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		<title>WikiSysop at 12:32, 1 April 2009</title>
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		<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;== Citation ==&lt;br /&gt;
&lt;br /&gt;
Scheres, S. H. W.; Valle, M.; Núñez, R.; Sorzano, C. O. S.; Marabini, R.; Herman, G. T. &amp;amp; Carazo, J. M. Maximum-likelihood multi-reference refinement for electron microscopy images J. Molecular Biology, 2005, 348, 139-149&lt;br /&gt;
&lt;br /&gt;
[http://scholar.google.com/scholar?hl=en&amp;amp;lr=&amp;amp;newwindow=1&amp;amp;cites=2178997821725833460 Cited by]&lt;br /&gt;
&lt;br /&gt;
== Abstract ==&lt;br /&gt;
&lt;br /&gt;
A maximum-likelihood approach to multi-reference image refinement is&lt;br /&gt;
presented. In contrast to conventional cross-correlation refinement, the&lt;br /&gt;
new approach includes a formal description of the noise, implying that it is&lt;br /&gt;
especially suited to cases with low signal-to-noise ratios. Application of this&lt;br /&gt;
approach to a cryo-electron microscopy dataset revealed two major classes&lt;br /&gt;
for projections of simian virus 40 large T-antigen in complex with an&lt;br /&gt;
asymmetric DNA-probe, containing the origin of simian virus 40&lt;br /&gt;
replication. Strongly bent projections of dodecamers showed density that&lt;br /&gt;
may be attributed to the complexed double-stranded DNA, while almost&lt;br /&gt;
straight projections revealed a twist in the relative orientation of the&lt;br /&gt;
hexameric subunits. This new level of detail for large T-antigen projections&lt;br /&gt;
was not detected using conventional techniques. For a negative stain&lt;br /&gt;
dataset, maximum-likelihood refinement yielded results that were practically&lt;br /&gt;
identical to those obtained using conventional multi-reference&lt;br /&gt;
refinement. Results obtained using simulated data suggest that the&lt;br /&gt;
efficiency of the maximum-likelihood approach may be further enhanced&lt;br /&gt;
by explicitly incorporating the microscope contrast transfer function in the&lt;br /&gt;
image formation model.&lt;br /&gt;
&lt;br /&gt;
== Keywords ==&lt;br /&gt;
&lt;br /&gt;
2D Alignment, 2D classification, Maximum likelihood&lt;br /&gt;
&lt;br /&gt;
== Links ==&lt;br /&gt;
&lt;br /&gt;
Article http://www.ncbi.nlm.nih.gov/pubmed/15808859&lt;br /&gt;
&lt;br /&gt;
== Related software ==&lt;br /&gt;
&lt;br /&gt;
Xmipp: http://xmipp.cnb.csic.es/twiki/bin/view/Xmipp/MLalign2D&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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