AlphaFold pLDDT and expected distance error: Difference between revisions
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AlphaFold provides two measures of coordinate error. The residue-by-residue pLDDT | [[AlphaFold/Index|AlphaFold]] provides two measures of coordinate error. The residue-by-residue (or atom by atom<ref name="af3faq">See the [https://alphafoldserver.com/faq AlphaFold3 Server FAQ].</ref>) pLDDT values are stored directly in the coordinate file, and the pairwise residue distance errors are stored in a separate file. Here, we use the bacterial [[methionine synthase]] as [https://alphafold.ebi.ac.uk/entry/A0A485DTP7 an example for a predicted structure] to explore what we can learn from these confidence measures. | ||
<StructureSection load='' size='350' side='right' caption='' scene='92/920232/One_dimensional/1'> | <StructureSection load='' size='350' side='right' caption='' scene='92/920232/One_dimensional/1'> | ||
==pLDDT== | ==pLDDT== | ||
The pLDDT value is assigned to each individual residue and stored in coordinate | The pLDDT value (reload <scene name='92/920232/One_dimensional/1'>initial scene</scene>) is assigned to each individual residue (or atom<ref name="af3faq" />) and stored in predicted [[atomic coordinate file]]s instead of [[temperature|temperature factors]]. This value is named pLDDT because it predicts the so-called LDDT value (Local Distance Difference Test, <ref>PMID: 23986568</ref>), a way to characterize the difference of two related conformations without aligning the structures. Different from temperature factors, high values indicate high confidence in atomic positions, and low values low confidence (scale of 0 to 100). Programs such as [[FirstGlance in Jmol]] and [[iCn3D]] automatically reverse the usual temperature color scheme, coloring high confidence blue, and low confidence red. | ||
==Expected distance error== | ==Expected distance error== | ||
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==Medium Distance Difference Test== | ==Medium Distance Difference Test== | ||
The LDDT was designed to measure model consistency (or confidence) within a domain. To create a measure of inter-domain confidence, this is an alternate algorithm. 1) For each residue, find other residues with a center-of-mass distance of between 10 and 15 Angstroms. 2) Take the 10 worst distance differences (or estimates) and average them. Calculating this measure for the structure prediction of methionine synthase gives an <scene name='92/920232/Mid_distance_difference_test/2'>estimate of ill-defined domain boundaries</scene>. For this structure, about 40 neighbors were found on average at the chosen distance cutoff. | The LDDT was designed to measure model consistency (or confidence) within a domain. To create a measure of inter-domain confidence, this is an alternate algorithm. 1) For each residue, find other residues with a center-of-mass distance of between 10 and 15 Angstroms. 2) Take the 10 worst distance differences (or estimates) and average them. Calculating this measure for the structure prediction of methionine synthase gives an <scene name='92/920232/Mid_distance_difference_test/2'>estimate of ill-defined domain boundaries</scene>. For this structure, about 40 neighbors were found on average at the chosen distance cutoff. While the problems in the interface between the N-terminal and C-terminal part are already hinted at in the pIDDT measure, this analysis also nicely shows that the B12 binding domain <jmol> | ||
<jmolLink> | |||
<script> | |||
define current selected; | |||
select 744-872; | |||
selectionHalos on; | |||
delay 0.5; | |||
selectionHalos off; | |||
select current; | |||
</script> | |||
<text>☼</text> | |||
</jmolLink> | |||
</jmol> might switch neighbors as it approaches the three other substrate binding sites in the enzyme. | |||
==Other examples of model uncertainty== | ==Other examples of model uncertainty== | ||
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</StructureSection> | </StructureSection> | ||
==See Also== | |||
*[[AlphaFold/Index]], a list of pages in Proteopedia about AlphaFold. | |||
==References== | |||
<references/> | <references/> |