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	<title>2023Zhang REST - Revision history</title>
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	<updated>2026-06-13T12:14:38Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://3demmethods.i2pc.es/index.php?title=2023Zhang_REST&amp;diff=4452&amp;oldid=prev</id>
		<title>WikiSysop: Created page with &quot;== Citation ==  Zhang, Haonan / Li, Yan / Liu, Yanan / Li, Dongyu / Wang, Lin / Song, Kai / Bao, Keyan / Zhu, Ping. A method for restoring signals and revealing individual mac...&quot;</title>
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		<updated>2023-08-31T15:59:01Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;== Citation ==  Zhang, Haonan / Li, Yan / Liu, Yanan / Li, Dongyu / Wang, Lin / Song, Kai / Bao, Keyan / Zhu, Ping. A method for restoring signals and revealing individual mac...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;== Citation ==&lt;br /&gt;
&lt;br /&gt;
Zhang, Haonan / Li, Yan / Liu, Yanan / Li, Dongyu / Wang, Lin / Song, Kai / Bao, Keyan / Zhu, Ping. A method for restoring signals and revealing individual macromolecule states in cryo-ET, REST. 2023. Nature Communications, Vol. 14, No. 1, p. 2937 &lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
&lt;br /&gt;
Cryo-electron tomography (cryo-ET) is widely used to explore the 3D density&lt;br /&gt;
of biomacromolecules. However, the heavy noise and missing wedge effect&lt;br /&gt;
prevent directly visualizing and analyzing the 3D reconstructions. Here, we&lt;br /&gt;
introduced REST, a deep learning strategy-based method to establish the&lt;br /&gt;
relationship between low-quality and high-quality density and transfer the&lt;br /&gt;
knowledge to restore signals in cryo-ET. Test results on the simulated and real&lt;br /&gt;
cryo-ET datasets show that REST performs well in denoising and compensating&lt;br /&gt;
the missing wedge information. The application in dynamic nucleosomes,&lt;br /&gt;
presenting either in the form of individual particles or in the context of cryo-&lt;br /&gt;
FIB nuclei section, indicates that REST has the capability to reveal different&lt;br /&gt;
conformations of target macromolecules without subtomogram averaging.&lt;br /&gt;
Moreover, REST noticeably improves the reliability of particle picking. These&lt;br /&gt;
advantages enable REST to be a powerful tool for the straightforward interpretation&lt;br /&gt;
of target macromolecules by visual inspection of the density and of a&lt;br /&gt;
broad range of other applications in cryo-ET, such as segmentation, particle&lt;br /&gt;
picking, and subtomogram averaging.&lt;br /&gt;
&lt;br /&gt;
== Keywords ==&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
https://www.nature.com/articles/s41467-023-38539-w&lt;br /&gt;
&lt;br /&gt;
== Related software ==&lt;br /&gt;
&lt;br /&gt;
== Related methods ==&lt;br /&gt;
&lt;br /&gt;
== Comments ==&lt;/div&gt;</summary>
		<author><name>WikiSysop</name></author>
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