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Common Coot (Fulica atra)
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Validation in Coot
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Validation with Coot Bernhard Lohkamp Karolinska Institutet
Mar 2011 Shanghai Validation with Coot Bernhard Lohkamp (Paul Emsley) (University of Oxford) Karolinska Institutet
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Feature Integration Refinement Validation External Internal
e.g. REFMAC Internal External e.g. MolProbity
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What is Validation? Comparison of various aspects of the model with pre-conceived notions of “good quality” Includes unrestrained and restrained criteria Many aspects of validation overlap with refinement and model-building Global and local indicators
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Why Validate? Model-building is error-prone
(although automated methods seem to do better) Map interpretation is subjective Someone else did the model-building The model was built several years ago and the notion of “good quality” has changed Deposition requires validation
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A “good” model Makes statistical sense
The reciprocal space representation agrees tolerably well with the observations (R-factor) No meaningful difference map peaks (no under- or over-fitting)
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A “good” model Makes statistical sense
The reciprocal space representation agrees tolerably well with the observations (R-factor) No meaningful difference map peaks (no under- or over-fitting) Makes chemical sense Model geometry is consistent with the restraints Ramachandran Plot has less than 1% outliers A good clashscore
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A “good” model Makes statistical sense
The reciprocal space representation agrees tolerably well with the observations (R-factor) No meaningful difference map peaks (no under- or over-fitting) Makes chemical sense Model geometry is consistent with the restraints Ramachandran Plot has less than 1% outliers A good clashscore Make physical sense Crystal packing and contacts
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A “good” model Makes statistical sense
The reciprocal space representation agrees tolerably well with the observations (R-factor) No meaningful difference map peaks (no under- or over-fitting) Makes chemical sense Model geometry is consistent with the restraints Ramachandran Plot has less than 1% outliers A good clashscore Make physical sense Crystal packing and contacts Makes biological sense Residues in chemically sensible environment Is consistent (on the whole) with external biochemistry observations (active site residues)
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Quick Bayes Bayes Eq: Pr(model|data) Pr(data|model) * Pr(model)
Pr(data|model) is also called the model likelihood, LM(model|data)
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Validation Tools - Pr(model)
Ramachandran Plot Kleywegt Plot (NCS differences) Geometry Analysis Peptide Analysis Temperature Factor Analysis Rotamer Analysis Clashes
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Validation Tools - Pr(data|model)
Density Fit Analysis Difference Map Peaks Variance analysis at water positions Unmodelled blobs
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Find difference map peaks
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Check/Delete Waters
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Difference Map Sampling
Detects “Anomalous” Waters
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Find unmodelled blobs
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Pr(model)... Ramachandran Plot Kleywegt Plot (NCS differences)
Geometry Analysis Peptide Analysis Temperature Factor Analysis Rotamer Analysis Sequence analysis Clashes
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Ramachandran Plot for residues with CB
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Ramachandran Plot for GLY
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Ramachandran Plot for PRO
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Top500-based distribution
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Not all outliers are bad
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[*] Named by George Sheldrick
Kleywegt Plots[*] [*] Named by George Sheldrick
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Peptide Needed to check the planarity of the peptide link
At low resolutions it is possible to give the protein lots of (too much) freedom to optimize the fit to the density Can accidentally create CIS peptides When discovered they are easily reconverted using the CIS<- >TRANS peptide tool Less accidents happen when peptide plane restraints are applied
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B-factor variance
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Rotamers Side-chains have certain preferred combinations of torsions round their rotatable bonds An analysis (batched around the staggered conformations) will give rotamer occurrence
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Torsion-based Validation
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Not all outliers are bad
Correct rotamer(?!)
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Sequence validation Assign sequence (Extensions Dock sequence Associate sequence) Sequence alignment of model to given sequence (Validate Alignment vs PIR)
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More Validation Pr(model)
Coot has interface to Molprobity (Molprobity is the widely regarded as the best model validation suite) Uses identical Ramachandran plot Uses identical Rotamer library Coot reads probe dots directly
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Molprobity’s Reduce & Probe
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Other Programs Molprobity Suite molprobity.biochem.duke.edu WHATCHECK
VERIFY-3D
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Handling NCS...
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What is Non-Crystallographic Symmetry?
2 or more copies of a molecule in the unit cell not related by crystallographic symmetry Crystallographic copies of molecules are (of course) treated as if they were exactly the same across the unit cell – and indeed across the whole crystal Non-crystallographically related molecules provide different representations of the same molecule This can be useful for model-building But difficult to use in practice
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Handling NCS What are the Problems? Strict NCS:
NCS should appear like crystallographic symmetry does [exact copies] Non-Strict NCS: Molecules are different How to cope with differences, but minimize unnecessary rebuilding?
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Handling NCS Typical Scenario:
I have done an LSQ overlap of my NCS-related molecules and from the graph, have seen significant deviations in the positions of some side-chains. Why are they different?
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[*] Named by George Sheldrick
…or Kleywegt Plots[*] [*] Named by George Sheldrick
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...or NCS Differences graph
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NCS Model-modification Tools
Automatic detection of NCS And their operators Copy Master NCS molecule to others Applies NCS transformation Copy NCS Master residue-range Change NCS Master chain NCS Skipping
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Acknowledgements Paul Emsley Kevin Cowtan Eleanor Dodson Keith Wilson
or Google: Coot or for WinCoot Paul Emsley Kevin Cowtan Eleanor Dodson Keith Wilson Libraries, dictionaries Alexei Vagin, Eugene Krissinel, Stuart McNicholas Dunbrack, Richardsons Coot Builders and Testers William Scott, Ezra Peisach York YSBL, Dundee, Glasgow (early adopters) Coot Mailing List subscribers
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