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	<title>2024Giri CryoStruct - Revision history</title>
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	<updated>2026-06-13T12:13:47Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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		<id>https://3demmethods.i2pc.es/index.php?title=2024Giri_CryoStruct&amp;diff=4685&amp;oldid=prev</id>
		<title>WikiSysop: Created page with &quot;== Citation ==  Giri, Nabin / Cheng, Jianlin. De novo atomic protein structure modeling for cryoEM density maps using 3D transformer and HMM. 2024. Nature Communications, Vol. 15, No. 1, p. 5511  == Abstract ==  Accurately building 3D atomic structures from cryo-EM density maps is a crucial step in cryo-EM-based protein structure determination. Converting density maps into 3D atomic structures for proteins lacking accurate homologous or predicted structures as templates...&quot;</title>
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		<updated>2024-08-14T05:47:38Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;== Citation ==  Giri, Nabin / Cheng, Jianlin. De novo atomic protein structure modeling for cryoEM density maps using 3D transformer and HMM. 2024. Nature Communications, Vol. 15, No. 1, p. 5511  == Abstract ==  Accurately building 3D atomic structures from cryo-EM density maps is a crucial step in cryo-EM-based protein structure determination. Converting density maps into 3D atomic structures for proteins lacking accurate homologous or predicted structures as templates...&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;
Giri, Nabin / Cheng, Jianlin. De novo atomic protein structure modeling for cryoEM density maps using 3D transformer and HMM. 2024. Nature Communications, Vol. 15, No. 1, p. 5511&lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
&lt;br /&gt;
Accurately building 3D atomic structures from cryo-EM density maps is a crucial&lt;br /&gt;
step in cryo-EM-based protein structure determination. Converting density&lt;br /&gt;
maps into 3D atomic structures for proteins lacking accurate homologous or&lt;br /&gt;
predicted structures as templates remains a significant challenge. Here, we&lt;br /&gt;
introduce Cryo2Struct, a fully automated de novo cryo-EM structure modeling&lt;br /&gt;
method.Cryo2Struct utilizes a 3Dtransformer to identify atoms and amino acid&lt;br /&gt;
types in cryo-EM density maps, followed by an innovative Hidden Markov&lt;br /&gt;
Model (HMM) to connect predicted atoms and build protein backbone structures.&lt;br /&gt;
Cryo2Struct produces substantially more accurate and complete protein&lt;br /&gt;
structural models than the widely used ab initio method Phenix. Additionally,&lt;br /&gt;
its performance in building atomic structural models is robust against changes&lt;br /&gt;
in the resolution of density maps and the size of protein structures.&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/s41467-024-49647-6&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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