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May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

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Page 1: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

cowbirdsinlove

Page 2: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Manipulating Ligands Using Coot

Paul EmsleyMay 2013

Page 3: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand and Density...

Page 4: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand and Density...

Page 5: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand and Density...

Protein-ligand complex models are often a result of subjective interpretation

Page 6: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Scoring Protein-Ligand Complexes

Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms

Score: Correlation of maps: omit vs calculated

around the ligand Mogul distortion

z-worst Clash-score

c.f. Molprobity tool

Page 7: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 8: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 9: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 10: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Scoring

Preliminary results & conclusions...

Page 11: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 12: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Scoring Ligands:To Be Better Than The Median:

0 bumps

Mogul z(worst) < 5.4 But probably < 3.0 (when geometry is fixed)

Density correlation > 0.9 resolution dependence? do we believe the resolution in the data file?

Page 13: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Coot for Ligands(back and forth)

3d molecule (PDB) + restraints for chemical diagram 2d layout on a GNOME canvas and OpenGL

SMILES or MDL Molfile → 3d molecule + restraints

Page 14: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

2D Ligand Builder Free sketch

SBase search

Page 15: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

2D Sketcher Structural Alerts

●On the fly ROMol creation●Check vs. vector of SMARTS

● (from Biscu-it)● And user-defined

(python variable) list

Page 16: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

QED Score

Quantitative Evaluation of Drug-likeness

Bickerton et al (2012) Nature Chemistry

Page 17: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

2D Sketcher

QED score

Silicos-it's Biscu-it™

Look up the function with PyModule_GetDict()and PyModule_GetItem()

Page 18: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Utils

“Get Drug” Uses network connection to Wikipedia

Get comp-id ligand-description from PDBe downloads and reads (e.g.) AAA.cif

(extracted from chemical component library)

Drag and drop Uses network connection to get URLs or file-system files

pyrogen restraints generation

Page 19: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Utils – CCP4 SRS

Page 20: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Restraints...

Atom Types: 100+ non-elemental atom types ener-lib.cif

Target geometry is tabulated (not directly based on atom type) e.g. restraints for TRP have 208 lines

Page 21: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

REFMAC Monomer Library chem_comp_atom

loop_

_chem_comp_atom.comp_id

_chem_comp_atom.atom_id

_chem_comp_atom.type_symbol

_chem_comp_atom.type_energy

_chem_comp_atom.partial_charge

ALA N N NH1 -0.204

ALA H H HNH1 0.204

ALA CA C CH1 0.058

ALA HA H HCH1 0.046

ALA CB C CH3 -0.120

ALA HB1 H HCH3 0.040

ALA HB2 H HCH3 0.040

ALA HB3 H HCH3 0.040

ALA C C C 0.318

ALA O O O -0.422

CCP4 Atom Types

Page 22: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Using Refmac Restraints to create a sanitized ligand

respresentation

Page 23: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 24: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 25: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Pyrogen: Generating Restraints

Reworking Coot and python interaction Extending python rather than embedding

Identify Refmac atom types based on chemistry pattern matching

2 Modes

Simple: Look up geometry in ener_lib.cif Mogul: Above + Replace bonds and angles with values

from mogul distribution

Page 26: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

pyrogen Python, Coot libs, RDKit & SMARTS

Using hybridization specification extension Geometry updated by mogul analysis

(although –no-mogul mode is an option)

Input: SMILES string Output: pdb file for conformer and mmCIF

restraints SMARTS Planes definitions:

aromatics, amidines, amino, carboxylates, guanidiniums or neighbours of atoms of delocalised bonds?

Page 27: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Atom Types

SMARTS pattern matching for Refmac/CCP4 atom types: e.g. 'CR16' '[cr6;H1]' e.g. 'HNT1', '[H][NX3;H1;^3]'

COD Atom Types:

Based on 2nd order neighbour info

Page 28: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

COD Atom Types

COD

2nd order-based

H1B: H(CHHO) C9: C[5,5,6](C[5,5]CHH)(C[5,6]CHH)(C[5,6]CHO)(H)

Page 29: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Manipulating Ligands

Page 30: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Using ”Yesterday's” Ligand

Atom name matching

Torsion matching

Ligand overlay

Common subgraph isomorphism, Krissinel & Henrick (2004)

Page 31: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Generating Conformers

Using restraint information...

Page 32: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

REFMAC Monomer Library chem_comp_bond

loop_

_chem_comp_bond.comp_id

_chem_comp_bond.atom_id_1

_chem_comp_bond.atom_id_2

_chem_comp_bond.type

_chem_comp_bond.value_dist

_chem_comp_bond.value_dist_esd

ALA N H single 0.860 0.020

ALA N CA single 1.458 0.019

ALA CA HA single 0.980 0.020

ALA CA CB single 1.521 0.020

ALA CB HB1 single 0.960 0.020

ALA CB HB2 single 0.960 0.020

Page 33: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

REFMAC Monomer Library chem_comp_tor

loop_

_chem_comp_tor.comp_id

_chem_comp_tor.id

_chem_comp_tor.atom_id_1

_chem_comp_tor.atom_id_2

_chem_comp_tor.atom_id_3

_chem_comp_tor.atom_id_4

_chem_comp_tor.value_angle

_chem_comp_tor.value_angle_esd

_chem_comp_tor.period

ADP var_1 O2A PA O3A PB 60.005 20.000 1

ADP var_2 PA O3A PB O1B 59.979 20.000 1

ADP var_3 O2A PA "O5'" "C5'" -59.942 20.000 1

ADP var_4 PA "O5'" "C5'" "C4'" 179.996 20.000 1

ADP var_5 "O5'" "C5'" "C4'" "C3'" 176.858 20.000 3

ADP var_6 "C5'" "C4'" "O4'" "C1'" 150.000 20.000 1

ADP var_7 "C5'" "C4'" "C3'" "C2'" -150.000 20.000 3

Page 34: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Torsionable Angle Probability from CIF file

Page 35: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Conformer Generation

Non-HydrogenNon-CONSTNon-Ring

Page 36: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 37: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 38: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Parmatisation issues...(what if they are wrong?)

Perfect refinement with incorrect parameters → distorted structure

CSD's Mogul Knowledge-base of geometric

parameters based on the CSD Can be run as a “batch job” Mean, median, mode,

quartiles, Z-scores.

Page 39: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Validation

Mogul plugin in Coot Run mogul, graphical display of results Update restraints (target and esds for bonds

and angles) CSD data not so great for plane, chiral and

torsion restraints Legal issues need to be sorted before this

can be added to the distribution

Page 40: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Mogul Results Representation

Page 41: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Represenation

Bond orders (from dictionary restraints)

Page 42: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Chiral Centre Inversion

Inverted chiral centre refinement pathology detection

Hydrogen tunnelling

Page 43: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Chemical Features

...and on the flythumbnailing

Uses built-in FeatureFactory

Page 44: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Environment Layout 2d Ligand pocket layout (ligplot, poseview)

Can we do better? - Interactivity?

Page 45: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Environment Layout

Binding pocket residues

Interactions

Substitution contour

Solvent accessibility halos

Solvent exclusion by ligand

Page 46: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Solvent Exposure

• Identification of solvent accessible atoms

Page 47: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Enviroment Layout

Considerations 2D placement and distances should reflect 3D metrics (as

much as possible) H-bonded residues should be close the atoms to

which they are bonded Residues should not overlap the ligand Residues should not overlap each other c.f. Clark & Labute (2007)

Page 48: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Layout Energy Terms

Residues match 3D Distances

Residues don't overlay each other

Residues are close to H-bonding ligand atoms

Residues don't overlap ligand

Page 49: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

”Don't overlap the ligand”

Page 50: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Environment Layout Initial residue placement

Page 51: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Ligand Environment Layout Residue position minimisation

Page 52: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Determination of the Substitution Contour

Page 53: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Substitution Contour:Extending along Hydrogens

Page 54: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 55: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

59/60

Page 56: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

0.7.1 (out Real Soon Now) Fixes to ligand fitting

Fixes to Sequence View

Retrive PDBe ligand description (for new ligands)

Improvements to Mogul Interface

Lidia Keyboard accelerators

target sildenafil in 30 seconds

Page 57: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Acknowledgements Kevin Cowtan

Bernhard Lohkamp

Libraries, Dictionaries Alexei Vagin, Garib Murshudov Eugene Krissinel Greg Landrum

Funding: BBSRC & CCP4

Page 58: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Modelling Carbohydrates

Validation,

Model-building,

Refinement

Page 59: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Problematic Glycoproteins Crispin, Stuart & Jones (2007)

NSB Correspondence “one third of entries contain significant errors in

carbohydrate stereochemistry...” “carbohydrate-specific building and validation tools capable

of guiding and construction of biologically relevant stereochemically accurate models should be integrated into popular crystallographic software. Rigorous treatment of the structural biology of glycosylation can only enhance the analysis of glycoproteins and our understanding of their function”

PDB curators concur

Page 60: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Carbohydrate Links

Thomas Lütteke (2007)

Page 61: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Validate the Links

Page 62: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Validate the Tree:N-linked carbohydrates

Page 63: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Linking Oligsaccharides/Carbohydrates:

LO/Carb

Complex carbohydrate structure from a dictionary of standard links and monomers torsion-angle refinement

Page 64: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 65: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 66: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 67: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 68: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation

Refinement Trials(NAG-ASN example)

Page 69: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation
Page 70: May 2013 - CSIC · Scoring Protein-Ligand Complexes Score all PDB protein-ligand complexes No covalent link to protein No alt confs Hetgroups with more than 6 atoms Score: Correlation