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SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon, France MEDIT, Palaiseau, France Research performed at: Presented to: Automated Function Prediction SIG, ISMB 2005, June 24th, Detroit, USA [email protected] IBCP The BURNHAM INSTITUTE 

SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

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Page 1: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

SuMo: structure comparison of proteins focused on functional

properties of ligand binding sites

Martin Jambon

IBCP, Lyon, FranceMEDIT, Palaiseau, France

Research performed at:

Presented to: Automated Function Prediction SIG,ISMB 2005, June 24th, Detroit, USA

[email protected]

The BURNHAM INSTITUTE 

Page 2: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problems and limits

Ligand binding elements

Comparison algorithm

Examples

Conclusions

problem

SuMo

limits

Page 3: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problem: what kind of ligands fit my protein structure?

Kinds of interactions: hydrogen bonds shape complementarity hydrophobic effect

Functional groups binding only reactive

Page 4: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

The SuMo system

Searches for functional sites structure-based, fold and sequence independent works by comparison of protein structures or sites

Results

SuMo

3D ligand binding sites

(25000 selected sites)

3D structure of interest

PDB (30000 public

structures)

SuMo

Page 5: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Limits of comparison-

based approaches

Sequence motifs

Main chain fold

Superposable sites

Equivalent sites

Non-equivalent sites

Page 6: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problems and limits

Ligand binding elements

Comparison algorithm

Examples

Conclusions

microsites

larger sites

Page 7: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Microsites in SuMo

Microsite = 3 anchors forming a triplet of bounded size atomic shape

Page 8: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Sites of arbitrary size

Connected triplets virtual hinges angles

T3

T2

T1T4

Chemical groups

T3

T2

T1T4

Connected triplets of chemical groups

Page 9: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problems and limits

Ligand binding elements

Comparison algorithm

Examples

Conclusions

pairs of microsites

extraction of matched sites

Page 10: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Comparison (I)matching microsites

Matching the triangles chemical groups of same type and same orientation edges of similar length

Matching the shape in the region of the triangle weighted shape comparison of weighted volumes

Page 11: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Comparison (II)extended matched sites

pairs of similar triplets

double connection rule

extraction of independent subgraphs

T1

T2

T3

T4

T1'

T5'

T3'

T2'

T4'

T3/T3'

T2/T2'

T1/T1'

T4/T4'

Page 12: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problems and limits

Ligand binding elements

Comparison algorithm

Examples

Conclusions

NTP binding

unknown function

Page 13: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

When the lateral chains don't help much:

P-loop NTP-binding sites Poor Prosite motif [AG] - x(4) - G - K - [ST]

Phosphate-main-chain H-bonds

Page 14: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,
Page 15: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Usefulness Different folds, similar sites

Known ligand & site? estimation of cross-reactivity search for functional families

Unkown function? prediction of ligand binding sites on drug targets structural genomics: search for protein activity

Page 16: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,
Page 17: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,
Page 18: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Problems and limits

Ligand binding elements

Comparison algorithm

Examples

Conclusions

Page 19: SuMo: structure comparison of proteins focused on ... · SuMo: structure comparison of proteins focused on functional properties of ligand binding sites Martin Jambon IBCP, Lyon,

Practical information & conclusions

Implementation in a concise, safe and fast programming

language: Objective Caml (OCaml)

Availability public: http://sumo-pbil.ibcp.fr private: http://www.medit.fr

References in the field http://martin.jambon.free.fr/search-protein-3D-

sites.html

See my ISMB poster #A-82