Proteome&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/&lt;/del&gt;Proteome&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;quot;&amp;gt;Proteome&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Proteome &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;gt;&amp;lt;a title=&amp;quot;Structural biology&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Structural_biology&amp;quot;&lt;/del&gt;&amp;gt;Structural biology&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;&amp;lt;/a&amp;gt;&lt;/del&gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;Structural biology &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;External_links&amp;quot; name=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;External_links&amp;quot; name=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;External links&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;External links&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/del&gt;&amp;quot; title=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/del&gt;&amp;quot; href=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot;&amp;gt;Site-Directed Mutagenesis Protocol&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/ins&gt;&amp;quot; title=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/ins&gt;&amp;quot; href=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot;&amp;gt;Site-Directed Mutagenesis Protocol&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/del&gt;&amp;quot; title=&amp;quot;http://mrc-cpe.cam.ac.uk&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/del&gt;&amp;quot; href=&amp;quot;http://mrc-cpe.cam.ac.uk/&amp;quot;&amp;gt;Centre for Protein Engineering&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/ins&gt;&amp;quot; title=&amp;quot;http://mrc-cpe.cam.ac.uk&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/ins&gt;&amp;quot; href=&amp;quot;http://mrc-cpe.cam.ac.uk/&amp;quot;&amp;gt;Centre for Protein Engineering&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/del&gt;&amp;quot; title=&amp;quot;http://peds.oupjournals.org/&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/del&gt;&amp;quot; href=&amp;quot;http://peds.oupjournals.org/&amp;quot;&amp;gt;Protein Engineering Design and Selection&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/ins&gt;&amp;quot; title=&amp;quot;http://peds.oupjournals.org/&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/ins&gt;&amp;quot; href=&amp;quot;http://peds.oupjournals.org/&amp;quot;&amp;gt;Protein Engineering Design and Selection&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/del&gt;&amp;quot; title=&amp;quot;http://www.structure.org/&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/del&gt;&amp;quot; href=&amp;quot;http://www.structure.org/&amp;quot;&amp;gt;Structure with Folding &amp;amp;amp; Design&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/ins&gt;&amp;quot; title=&amp;quot;http://www.structure.org/&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/ins&gt;&amp;quot; href=&amp;quot;http://www.structure.org/&amp;quot;&amp;gt;Structure with Folding &amp;amp;amp; Design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/del&gt;&amp;quot; title=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot; &lt;del class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/del&gt;=&amp;quot;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/del&gt;&amp;quot; href=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot;&amp;gt;EGAD; a free and open-source program for automated protein design&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;#160;&amp;#160; &amp;#160; &amp;lt;li&amp;gt;&amp;lt;a &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;class&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;external text&lt;/ins&gt;&amp;quot; title=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot; &lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;rel&lt;/ins&gt;=&amp;quot;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;nofollow&lt;/ins&gt;&amp;quot; href=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot;&amp;gt;EGAD; a free and open-source program for automated protein design&amp;lt;/a&amp;gt; &amp;lt;/li&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;&amp;#160;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #222; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&amp;lt;/ul&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>59.27.17.166</name></author>
		
	</entry>
	<entry>
		<id>http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27664&amp;oldid=prev</id>
		<title>59.27.17.166 at 13:17, 30 May 2007</title>
		<link rel="alternate" type="text/html" href="http://Opengenome.net/index.php?title=Protein_engineering&amp;diff=27664&amp;oldid=prev"/>
		<updated>2007-05-30T13:17:03Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Protein engineering&amp;lt;/strong&amp;gt; is the application of &amp;lt;a title=&amp;quot;Science&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Science&amp;quot;&amp;gt;science&amp;lt;/a&amp;gt;, &amp;lt;a title=&amp;quot;Mathematics&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Mathematics&amp;quot;&amp;gt;mathematics&amp;lt;/a&amp;gt;, and &amp;lt;a title=&amp;quot;Economics&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Economics&amp;quot;&amp;gt;economics&amp;lt;/a&amp;gt; to the process of developing useful or valuable &amp;lt;a title=&amp;quot;Protein&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein&amp;quot;&amp;gt;proteins&amp;lt;/a&amp;gt;. It is a young discipline, with much research currently taking place into the understanding of &amp;lt;a title=&amp;quot;Protein folding&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_folding&amp;quot;&amp;gt;protein folding&amp;lt;/a&amp;gt; and &amp;lt;a title=&amp;quot;Protein recognition&amp;quot; class=&amp;quot;new&amp;quot; href=&amp;quot;http://en.wikipedia.org/w/index.php?title=Protein_recognition&amp;amp;amp;action=edit&amp;quot;&amp;gt;protein recognition&amp;lt;/a&amp;gt; for &amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&amp;gt;protein design&amp;lt;/a&amp;gt; principles.&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;There are two general strategies for protein engineering. The first is known as &amp;lt;em&amp;gt;rational design&amp;lt;/em&amp;gt;, in which the scientist uses detailed knowledge of the structure and function of the protein to make desired changes. This has the advantage of being generally inexpensive and easy, since site-directed mutagenesis techniques are well-developed. However, there is a major drawback in that detailed structural knowledge of a protein is often unavailable, and even when it is available, it can be extremely difficult to predict the effects of various mutations.&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;Computational &amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&amp;gt;protein design&amp;lt;/a&amp;gt; &amp;lt;a title=&amp;quot;Algorithms&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Algorithms&amp;quot;&amp;gt;algorithms&amp;lt;/a&amp;gt; seek to identify amino acid sequences that have low energies for target structures. While the sequence-conformation space that needs to be searched is large, the most challenging requirement for computational protein design is a fast, yet accurate, energy function that can distinguish optimal sequences from similar suboptimal ones. Using computational methods, a protein with a novel fold has been designed[1], as well as sensors for un-natural molecules[2].&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;The second strategy is known as &amp;lt;a title=&amp;quot;Directed evolution&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Directed_evolution&amp;quot;&amp;gt;directed evolution&amp;lt;/a&amp;gt;. This is where random mutagenesis is applied to a protein, and a selection regime is used to pick out variants that have the desired qualities. Further rounds of mutation and selection are then applied. This method mimics natural &amp;lt;a title=&amp;quot;Evolution&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Evolution&amp;quot;&amp;gt;evolution&amp;lt;/a&amp;gt; and generally produces superior results to rational design. An additional technique known as &amp;lt;a title=&amp;quot;DNA shuffling&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/DNA_shuffling&amp;quot;&amp;gt;DNA shuffling&amp;lt;/a&amp;gt; mixes and matches pieces of successful variants in order to produce better results. This process mimics &amp;lt;a title=&amp;quot;Recombination&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Recombination&amp;quot;&amp;gt;recombination&amp;lt;/a&amp;gt; that occurs naturally during &amp;lt;a title=&amp;quot;Sexual reproduction&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Sexual_reproduction&amp;quot;&amp;gt;sexual reproduction&amp;lt;/a&amp;gt;. The great advantage of directed evolution techniques is that they require no prior structural knowledge of a protein, nor it is necessary to be able to predict what effect a given mutation will have. Indeed, the results of directed evolution experiments are often surprising in that desired changes are often caused by mutations that no one would have expected. The drawback is that they require high-throughput, which is not feasible for all proteins. Large amounts of recombinant DNA must be mutated and the products screened for desired qualities. The sheer number of variants often requires expensive robotic equipment to automate the process. Furthermore, not all desired activities can be easily screened for.&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;Rational design and directed evolution techniques are not mutally exclusive; good researchers will often apply both. In the future, more detailed knowledge of protein structure and function, as well as advancements in high-throughput technology, will greatly expand the capabilities of protein engineering.&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;See_also&amp;quot; name=&amp;quot;See_also&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;See also&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;br /&gt;
&amp;lt;ul&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;Display:&lt;br /&gt;
    &amp;lt;ul&amp;gt;&lt;br /&gt;
        &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Bacterial display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Bacterial_display&amp;quot;&amp;gt;Bacterial display&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
        &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Phage display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Phage_display&amp;quot;&amp;gt;Phage display&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
        &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;MRNA display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/MRNA_display&amp;quot;&amp;gt;mRNA display&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
        &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Ribosome display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Ribosome_display&amp;quot;&amp;gt;Ribosome display&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
        &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Yeast display&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Yeast_display&amp;quot;&amp;gt;Yeast display&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;/ul&amp;gt;&lt;br /&gt;
    &amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Enzymology&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Enzymology&amp;quot;&amp;gt;Enzymology&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Protein folding&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_folding&amp;quot;&amp;gt;Protein folding&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Protein design&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Protein_design&amp;quot;&amp;gt;Protein design&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Proteinomics&amp;quot; class=&amp;quot;new&amp;quot; href=&amp;quot;http://en.wikipedia.org/w/index.php?title=Proteinomics&amp;amp;amp;action=edit&amp;quot;&amp;gt;Proteinomics&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Proteome&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Proteome&amp;quot;&amp;gt;Proteome&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a title=&amp;quot;Structural biology&amp;quot; href=&amp;quot;http://en.wikipedia.org/wiki/Structural_biology&amp;quot;&amp;gt;Structural biology&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
&amp;lt;/ul&amp;gt;&lt;br /&gt;
&amp;lt;p&amp;gt;&amp;lt;a id=&amp;quot;External_links&amp;quot; name=&amp;quot;External_links&amp;quot;&amp;gt;&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;&lt;br /&gt;
&amp;lt;h2&amp;gt;&amp;lt;span class=&amp;quot;editsection&amp;quot;&amp;gt;&amp;lt;/span&amp;gt;&amp;lt;span class=&amp;quot;mw-headline&amp;quot;&amp;gt;External links&amp;lt;/span&amp;gt;&amp;lt;/h2&amp;gt;&lt;br /&gt;
&amp;lt;ul&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a rel=&amp;quot;nofollow&amp;quot; title=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot; class=&amp;quot;external text&amp;quot; href=&amp;quot;http://biologicalworld.com/sitedirectedmutagenesis.htm&amp;quot;&amp;gt;Site-Directed Mutagenesis Protocol&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a rel=&amp;quot;nofollow&amp;quot; title=&amp;quot;http://mrc-cpe.cam.ac.uk&amp;quot; class=&amp;quot;external text&amp;quot; href=&amp;quot;http://mrc-cpe.cam.ac.uk/&amp;quot;&amp;gt;Centre for Protein Engineering&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a rel=&amp;quot;nofollow&amp;quot; title=&amp;quot;http://peds.oupjournals.org/&amp;quot; class=&amp;quot;external text&amp;quot; href=&amp;quot;http://peds.oupjournals.org/&amp;quot;&amp;gt;Protein Engineering Design and Selection&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a rel=&amp;quot;nofollow&amp;quot; title=&amp;quot;http://www.structure.org/&amp;quot; class=&amp;quot;external text&amp;quot; href=&amp;quot;http://www.structure.org/&amp;quot;&amp;gt;Structure with Folding &amp;amp;amp; Design&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
    &amp;lt;li&amp;gt;&amp;lt;a rel=&amp;quot;nofollow&amp;quot; title=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot; class=&amp;quot;external text&amp;quot; href=&amp;quot;http://egad.ucsd.edu/EGAD_manual/index.html&amp;quot;&amp;gt;EGAD; a free and open-source program for automated protein design&amp;lt;/a&amp;gt;&amp;lt;/li&amp;gt;&lt;br /&gt;
&amp;lt;/ul&amp;gt;&lt;/div&gt;</summary>
		<author><name>59.27.17.166</name></author>
		
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