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Applications of Homology Modeling
Hanka Venselaar
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This seminar…. Homology Modeling… Why? What? When? How?
And a few real world examples….
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* Homology modeling O % identity # residues
* Actually, modelling is possible, but we cannot get an alignment… Example: by 80 residues 30% identity sufficient
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Homology modeling in short…
Prediction of structure based upon a highly similar structure ? Unknown structure NSDSECPLSHDG NSDSECPLSHDG || || | || NSYPGCPSSYDG Alignment of model and template sequence Back bone copied Known structure Model! Copy backbone and conserved residues Add sidechains, Molecular Dynamics simulation on model Known structure
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The 8 steps of Homology modeling
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1: Template recognition and initial alignment
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1: Template recognition and initial alignment
BLAST your sequence against PDB Best hit normally template Initial alignment NSDSECPLSHDGYCLHDGVC || || | ||||| ||| NSYPGCPSSYDGYCLNGGVC
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment
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2: Alignment correction
Functional residues conserved Use multiple sequence alignments Deletions shift gaps CPISRTAAS-FRCW CPISRTG-SMFRCW CPISRTA--TFRCW CPISRTAASHFRCW CPISRTGASIFRCW CPISRTA---FRCW Multipe sequence alignment Correct alignment Sequence with known structure Your sequence CPISRTGASIFRCW CPISRTGASIFRCW CPISRTA---FRCW CPISRT---AFRCW Both are possible
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2: Alignment correction
S G P L A E R C I V C R M P E V C R M P E -A-V F-D- Core residues conserved Use multiple sequence alignments Deletions in your sequence shift gaps Known structure FDICRLPGSAEAV Model FNVCRMP---EAI Model FNVCR---MPEAI Correct alignment
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation
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3: Backbone generation Making the model….
Copy backbone of template to model Make deletions as discussed (Keep conserved residues)
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 4: Loop modeling 3: Backbone generation
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4: Loop modeling Known structure GVCMYIEA---LDKYACNC
Your sequence GECFMVKDLSNPSRYLCKC Loop library, try different options
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation 4: Loop modeling 5: Sidechain modeling
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5: Side-chain modeling Several options
Libraries of preferred rotamers based upon backbone conformation
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation 4: Loop modeling 5: Sidechain modeling 6: Model optimization
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6: Model optimization Molecular dynamics simulation Remove big errors
Structure moves to lowest energy conformation
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation 4: Loop modeling 5: Sidechain modeling 7: Model validation 6: Model optimization
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7: Model Validation Second opinion by PDBreport /WHATIF
Errors in active site? new alignment/ template No errors? Model!
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation 4: Loop modeling 8: Iteration 8: Iteration 5: Sidechain modeling 8: Iteration 8: Iteration 7: Model validation 6: Model optimization
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1: Template recognition and initial alignment
2: Alignment correction 1: Template recognition and initial alignment 3: Backbone generation 4: Loop modeling 8: Iteration 8: Iteration 5: Sidechain modeling Model! 8: Iteration 8: Iteration 7: Model validation 6: Model optimization
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8 steps of homology modeling
1: Template recognition and initial alignment 2: Alignment correction 3: Backbone generation 4: Loop modeling 5: Side-chain modeling 6: Model optimization 7: Model validation 8: Iteration Alignment Modeling Correction
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To conclude…. Homology Modeling…
What? Prediction of an unknown structure based on an homologous and known structure Why? To answer biological and medical questions when the “real” structure is unknown When? A template with enough identity must be available How? 8 Steps
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And now…. After the next seminar go to the course website: Thanks to Hanka Venselaar for making nearly all slides in this seminar.
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