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RNA Folding Xinyu Tang Bonnie Kirkpatri ck
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RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Dec 19, 2015

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Page 1: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

RNA Folding

Xinyu Tang

Bonnie Kirkpatrick

Page 2: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Overview

Introduction to RNA Previous Work Problem Hofacker’s Paper Chen and Dill’s Paper Modeling RNA Folding with PRM

Page 3: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Introduction to RNA

Page 4: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Composition of Ribonucleic Acid

A polymer (sequence) of ribonucleoside-phosphates

Ribose (sugar) Phosphoric Acid Organic bases

– Adenine (A)– Guanine (G)– Cytosine (C)– Uracil (U)

Page 5: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Complementary Base Pairs

Canonical base pairs– Watson-Crick base pairs

C-G A-U Stable base pairs Hydrogen bonds

– Weaker G-U wobble pair

Non-canonical base pairs– Some of them stable

Page 6: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

RNA Tertiary Structure

A complex folding in 3-dimensions (similar to protein tertiary structure)

A specific folding is referred to as a conformation

Pseudo knots are considered a tertiary structure, rather than a secondary structure

Page 7: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

RNA Secondary Structure

A secondary structure conformation is specified by a set of intra-chain contacts (base pairs) that follow certain rules

Given any two intra-chain contacts [i, j] with i < j and [i’, j’] with i’ < j’, then:1) If i = i’, then j = j’

• Each base can appear in only one contact pair

2) If i’ < j, then i < i’ < j’ < j• No pseudo-knots

Can be represented as planar graphs:

Page 8: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Representations of RNA

M: Multi-loop I: Internal-loop B: Bulge-loop H: hairpin-loop •: W-C pairs -: GU pairs

Page 9: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Representations (cont.)

Hydrogen bonds between intra-chain pairs are represented by circular arcs

All representations are equivalent

Page 10: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Representations (cont.)

Contact Map

A dot is placed in the ith

row and jth column of a triangular array to represent the intra-chain contact [i, j]

Page 11: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Previous Work

Page 12: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Maximum Matching Problem

Watermann and Nussinnov Algorithms– Finding the conformation with the maximum possibl

e number of intra-chain contacts– Computed using dynamic programming

Page 13: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Minimum Energy Problem

Zuker and Stiegler Algorithm– Predicts the native structure by finding the conformati

on with the minimum energy

Modified Zuker Algorithm– Generates a set of conformations that lie within some

energy range of the predicted native conformation

McCaskill Algorithm– Calculates the frequency of intra-chain contact occurr

ences in an ensemble of all possible structures

Page 14: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Problem

Page 15: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Energy Landscapes

Native conformations of RNA can be predicted with accuracy

But the not much is known about the kinetics and thermodynamics of the folding

Energy landscapes show us what different conformations the RNA goes through as it folds

Page 16: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Elements of the Problem

Model Sampling Pattern Node Connection Methods Analysis Techniques

Page 17: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Hofacker’s Paper

Page 18: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Chen and Dill’s Paper

Page 19: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Modeling RNA Folding with PRM

Page 20: RNA Folding Xinyu Tang Bonnie Kirkpatrick. Overview Introduction to RNA Previous Work Problem Hofacker ’ s Paper Chen and Dill ’ s Paper Modeling RNA.

Secodary vs Tertiary Structure

Tertiary structure can only be determined for tRNA

Secondary structure predictions only approximate tertiary structure– For each set of intra-chain contacts, there is an ens

emble of possible tertiary structures

Chen and Dill were able to use a