Consensus RAPDF rTAD Refinement Successes & Failures Jeremy Horst Ram Samudrala’s CompBio Group...

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Consensus RAPDF rTAD Refinement Successes & Failures Jeremy Horst Ram Samudrala’s CompBio Group University of Washington

Transcript of Consensus RAPDF rTAD Refinement Successes & Failures Jeremy Horst Ram Samudrala’s CompBio Group...

Page 2: Consensus RAPDF rTAD Refinement Successes & Failures Jeremy Horst Ram Samudrala’s CompBio Group University of Washington.

Derive interatomic distancesNonredundant structure set

Atom type

Ato

m t

ype

Distance bin

Bayesian probabilitiesConsensus RAPDF rTAD Refinement

J.Horst & R.Samudrala

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2.111.46 aRMSD0.870.91 GDT-TS

J.Horst & R.Samudrala

Consensus RAPDF rTAD Refinement - RESULTS

TR488

2.943.51 aaRMSD0.610.68 GDT-TS

TR464

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Consensus RAPDF rTAD Refinement – SIDE CHAIN PACKING

J.Horst & R.Samudrala

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CASP8R Perks+ no focus on specific regions; automated+ never much worse (454)

CASP8 FM targets Perks+ absolute best on 5/96 targets

(407,409,414,455,510)+ always better than

2nd best initial model (on ~all servers)

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Needs- Larger loop search space (looser/less constraints)- De-constrain problem areas (Seq vs. Str entropy)- Functional sites (?functional refinement target?)

Advice Benchmark on past CASPs (in papers) Do not avoid hard targets (show limits) Expensive methods should be iteratable Combine Methods Focus physics based methods here. We need a new way to move atoms

(according to Nicolay Grishin) Are heuristics and regression / SVM okay?

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Acknowledgements

Folks who wrote code• Ram Samudrala• Tianyun Liu• Charles Mader• Ling-Hong Hung

Idea bouncers ++• Michal Guerquin• Brady Bernard• Weerayuth Kittichotirat• Stewart Moughon