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Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

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Page 1: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Finding Recurrent Motifs in RNA 3D Structures

Jesse Stombaugh

Bowling Green State University

RNA Society 2006

Page 2: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 3: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 4: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

“Find RNA 3D” (FR3D) We have developed a suite of Matlab

programs, which allow for the search of RNA 3D structures.

Geometric search: given a query motif, find candidate motifs which are geometrically similar to the query motif, and rank them according to degree of similarity. (~ 2 min.)

Symbolic Search: Search for Candidates satisfying given basepairing and stacking constraints. (~ 5 sec.)

Combined search: geometric search with additional symbolic constraints. (~ 1 min.)

Page 5: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 6: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Geometric Search

Consider a query motif (blue) and a candidate motif (red). Rigidly move candidate to align base centers (black dots). The fitting error L is the RMS sum of distances between

corresponding base centers. The orientation error A is the RMS sum of angles required to

rotate candidate bases onto query bases.

Geometric discrepancy ALmD

221

Page 7: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Geometric Search Discrepancies

In the 23S, there are 2754 bases. For a 4–nucleotide query motif, that makes

for: 2754 · 2753 · 2752 · 2751 = 5.7x1013 possible candidate motifs.

You cannot calculate the discrepancy for every conceivable candidate motif.

Instead, set a cutoff discrepancy D0 and find all candidates whose discrepancy with the query motif is smaller than D0.

Page 8: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 9: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Screening Algorithm – Rejecting Candidates

(Q12-C12)2 ~ Large DiscrepancyMany candidates are nowhere close to the query motif.We derive the inequality:

where Qij is the distance between centers of bases i and j

in the query motif, and Cij for the candidate.

jili,j

ijijji

li i

CQwwwmD

211

Query Motif Candidate Motif

1

2

1

2

Page 10: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Screening Algorithm

Focusing on bases 1 and 2 in the query motif. Find all pairs in the structure whose distances are

similar.

Page 11: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Screening Algorithm

Focusing on bases 1, 2, and 3 in the query motif. Find all triples in the structure whose distances are

similar.

Page 12: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Screening Algorithm

Focusing on all in the query motif. Find all quadruples in the structure whose distances

are similar.

Page 13: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 14: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Query Motif

Page 15: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Basepairing

(Left) Identification of edges in the RNA bases. (Right) cis versus trans orientation of glycosidic bonds.

Page 16: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Query Motif

Page 17: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 18: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results

Page 19: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Local vs. Composite

Superposition of Local (black) and Composite (red, blue, cyan, green) Sarcin motifs

Local Sarcin motifFrom DI of 23S rRNA

Composite Sarcin motif from DII of 23S rRNA

Page 20: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results

Page 21: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 2

Page 22: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 3

Page 23: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 4

Page 24: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 5

Page 25: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 6

Page 26: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 7

Page 27: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Sarcin Search Results – Candidate 8

Page 28: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Outline“Find RNA 3D” (FR3D)

Geometric Search Screening Algorithm

Sample SearchSarcin Query MotifSarcin Search Results

Summary

Page 29: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Summary

We can find and rank motifs similar to a given query motif

We can apply symbolic constraints to narrow the search and reduce search time

The program FR3D is available at: http://rna.bgsu.edu/FR3D

Page 30: Finding Recurrent Motifs in RNA 3D Structures Jesse Stombaugh Bowling Green State University RNA Society 2006

Acknowledgements

Organizers of the RNA Society

BGSU – ChemistryNeocles Leontis, P.I.Ali Mokdad (Poster #215)Lorena NasaleanKirill Afonin

BGSU – Math. And Stats. Craig ZirbelMike Sarver